style(ai-moderation): sort import moderationOrchestrator (biome organizeImports)

Analisis pertama tetap berkonteks (chat history) demi akurasi, tapi
verdict clean non-actionable (conf>=0.85) juga ditulis di bare key
tanpa konteks. Repeat teks sama di channel lain -> exact cache HIT,
bukan LLM call baru. Guard sama dgn read path; dedupe LRU per proses;
bare row tanpa embedding (tier semantic sudah global).

.github/workflows/deploy.yml

@@ -82,6 +82,19 @@ jobs:
           extra-conf: |
             sandbox = false
             accept-flake-config = true
+            # Attic binary cache as substituter on the runner: lets CI pull the
+            # prebuilt attic client (and any cached deps/builds) over HTTPS,
+            # no SSH round-trip needed. extra-substituters (NOT
+            # extra-trusted-substituters) is required — Determinate Nix never
+            # merges trusted-* substituters for nix-store CLI clients.
+            extra-substituters = https://attic.asepharyana.my.id/gmw
+            extra-trusted-public-keys = gmw:Fq2Anzuhkb+T/hftWnPcveHSi21/RzIgIOeG8pCJa88=
+            # NOTE: nix-installer-action unconditionally injects
+            # 'build-provenance-tags' into /etc/nix/nix.conf (a Determinate
+            # Nix-only setting). With determinate:false the runner's upstream
+            # nix warns 'unknown setting build-provenance-tags' on every
+            # invocation — benign, cosmetic. Switching determinate:true would
+            # silence it but changes the runner's nix flavor.
 
       - name: Cache Nix
         uses: DeterminateSystems/magic-nix-cache-action@v14
@@ -107,13 +120,117 @@ jobs:
           ssh-keygen -y -f ~/.ssh/id_ed25519 >/dev/null 2>&1 || { echo "SSH key invalid"; exit 1; }
           ssh-keyscan -H "$VPS_HOST" >> ~/.ssh/known_hosts 2>/dev/null
 
+      # Push build result to Attic binary cache (attic.asepharyana.my.id) so
+      # the VPS can substitute it instead of a single-stream `nix copy ssh://`.
+      #
+      # Fast path: push DIRECTLY from the runner to the public attic endpoint
+      # (validated 2026-08-10: token auth over public HTTPS works without
+      # Tailscale). This skips the ~794MB closure SSH copy to the VPS that
+      # used to take 25+ minutes per new store path.
+      #
+      # The attic client is NOT in nixpkgs anymore and has no prebuilt
+      # releases, so we pull the same prebuilt closure the VPS uses
+      # (/nix/store/fygyy3yk4rqdknxkiwkqambpnhyax0k4-attic-0.1.0, ~52MB).
+      # The closure itself lives in the attic cache (pushed once from the
+      # VPS), so the runner bootstraps it over HTTPS via the configured
+      # extra-substituters — no SSH round-trip. If that fails we fall back
+      # to `nix copy --from ssh://`, then the old VPS-hop flow (SSH copy to
+      # VPS, then attic push from the VPS over Tailscale) so the deploy step
+      # always has a working closure path.
+      - name: Push to Attic cache
+        env:
+          ATTIC_TOKEN: ${{ secrets.ATTIC_TOKEN }}
+        run: |
+          if [ -z "$ATTIC_TOKEN" ]; then
+            echo "ATTIC_TOKEN not set; skipping attic push"
+            exit 0
+          fi
+          STORE_PATH="${{ steps.build.outputs.store-path }}"
+          ATTIC_DIR="/nix/store/fygyy3yk4rqdknxkiwkqambpnhyax0k4-attic-0.1.0"
+          ATTIC_BIN="$ATTIC_DIR/bin/attic"
+
+          attic_push_vps_hop() {
+            echo "Fallback: VPS-hop attic push"
+            # Copy closure to VPS (fast if attic already has it via substitute)
+            ssh "$VPS_USER@$VPS_HOST" "sudo /nix/var/nix/profiles/default/bin/nix-store --realise '$STORE_PATH'" 2>/dev/null \
+              || nix copy --to "ssh://$VPS_USER@$VPS_HOST" "$STORE_PATH"
+            # Push from VPS → Attic over Tailscale.
+            # --ignore-upstream-cache-filter is REQUIRED: without it, attic skips
+            # writing the narinfo to gmw when chunks exist in the upstream
+            # cache.nixos.org — leaving the path 404 on gmw so the VPS deploy's
+            # nix-store --realise can't find it and falls back to ssh copy.
+            # sudo: attic must read root's config (~/.config/attic), which has
+            # the imrnes-ts server → Tailscale. Non-root users' configs only
+            # have the public `pub` server → "Server imrnes-ts does not exist".
+            ssh "$VPS_USER@$VPS_HOST" "sudo $ATTIC_BIN push imrnes-ts:gmw '$STORE_PATH' --jobs 4 --ignore-upstream-cache-filter" \
+              || echo "attic push failed (non-fatal; ssh copy fallback below)"
+          }
+
+          # ── Get an attic client on the runner ────────────────────────────
+          # Order: PATH → pull the prebuilt closure from the attic cache
+          # itself (extra-substituters configured in Install Nix step, HTTPS
+          # only, no SSH) → pull over ssh from the VPS → VPS-hop.
+          # The attic client closure is stored in the attic cache (pushed
+          # once from the VPS), so the fast path never depends on SSH.
+          ATTIC_BIN=""
+          if command -v attic >/dev/null 2>&1; then
+            ATTIC_BIN="$(command -v attic)"
+          elif nix-store --realise "$ATTIC_DIR" 2>/tmp/attic-bootstrap.err; then
+            echo "✅ Pulled attic client from attic cache (HTTPS substituter)"
+            ATTIC_BIN="$ATTIC_DIR/bin/attic"
+          elif nix copy --from "ssh://$VPS_USER@$VPS_HOST" "$ATTIC_DIR" 2>>/tmp/attic-bootstrap.err; then
+            echo "✅ Pulled attic client from VPS over ssh"
+            ATTIC_BIN="$ATTIC_DIR/bin/attic"
+          else
+            echo "attic client unavailable on runner; using VPS-hop flow"
+            echo "--- bootstrap errors (stderr) ---"
+            tail -5 /tmp/attic-bootstrap.err 2>/dev/null || true
+            attic_push_vps_hop
+            exit 0
+          fi
+
+          # ── Direct push: runner → attic public endpoint ──────────────────
+          # --ignore-upstream-cache-filter forces the narinfo write even when
+          # the path's chunks already exist in upstream cache.nixos.org (which
+          # attic would otherwise skip, leaving the path 404 on the gmw cache).
+          mkdir -p "$HOME/.config/attic"
+          cat > "$HOME/.config/attic/config.toml" <<EOF
+          default-server = "pub"
+
+          [servers.pub]
+          endpoint = "https://attic.asepharyana.my.id"
+          token = "$ATTIC_TOKEN"
+          EOF
+          # Retry the direct push — a transient 502 (e.g. atticd restart,
+          # Traefik blip) must not abort the whole closure upload. attic push
+          # is idempotent, so re-running only uploads what's still missing.
+          push_ok=""
+          for attempt in 1 2 3; do
+            if "$ATTIC_BIN" push pub:gmw "$STORE_PATH" --jobs 4 --ignore-upstream-cache-filter; then
+              echo "✅ Pushed $STORE_PATH to attic directly from runner"
+              push_ok=1
+              break
+            fi
+            echo "⚠️ Direct attic push attempt $attempt/3 failed; retrying in 10s..."
+            sleep 10
+          done
+          if [ -z "$push_ok" ]; then
+            echo "Direct attic push failed after 3 attempts; using VPS-hop flow"
+            attic_push_vps_hop
+          fi
+
       # NOTE: env files /etc/gmw/backend.env & /etc/gmw/discord-gateway.env are
       # managed MANUALLY on the VPS (source of truth). CI only builds & deploys.
       - name: Deploy ${{ matrix.service }} to VPS
         run: |
           STORE_PATH="${{ steps.build.outputs.store-path }}"
           echo "=== Copying ${{ matrix.service }}: $STORE_PATH ==="
-          nix copy --to "ssh://$VPS_USER@$VPS_HOST" "$STORE_PATH"
+          if [ -n "${{ secrets.ATTIC_TOKEN }}" ] && ssh "$VPS_USER@$VPS_HOST" "sudo /nix/var/nix/profiles/default/bin/nix-store --realise '$STORE_PATH'" 2>/dev/null; then
+            echo "Substituted ${{ matrix.service }} from Attic cache"
+          else
+            echo "Attic substitute failed; falling back to ssh copy"
+            nix copy --to "ssh://$VPS_USER@$VPS_HOST" "$STORE_PATH"
+          fi
 
           echo "=== Updating profile ==="
           ssh "$VPS_USER@$VPS_HOST" "sudo /nix/var/nix/profiles/default/bin/nix-env --profile /nix/var/nix/profiles/gmw-${{ matrix.service }} --set '$STORE_PATH'"

.gitignore

@@ -12,7 +12,7 @@ worktrees/
 .worktrees/
 services/frontend/frontend/dist/
 target/
-
+nix/
 # Gitea CI runner logs
 .gitea/workflows/*.log
 

.hermes/plans/2026-08-13_gmw-frontend-greenfield.md

@@ -0,0 +1,418 @@
+# GMW Frontend — Greenfield Rebuild (Visual-System Overhaul + Custom UI + Motion/3D)
+
+> **For Hermes:** Execute with `subagent-driven-development` (one fresh subagent per task, two-stage review). Each task is 1–3 min, atomic, independently verifiable, committed after each. Reuse `src/lib/api/*`, `src/lib/ws/*`, `src/lib/types/*`, hooks verbatim. Never invent endpoints.
+
+**Goal:** Rebuild the GMW Discord-automod dashboard frontend from scratch — drop shadcn/ui + glass/teal/purple aesthetic entirely, replace with a custom, distinctive design system where every page has its own visual metaphor (no uniform bordered-card grid), and push the presentation layer with **Framer Motion (`motion`) choreography + signature Three.js scenes**. Re-integrate to the EXISTING backend API + WebSocket contract (do NOT touch the backend).
+
+**Architecture:** Next.js 16 App Router (SSR) + React 19 + TS strict + Tailwind v4. Keep the *plumbing* (data contract), rebuild the *skin + primitives + motion*. Each route = one self-contained `page.tsx` (server fetch + client view in the same file via a `"use client"` sibling export). Custom SVG charts (no recharts). Custom micro-primitives (no shadcn/base-ui). New token system in `globals.css`. **Motion:** `motion/react` app-wide for page transitions, spring micro-interactions, layout animation. **3D:** raw `three` (no react-three-fiber — leaner) in exactly TWO signature scenes, lazy-loaded client-only with graceful fallback. Deployed unchanged via existing flake + `gmw-proxy` nginx (`:4009` → Next `:4017`).
+
+**Tech Stack:** next@16, react@19, tailwindcss@4 (`@import "tailwindcss"`), `next/font/google` (Bricolage Grotesque + Inter + JetBrains Mono), `swr` (data revalidation), `lucide-react` (icons only), `motion` (Framer Motion successor — `motion/react`), `three` + `@types/three` (signature scenes only), `clsx` + `tailwind-merge`. **Removed:** `@shadcn/react`, `@base-ui/react`, `recharts`, `shadcn` CLI, `cmdk`, `sonner`, `react-day-picker`, `embla-carousel-react`, `react-resizable-panels`, `input-otp`, all 50 `components/ui/*`.
+
+---
+
+## 0. Design System (the creative core — read before coding)
+
+**Persona:** Controlled UX Designer + a tactical "ops console" voice. Material honesty: hierarchy via **scale/weight/tonal blocks**, NOT borders/shadows. Per `frontend-design` skill principle — spend the boldness in ONE signature place per page, keep the rest disciplined. Motion is choreography, not confetti: **one orchestrated moment per page**, everything else quiet.
+
+### Palette (warm, signal-driven — NO teal/cyan/purple/blue gradients)
+Light mode (`:root`):
+```
+--canvas:      oklch(0.96 0.012 80)    /* warm off-white, not cream */
+--surface:     oklch(0.92 0.014 80)    /* tonal block, replaces bordered card */
+--surface-2:   oklch(0.88 0.016 80)
+--ink:         oklch(0.22 0.02 70)     /* primary text */
+--ink-soft:    oklch(0.46 0.02 70)     /* secondary text */
+--hairline:    oklch(0.22 0.02 70 / 0.10)  /* structural rules ONLY, sparse */
+--signal:      oklch(0.78 0.17 125)    /* lime — OK / live / primary accent */
+--signal-ink:  oklch(0.20 0.03 70)     /* text ON signal */
+--amber:       oklch(0.80 0.15 70)     /* WARN */
+--vermilion:   oklch(0.62 0.21 25)     /* FLAGGED / destructive */
+--ring:        var(--signal)
+```
+Dark mode (`.dark`, default theme per `next-themes`):
+```
+--canvas:      oklch(0.13 0.015 70)    /* warm charcoal, not blue-black */
+--surface:     oklch(0.18 0.02 70)
+--surface-2:   oklch(0.23 0.022 70)
+--ink:         oklch(0.93 0.01 75)
+--ink-soft:    oklch(0.62 0.02 75)
+--hairline:    oklch(1 0 0 / 0.09)
+--signal:      oklch(0.88 0.18 125)
+--signal-ink:  oklch(0.18 0.03 70)
+--amber:       oklch(0.85 0.15 70)
+--vermilion:   oklch(0.68 0.21 25)
+```
+Three semantic signals reused everywhere: **lime = OK/live, amber = warn, vermilion = flag/danger**. This kills the purple-accent + teal-primary monotony.
+
+### Typography (3 roles, deliberate pairing — not "Inter everywhere")
+- **Display:** `Bricolage Grotesque` (700–800) — characterful grotesque for headers/big numbers.
+- **Body/UI:** `Inter` (400–600).
+- **Data/label:** `JetBrains Mono` (500/700) — all stats, timestamps, channel IDs, metrics.
+Load all three via `next/font/google` with CSS variables (keep current `--font-inter`/`--font-jetbrains-mono` names + add `--font-display`).
+
+### Layout & signature
+- **No `card` with border.** Use tonal `--surface` blocks with generous radius (`--r: 14px`) and internal padding; separate blocks with whitespace + sparse hairlines only where structurally meaningful.
+- **Signature element = "scan-tick":** a 1px animated pulse line (CSS keyframe `scan`) that marks every live/section header — NOT a card outline. Global canvas carries a faint warm dot-grid texture (low opacity) instead of the current bluish dotted radial-gradient.
+- **Nav = left "spine":** vertical rail of icon nodes joined by a hairline; active node gets a `--signal` dot + label reveal. Collapses to a bottom tab-bar < 768px (CSS only, no JS sidebar primitive).
+- **Header = "status bar":** connection state (WS dot), guild selector, live clock — mono font, reads like an instrument readout.
+
+## 0.1 Motion & 3D Layer (the "lebih kreatif" addition)
+
+### Motion rules (from `motion/react`)
+- **Page transitions:** one shared `RouteTransition` in `(dashboard)/layout.tsx` — `AnimatePresence mode="popLayout"` + `motion.div key={pathname}` (fade + 8px rise + slight blur-out, ~220ms, `easeOut`). Consistent everywhere, zero per-page boilerplate.
+- **Enter choreography (per page, ONE signature moment):** staggered rise-in for the hero/ticker group using `staggerChildren` variants; afterwards, quiet springs for hover/tap (`scale: 1.03` on interactive blocks, `whileTap` on buttons).
+- **Layout animation:** `layout` prop on list items (messages rows, recording rows, queue) so add/remove/filter reflows smoothly; `layoutId` for shared-element transitions (ticker → detail modal on dashboard).
+- **Live pulse:** `motion` drives the severity ticks / speaker rings with springs, not CSS `transition` alone.
+- **`useReducedMotion()`** (from `motion/react`) gates ALL heavy motion; CSS `@media (prefers-reduced-motion: reduce)` additionally kills `scan`/`spin-disc` keyframes. Accessibility floor, non-negotiable.
+- **No scroll-jacking, no marquee loops, no per-element confetti.** One moment per page. (`frontend-design` skill: "Satu momen orkestrasi biasanya lebih mengena daripada efek tersebar.")
+
+### 3D rules (raw `three`, no R3F — lean bundle)
+- Exactly **two** scenes, chosen because they carry real data meaning: **Dashboard hero** (`SignalField` — a particle field whose pulse density reflects live activity) and **Voice page** (`OrbField` — speakers as glowing orbs whose height/ring radius reacts to who is speaking). Everything else stays 2D/motion.
+- **Lazy + client-only:** `next/dynamic(() => import("./SignalField"), { ssr: false, loading: () => <StaticFallback/> })`. Three ships in its own chunk, loaded only on those two routes.
+- **WebGL guard:** if `!window.WebGLRenderingContext` or context creation fails → render the static SVG/CSS fallback (a stylized 2D version of the same visual). Never blank.
+- **Perf guardrails:** `dpr: [1, 1.75]`, `powerPreference: "high-performance"`, `antialias: true`; RAF loop paused on `document.hidden`; `dispose()` geometries/materials on unmount; particle count capped by `navigator.hardwareConcurrency` + viewport (`Math.min(900, w*h/2000)`).
+- **Style:** warm palette ONLY — signal-lime particles, amber/vermilion for flag/warn states; fog + soft additive blending for glow (no harsh white lights, no metallic PBR).
+- **Interactivity:** subtle pointer parallax (camera lerp toward cursor) + gentle idle rotation. No drag/drop, no raycasting menus.
+
+### Per-page metaphor (kills monotony — each page feels different)
+| Route | Metaphor | Signature visual | Motion / 3D |
+|---|---|---|---|
+| `/dashboard` | Live ops overview | **3D signal particle field** hero + asymmetric ticker blocks + radial moderation gauge | **3D SignalField** (reacts to activity), staggered ticker rise-in, gauge draws on mount |
+| `/messages` | Transcript | Left channel **timeline spine**; right = flowing message entries with left **severity tick** (no bordered cards); search = command palette | `layout` on message rows, spring severity ticks, palette types in |
+| `/voice` | Stage | **3D orb field** of speakers + equalizer rings; activity = horizontal **session ribbon** | **3D OrbField** (speaking → orb rises + ring pulses), session ribbon draws sequentially |
+| `/media` | Turntable | Rotating **disc** now-playing; queue = borderless list | CSS 3D disc spin (spring on play/pause), queue `layout` reflow, progress bar springs |
+| `/recordings` | Tape library | Rows with **waveform thumbnail** (custom SVG from duration) | Waveform bars spring on hover; new upload animates in (AnimatePresence) |
+| `/moderation` | Security log | Vertical **event flow** with status nodes (dot + line), not a table of cards | Nodes pulse on live action; timeline draws in sequence |
+| `/analysis` | Query console | Terminal-style search panel | Typing cursor + results stagger |
+
+---
+
+## 1. What to KEEP (reuse verbatim — correct + integrates to backend)
+- `src/lib/api/server.ts` — 11 server fetchers (`getDashboardStats`, `getActivity`, `getMediaStatus`, `getConfig`, `getModerationStats/Actions`, `getGuilds`, `getVoiceStatus`, `getRecordings`, `getMessages`). **No change.**
+- `src/lib/api/client.ts` — `apiRequest` + `ApiError`. **No change.**
+- `src/lib/ws/*` — `connection.ts`, `context.tsx`, `types.ts` (17 typed events: `message_created/updated/deleted/analyzed`, `voice_*`, `media_state`, `voice_pcm_data` binary). **No change.**
+- `src/lib/types/*` — all interfaces. **No change.**
+- `src/lib/format.ts`, `src/lib/utils.ts` (`cn`). **No change.**
+- `src/lib/navigation.ts` — `navItems`. Keep but extend icons/labels if needed.
+- Hooks: `src/hooks/*` (use-dashboard, use-media, use-messages, use-voice, use-moderation, use-recordings, use-guilds, use-config, use-chatbot-user, use-action, use-mobile), `src/lib/hooks/use-mounted.ts`. **Reuse** (verify no bad imports into deleted barrels).
+- Feature logic kept but **reskinned**: `src/components/media/music-player.tsx`, `src/components/voice/*`, `src/components/chatbot/*`, `src/components/messages/*`, `src/components/recordings/*`, `src/components/moderation/moderation-section.tsx`, `src/components/analysis/search-panel.tsx`, `src/components/dashboard/*` (charts → rewritten as custom SVG).
+
+## 2. What to DELETE
+- `src/components/ui/*` (all 50 shadcn primitives).
+- `components.json`, `@shadcn/react` + `@base-ui/react` + `shadcn` deps.
+- `recharts` (replace with custom SVG chart helpers in `src/components/charts/`).
+- `src/app/globals.css` → rewrite (no `@import "shadcn/tailwind.css"`, no `--color-primary` teal, no `.glass*`, no `.text-gradient`/`.gradient-border` teal/purple, no bluish body texture).
+- `src/components/layout/app-sidebar.tsx` (shadcn Sidebar) → replace with custom `Spine` nav.
+- All `page.tsx`+`view.tsx` pairs → merge into single `page.tsx` per route.
+
+## 3. What to BUILD (new)
+- New `globals.css` (tokens above + utilities + keyframes `scan`, `eq`, `fade-up`, `spin-disc`).
+- `src/components/primitives/` — minimal custom: `Button`, `Input`, `Select`, `Dialog`, `Tooltip`, `Badge`, `Progress`, `Avatar`, `Skeleton`, `Toast`, `Sheet`.
+- `src/components/motion/` — `RouteTransition.tsx`, `Stagger.tsx`, `variants.ts`.
+- `src/components/three/` — `SignalField.tsx`, `OrbField.tsx`, `WebGLGuard.tsx`, `StaticFallback.tsx`, `useThreeScene.ts`.
+- `src/components/charts/` — `Sparkline`, `AreaActivity`, `RadialGauge`, `SessionRibbon`, `Waveform`.
+- `src/components/layout/` — `Spine.tsx`, `StatusBar.tsx`, `ThemeToggle.tsx` (reskin).
+- 7 merged `page.tsx` files (one per route) implementing the metaphors above.
+- `src/app/layout.tsx` — root (fonts + ThemeProvider + Toaster), `src/app/(dashboard)/layout.tsx` — providers + Spine + StatusBar + RouteTransition + MiniPlayer + Chatbot, `src/app/page.tsx` → redirect `/dashboard`.
+
+---
+
+## 4. Target File & Folder Structure (authoritative)
+
+Everything below `services/frontend/src/` is the new tree. `REWRITE` replaces existing; `NEW` creates; `DELETE` removes. The `app/` route tree collapses `page.tsx`+`view.tsx` into single `page.tsx` files containing BOTH server fetch (default export) and client view (`"use client"` named export in same file).
+
+```
+services/frontend/
+├─ package.json                         REWRITE  (drop shadcn/base-ui/recharts; add motion, three, @types/three)
+├─ pnpm-workspace.yaml                  REWRITE  (onlyBuiltDependencies: keep build list minimal)
+├─ components.json                      DELETE   (shadcn registry config — no longer used)
+├─ next.config.ts                       KEEP     (output: standalone, trailingSlash, images.unoptimized)
+├─ tsconfig.json                        KEEP     (paths "@/*" → src/*, strict)
+├─ postcss.config.mjs                   KEEP     (@tailwindcss/postcss)
+├─ biome.json                           KEEP
+└─ src/
+   ├─ app/
+   │  ├─ layout.tsx                     REWRITE  (3 fonts + ThemeProvider + custom Toaster; rm sonner)
+   │  ├─ globals.css                    REWRITE  (new token system §0; rm glass/teal/purple)
+   │  ├─ page.tsx                       KEEP     (redirect → /dashboard/)
+   │  └─ (dashboard)/
+   │     ├─ layout.tsx                  REWRITE  (providers + Spine + StatusBar + RouteTransition + MiniPlayer + Chatbot; rm shadcn Sidebar)
+   │     ├─ dashboard/   page.tsx       REWRITE  (server fetch + <DashboardView/> client; 3D SignalField hero)
+   │     ├─ messages/    page.tsx       REWRITE  (server seeds + <MessagesView/>; spine + severity ticks)
+   │     ├─ voice/       page.tsx       REWRITE  (server seeds + <VoiceView/>; 3D OrbField hero)
+   │     ├─ media/       page.tsx       REWRITE  (server seeds + <MediaView/>; turntable disc)
+   │     ├─ recordings/  page.tsx       REWRITE  (server seeds + <RecordingsView/>; waveform rows)
+   │     ├─ moderation/  page.tsx       REWRITE  (server seeds + <ModerationView/>; event-flow)
+   │     └─ analysis/    page.tsx       REWRITE  (client <AnalysisView/>; query console)
+   ├─ components/
+   │  ├─ ui/                            DELETE   (all 50 shadcn primitives)
+   │  ├─ primitives/   NEW             (Button, Input, Select, Dialog, Tooltip, Badge, Progress, Avatar, Skeleton, Toast, Sheet, index.ts)
+   │  ├─ motion/       NEW             (variants.ts, Stagger.tsx, RouteTransition.tsx)
+   │  ├─ three/        NEW             (WebGLGuard, SignalField, OrbField, StaticFallback, useThreeScene)
+   │  ├─ charts/       NEW             (Sparkline, AreaActivity, RadialGauge, SessionRibbon, Waveform)
+   │  ├─ layout/       REWRITE         (Spine NEW, StatusBar NEW, ThemeToggle REWRITE, app-sidebar DELETE)
+   │  ├─ dashboard/    REWRITE         (stat-card DELETE; activity-chart/hourly/top-channels/moderation-donut/users/channels/reactions REWRITE)
+   │  ├─ messages/     REWRITE         (message-card DELETE; message-list/detail/detail-view/ai-status-badge/ai-analysis-panel/attachments-grid/lightbox/search-overlay REWRITE)
+   │  ├─ voice/        REWRITE         (voice-connection-card/connection-card/microphone-card DELETE; speaker-waveform/active-speakers-panel/activity-timeline/mic-control/listen-control REWRITE)
+   │  ├─ media/        REWRITE         (music-player, mini-player REWRITE)
+   │  ├─ recordings/   REWRITE         (recording-card DELETE; recording-player REWRITE)
+   │  ├─ moderation/   REWRITE         (moderation-section REWRITE)
+   │  ├─ analysis/     REWRITE         (search-panel REWRITE)
+   │  ├─ chatbot/      REWRITE         (chatbot-container, chat-panel REWRITE; chatbot-context, index KEEP)
+   │  └─ shared/       REWRITE         (empty-state, error-state, loading-skeleton, error-boundary, guild-selector REWRITE; index KEEP)
+   ├─ hooks/                           KEEP     (verify no bad imports)
+   ├─ lib/
+   │  ├─ api/          KEEP     (server.ts, client.ts, index.ts)
+   │  ├─ ws/           KEEP     (connection.ts, context.tsx, types.ts, ws-hook.ts)
+   │  ├─ types/        KEEP     (all interfaces)
+   │  ├─ hooks/        KEEP     (use-media-player.tsx, use-mounted.ts)
+   │  ├─ audio/        KEEP     (voice PCM decode helpers if present)
+   │  ├─ format.ts     KEEP
+   │  ├─ utils.ts      KEEP     (cn)
+   │  └─ navigation.ts KEEP
+   └─ (public assets)  KEEP
+```
+
+### 4.1 Single-file page pattern (mandatory)
+```tsx
+// server component (default export) — runs on the server, fetches initial data
+import { getX, getY } from "@/lib/api/server";
+import { XView } from "./page"; // self-import of the named client export
+
+export default async function Page() {
+  const [a, b] = await Promise.allSettled([getX(), getY()]);
+  return <XView initialA={a.status === "fulfilled" ? a.value : undefined}
+                  initialB={b.status === "fulfilled" ? b.value : undefined} />;
+}
+
+// client component (named export) — hydrated, takes initialData as SWR fallback
+"use client";
+export function XView({ initialA, initialB }: Props) {
+  const { data } = useX(initialA); // SWR fallbackData = initialA
+}
+```
+Self-referencing the named export keeps the file single-artifact while satisfying Next's RSC boundary (default = server, named = client). Tabs live inside `XView`.
+
+### 4.2 Import rules (lint gate)
+- No `@/components/ui/*` (deleted) — all UI via `@/components/primitives`.
+- `three` only imported inside `src/components/three/*`; pages import those via `next/dynamic({ ssr: false })`.
+- `motion` imported from `motion/react` only.
+- All data: `@/lib/api/server` (server) / `@/lib/api/client` (client) — never invented endpoints.
+
+---
+
+## TASKS (granular — every file is its own task)
+
+### PHASE 0 — Dependency surgery
+- **T0.1** Edit `package.json`: remove `dependencies["@base-ui/react"]`.
+- **T0.2** Remove `dependencies["@shadcn/react"]`.
+- **T0.3** Remove `dependencies["shadcn"]`.
+- **T0.4** Remove `dependencies["recharts"]`.
+- **T0.5** Remove `dependencies["cmdk"]`.
+- **T0.6** Remove `dependencies["sonner"]`.
+- **T0.7** Remove `dependencies["react-day-picker"]`.
+- **T0.8** Remove `dependencies["embla-carousel-react"]`.
+- **T0.9** Remove `dependencies["react-resizable-panels"]`.
+- **T0.10** Remove `dependencies["input-otp"]`.
+- **T0.11** Add `dependencies["motion"]: "^12.0.0"`, `dependencies["three"]: "^0.180.0"`, `devDependencies["@types/three"]: "^0.180.0"`.
+- **T0.12** `rm -f pnpm-lock.yaml && pnpm install` (regenerate lockfile).
+- **T0.13** Verify `pnpm ls recharts @shadcn/react @base-ui/react` → empty; `pnpm ls motion three @types/three` → present.
+- **T0.14** `cat pnpm-workspace.yaml`: confirm `onlyBuiltDependencies` keeps needed native builds, no broken shadcn postinstall.
+
+### PHASE 1 — Design tokens (globals.css)
+- **T1.1** Rewrite `@theme { }` head: light `:root` palette from §0 (canvas/surface/ink/ink-soft/hairline/signal/signal-ink/amber/vermilion/ring).
+- **T1.2** Add radius tokens `--r: 14px`, `--r-panel: 12px`, `--r-control: 8px`, `--r-pill: 9999px`.
+- **T1.3** Add `--font-display` token; keep `--font-sans`/`--font-mono`.
+- **T1.4** Add `.dark { }` override block with §0 dark values (warm charcoal).
+- **T1.5** Replace `@layer base body` bg: warm dot-grid `radial-gradient(oklch(0.45 0.03 70 / 0.05) 1px, transparent 1px)` + faint warm glow; remove old bluish radial layers.
+- **T1.6** Retint scrollbar thumb to warm `oklch(0.4 0.02 70 / 0.2)`; keep `::selection` signal-tinted.
+- **T1.7** Delete `.glass`, `.glass-elevated`, `.glass-intense`, `.dark .glass-intense` utilities.
+- **T1.8** Delete `.text-gradient` and `.gradient-border`.
+- **T1.9** Add `.surface` utility (bg var(--surface), radius var(--r), padding).
+- **T1.10** Add `.scan-tick` (1px animated pulse line, keyframe `scan`).
+- **T1.11** Add `.ticker`, `.pill`, `.mono` utilities.
+- **T1.12** Add keyframes `scan`, `eq`, `fade-up`, `spin-disc` (keep used existing ones if still referenced).
+- **T1.13** Add `@media (prefers-reduced-motion: reduce)` kill switch for scan/eq/spin-disc/pulse-ring/shimmer.
+- **T1.14** Remove `@import "shadcn/tailwind.css";` (line 3); verify nothing else depends on shadcn CSS vars.
+- **T1.15** Verify `grep -c "0.52 0.17 215\|0.55 0.2 280" src/app/globals.css` → `0`.
+- **T1.16** `pnpm biome check src/app/globals.css` → no errors.
+
+### PHASE 2 — Root layout + fonts
+- **T2.1** In `layout.tsx` add `Bricolage_Grotesque` (`variable: "--font-display"`, subsets `["latin"]`, `display: "swap"`).
+- **T2.2** Apply `inter.variable`, `jetbrainsMono.variable`, `bricolage.variable` to `<html>`.
+- **T2.3** Remove `import { Toaster } from "@/components/ui/sonner"`.
+- **T2.4** Comment out `<Toaster />` temporarily (re-enabled after T3.10).
+- **T2.5** Keep `suppressHydrationWarning`, `ThemeProvider` (defaultTheme dark, enableSystem false).
+- **T2.6** `npx tsc --noEmit` (fonts only; rest may still error until primitives exist).
+
+### PHASE 3 — Custom primitives (replace 50 shadcn ui)
+- **T3.1** `primitives/Button.tsx`: `motion.button`, variants `primary`/`ghost`/`danger`, `cn()` merge, `cursor-pointer`, `focus-visible:ring-2 ring-signal`, `whileTap` scale 0.97 gated by `useReducedMotion()`.
+- **T3.2** `primitives/Input.tsx`: native `<input>`, `bg-surface`, `rounded-[var(--r-control)]`, `mono` prop.
+- **T3.3** `primitives/Select.tsx`: native `<select>` styled, `bg-surface`.
+- **T3.4** `primitives/Dialog.tsx`: native `<dialog>` + `showModal()`, warm `::backdrop`, `AnimatePresence`, `onClose`.
+- **T3.5** `primitives/Tooltip.tsx`: CSS group-hover popover.
+- **T3.6** `primitives/Badge.tsx`: tonal pill, `variant` → `bg-{tone}/15 text-{tone}` (signal/amber/vermilion/neutral).
+- **T3.7** `primitives/Progress.tsx`: SVG track + `motion` fill, `value`/`max`, signal color.
+- **T3.8** `primitives/Avatar.tsx`: `<img>` + initials fallback, signal bg, size prop.
+- **T3.9** `primitives/Skeleton.tsx`: shimmer block (signal-tinted), `aria-hidden`.
+- **T3.10** `primitives/Toast.tsx`: `ToastProvider` context + portal, `useToast()`, motion slide-in, auto-dismiss.
+- **T3.11** `primitives/Sheet.tsx`: mobile drawer (`translate-x` spring), overlay, `open`/`onClose`.
+- **T3.12** `primitives/index.ts` re-export all 11.
+- **T3.13** Re-enable `<Toaster />` in `layout.tsx` (T2.4).
+- **T3.14** Verify `npx tsc --noEmit` on primitives; `grep -rl "@/components/ui/" src/components/primitives` → empty.
+
+### PHASE 4 — Motion foundation
+- **T4.1** `motion/variants.ts`: export `spring`, `ease`, `fadeUp`, `stagger` (per §0.1).
+- **T4.2** `motion/Stagger.tsx`: `StaggerGroup` + `StaggerItem` (`"use client"`).
+- **T4.3** `motion/RouteTransition.tsx`: `"use client"`, `usePathname`, `AnimatePresence mode="popLayout"`, reduced-motion fallback to plain `<div>`.
+- **T4.4** Verify `npx tsc --noEmit` on motion; `motion/react` import resolves.
+
+### PHASE 5 — Custom SVG charts (replace recharts)
+- **T5.1** `charts/Sparkline.tsx`: `<svg>` polyline from `points:number[]`, signal stroke, no axes.
+- **T5.2** `charts/AreaActivity.tsx`: filled `<path>` area, low-opacity signal gradient, `pathLength` draw gated by reduced-motion.
+- **T5.3** `charts/RadialGauge.tsx`: `<circle>` arc `stroke-dasharray`, center mono label.
+- **T5.4** `charts/SessionRibbon.tsx`: horizontal segments per speaker duration.
+- **T5.5** `charts/Waveform.tsx`: bars from deterministic seed, spring scaleY on hover.
+- **T5.6** Verify `npx tsc --noEmit` on charts; no `recharts` import.
+
+### PHASE 6 — Three.js foundation (lazy, guarded)
+- **T6.1** `three/WebGLGuard.tsx`: `"use client"`, detect webgl2/webgl, render `children` or `fallback`.
+- **T6.2** `three/useThreeScene.ts`: shared hook — renderer init (`dpr:[1,1.75]`, `powerPreference`), RAF with `document.hidden` pause, `dispose()` on unmount, resize observer.
+- **T6.3** `three/SignalField.tsx`: `Points` BufferGeometry (~min(900, w*h/2000)), additive blend, signal-lime, fog, idle rotation + sine drift, `activity` prop, pointer parallax. Uses `useThreeScene`.
+- **T6.4** `three/OrbField.tsx`: per-speaker `Sphere`, y-scale + ring lerp to speaking, tones signal/idle/vermilion.
+- **T6.5** `three/StaticFallback.tsx`: 2D SVG/CSS silhouette for both scenes.
+- **T6.6** Verify `grep -rl "from \"three\"" src | grep -v "components/three"` → empty; `npx tsc --noEmit` on three.
+
+### PHASE 7 — Layout shell
+- **T7.1** `layout/Spine.tsx`: `"use client"`, vertical rail from `navItems`, icon node + hairline, active signal dot + label reveal (motion spring), `max-md:` bottom tab-bar.
+- **T7.2** `layout/StatusBar.tsx`: `"use client"`, page title + WS status dot (motion pulse) + `GuildSelector` + live clock (mono) + `ThemeToggle`.
+- **T7.3** `layout/ThemeToggle.tsx`: restyle, keep `next-themes` logic, motion icon swap.
+- **T7.4** Rewrite `(dashboard)/layout.tsx`: keep SWRConfig/WsProvider/MediaPlayerProvider/ChatbotProvider + sync functions verbatim; swap `AppSidebar`→`Spine`, header→`StatusBar`, wrap children in `RouteTransition`; remove `SidebarInset`/`SidebarTrigger`/`Separator`; keep MiniPlayer+ChatbotContainer.
+- **T7.5** Delete `layout/app-sidebar.tsx`.
+- **T7.6** Verify `grep -rl "components/ui/sidebar\|app-sidebar" src` → empty; `npx tsc --noEmit`.
+
+### PHASE 8 — Dashboard page + components
+- **T8.1** Rewrite `dashboard/page.tsx`: default async `getDashboardStats`+`getActivity` → `<DashboardView>`; named `"use client"` view with useStats/useActivity, 3D hero + tickers + tabs.
+- **T8.2** Add `WebGLGuard`+`SignalField` hero with `activity` ratio; overlay headline (Bricolage) + `<RadialGauge>`.
+- **T8.3** Build asymmetric ticker row with `StaggerGroup` + 4 `.surface` blocks (mono number + label + `<Sparkline>`); inline (replaces stat-card).
+- **T8.4** Delete `dashboard/stat-card.tsx`.
+- **T8.5** Reskin `dashboard/activity-chart.tsx` → `charts/AreaActivity` (daily).
+- **T8.6** Reskin `dashboard/hourly-activity-chart.tsx` → `charts/AreaActivity` (hourly).
+- **T8.7** Reskin `dashboard/top-channels-chart.tsx` → `charts/` + `.surface`.
+- **T8.8** Reskin `dashboard/moderation-donut.tsx` → `charts/RadialGauge`.
+- **T8.9** Reskin `dashboard/users-section.tsx` → `.surface`.
+- **T8.10** Reskin `dashboard/channels-section.tsx` → `.surface`.
+- **T8.11** Reskin `dashboard/reactions-section.tsx` → `.surface`.
+- **T8.12** Verify `grep -rl "components/ui/card" src/app/\(dashboard\)/dashboard src/components/dashboard` → empty; `npx tsc --noEmit`.
+
+### PHASE 9 — Messages page + components
+- **T9.1** Rewrite `messages/page.tsx`: default `getMessages(guildId)`(+channels) → `<MessagesView>`; client spine + entries.
+- **T9.2** Delete `messages/message-card.tsx`.
+- **T9.3** Rewrite `messages/message-list.tsx`: left timeline spine + right severity-tick entries (`surface` + `border-l-2` lime/amber/vermilion, motion spring tick), `layout` reflow.
+- **T9.4** Rewrite `messages/message-detail.tsx` → `.surface`.
+- **T9.5** Rewrite `messages/message-detail-view.tsx` → `.surface` pane.
+- **T9.6** Rewrite `messages/ai-status-badge.tsx` → `primitives/Badge`.
+- **T9.7** Rewrite `messages/ai-analysis-panel.tsx` → `.surface`.
+- **T9.8** Rewrite `messages/attachments-grid.tsx` → `.surface` grid.
+- **T9.9** Rewrite `messages/lightbox.tsx` → `primitives/Dialog`.
+- **T9.10** Rewrite `messages/search-overlay.tsx` → console palette, type-in animation, `primitives/Dialog`.
+- **T9.11** Verify no `components/ui/card` in messages tree; `npx tsc --noEmit`.
+
+### PHASE 10 — Voice page + components
+- **T10.1** Rewrite `voice/page.tsx`: default `getVoiceStatus()` → `<VoiceView>`; client `WebGLGuard`+`OrbField` hero + ribbon + tabs.
+- **T10.2** Delete `voice/voice-connection-card.tsx`, `connection-card.tsx`, `microphone-card.tsx`.
+- **T10.3** Rewrite `voice/speaker-waveform.tsx` → SVG ring / eq bars.
+- **T10.4** Rewrite `voice/active-speakers-panel.tsx` → `.surface`.
+- **T10.5** Rewrite `voice/activity-timeline.tsx` → `charts/SessionRibbon`.
+- **T10.6** Rewrite `voice/mic-control.tsx` → `primitives/Button`.
+- **T10.7** Rewrite `voice/listen-control.tsx` → `primitives/Button`.
+- **T10.8** Verify `npx tsc --noEmit`; no `components/ui/card` in voice tree.
+
+### PHASE 11 — Media page + components
+- **T11.1** Rewrite `media/page.tsx`: default `getMediaStatus()` → `<MediaView>`; client turntable disc + transport + queue.
+- **T11.2** Rewrite `media/music-player.tsx`: CSS-3D disc (spin-disc, pause when not playing, spring on play/pause), mono meta, `primitives/Button` transport, `.surface` queue rows with `layout`.
+- **T11.3** Rewrite `media/mini-player.tsx` → compact `.surface`.
+- **T11.4** Verify `npx tsc --noEmit`; no `components/ui/card` in media tree.
+
+### PHASE 12 — Recordings page + components
+- **T12.1** Rewrite `recordings/page.tsx`: default `getRecordings(50)` → `<RecordingsView>`; client rows `AnimatePresence`+`layout`, live `voice_recording_uploaded` prepend.
+- **T12.2** Delete `recordings/recording-card.tsx`.
+- **T12.3** Rewrite `recordings/recording-player.tsx` → `.surface` row + `charts/Waveform` + `primitives/Button`/`Dialog` play/delete.
+- **T12.4** Verify `npx tsc --noEmit`.
+
+### PHASE 13 — Moderation + Analysis pages
+- **T13.1** Rewrite `moderation/page.tsx`: default `getModerationStats/Actions` → `<ModerationView>`; client vertical event-flow, live actions pulse-in.
+- **T13.2** Rewrite `moderation/moderation-section.tsx` → event-flow, no Card/table.
+- **T13.3** Rewrite `analysis/page.tsx`: client `<AnalysisView/>` terminal console (`primitives/Input` mono + blinking caret, `.surface` results staggered).
+- **T13.4** Rewrite `analysis/search-panel.tsx` → terminal style.
+- **T13.5** Verify `npx tsc --noEmit`.
+
+### PHASE 14 — Chatbot + shared + final cleanup
+- **T14.1** Rewrite `chatbot/chatbot-container.tsx` → `.surface`, keep drag/minimize.
+- **T14.2** Rewrite `chatbot/chat-panel.tsx` → bubbles via `AnimatePresence`, `primitives/*`.
+- **T14.3** Keep `chatbot/chatbot-context.tsx` + `index.ts`.
+- **T14.4** Rewrite `shared/empty-state.tsx` → tonal.
+- **T14.5** Rewrite `shared/error-state.tsx`.
+- **T14.6** Rewrite `shared/loading-skeleton.tsx` → `primitives/Skeleton`.
+- **T14.7** Rewrite `shared/error-boundary.tsx`.
+- **T14.8** Rewrite `shared/guild-selector.tsx` → `primitives/Select`.
+- **T14.9** `rm -rf src/components/ui && rm -f components.json`.
+- **T14.10** `grep -rn "components/ui/\|@shadcn\|@base-ui\|recharts" src` → MUST be empty.
+- **T14.11** `grep -rl "from \"recharts\"\|@base-ui\|@shadcn" src` → empty (double-check).
+- **T14.12** Verify `npx tsc --noEmit` across whole `src`.
+
+### PHASE 15 — Build + lint gate
+- **T15.1** `cd services/frontend && npx tsc --noEmit` → 0 errors.
+- **T15.2** `pnpm biome check` → fix all issues (no `any` in new files).
+- **T15.3** `pnpm build` (standalone) → success, emits `.next/standalone/server.js`.
+- **T15.4** Inspect `.next/static/chunks/` for three-heavy chunk loaded only on dashboard/voice; confirm NOT in `/dashboard/` initial SSR HTML.
+- **T15.5** Confirm `pnpm-lock.yaml` present (reproducible flake install).
+- **T15.6** `grep -c "0.52 0.17 215\|0.55 0.2 280" .next/static/css/*.css` → 0.
+
+### PHASE 16 — Local runtime smoke test (no prod)
+- **T16.1** Start local standalone: `GMW_BACKEND_URL=http://127.0.0.1:4001 PORT=4017 node .next/standalone/server.js &`.
+- **T16.2** `curl -s -o /dev/null -w "%{http_code}"` for all 7 routes → 200.
+- **T16.3** `curl /dashboard/ | grep -o "Bricolage\|signal\|surface"` → present.
+- **T16.4** `curl /_next/static/css/*.css | grep "0.52 0.17 215\|0.55 0.2 280"` → empty.
+- **T16.5** Headless browser `/dashboard/`+`/voice/` WebGL on: no console errors, `<canvas>` present, `<StaticFallback/>` NOT rendered.
+- **T16.6** Same pages WebGL off: `<StaticFallback/>` renders, no crash.
+- **T16.7** Kill local server. Do NOT touch prod unit.
+- **T16.8** Confirm 7 routes 200 + no console errors in T16.5/16.6.
+
+### PHASE 17 — Flake + staging deploy
+- **T17.1** Inspect `flake.nix` frontend drv: `filterSource` ignores `out/.next/node_modules`; `pnpm-lock.yaml` included.
+- **T17.2** `nix build .#gmw-frontend --impure --sandbox-off` → succeeds.
+- **T17.3** `nix copy` frontend drv to VPS into staging profile (test port e.g. 4217).
+- **T17.4** Create/adjust staging systemd unit with `PORT=4217` exported BEFORE `node server.js` (LIDM PORT bug).
+- **T17.5** `sudo systemctl restart gmw-frontend-staging`; `curl` staging → 200.
+- **T17.6** Browser-check staging `/dashboard/`+`/voice/` (3D visible, fallback test).
+- **T17.7** Verify staging CSS has no old teal/purple; new design renders.
+
+### PHASE 18 — Production swap (CONFIRM WITH USER FIRST)
+- **T18.1** STOP — send staging screenshots/URL; await explicit approval before touching prod.
+- **T18.2** On approval: `nix-env --profile /nix/var/nix/profiles/gmw-frontend --set <new-drv>`.
+- **T18.3** Confirm `gmw-frontend.service` exports `PORT=4017` before exec.
+- **T18.4** `sudo systemctl restart gmw-frontend`.
+- **T18.5** `curl` all 7 routes on `https://imphnen.asepharyana.my.id` → 200.
+- **T18.6** Browser verify prod: new design, old teal gone, 3D scenes render.
+- **T18.7** `journalctl -u gmw-frontend -f` 5 min; confirm WS reconnect + live features.
+- **T18.8** Notify user with before/after notes; keep rollback plan (`nix-env --set <previous>; systemctl restart`).
+
+---
+
+## Risks / Trade-offs
+- **Scope:** 7 pages + charts + primitives + motion + 2 three scenes + layout. Big but mechanical; each task is isolated (~90 atomic tasks).
+- **Bundle weight:** `three` adds ~150KB gz but ONLY on dashboard/voice routes (lazy chunk, `ssr:false`). `motion` ~35KB gz app-wide — acceptable.
+- **WebGL compatibility:** covered by `WebGLGuard` + static fallback. Old devices / strict privacy browsers never blank.
+- **Motion excess:** risk of "AI-generated" scattered animation. Guard: one signature moment per page, shared variants, reduced-motion gates.
+- **Feature regressions:** Voice PCM playback, media transport, chatbot drag — logic preserved, only skin changes. Smoke test (T16) catches SSR breaks; live WS/3D needs real backend (staging T17).
+- **Removed deps:** dropping `recharts`/`sonner`/`cmdk` means rewriting charts + toasts + search palette — accounted for in Phases 3/5/9.
+- **Next standalone PORT bug:** `server.js` may not read `PORT` — ensure unit exports `PORT=4017` before exec (T17.4/T18.3).
+- **three + React 19:** raw three avoids R3F compat surface; lifecycle (dispose + RAF) handled in T6.2.
+- **next-themes:** keep (light/dark toggle); default dark.
+
+## Open questions (answer before T18)
+- Q1: Deploy to prod now or staging-only first? (Recommend staging + screenshot review.)
+- Q2: Keep `react-day-picker`/`embla` if any page still needs them? (Plan assumes no — verify in T14.10 grep.)
+- Q3: Any brand name/wordmark change from "Discord Automod"? (Keep "Bete" identity unless told.)
+- Q4: 3D depth — full 3D scenes on dashboard+voice as specced, or also a 3D accent on media (disc)? (Default: dashboard+voice only; media disc stays CSS 3D.)

.hermes/plans/2026-08-18_gmw-explainability-semantic-search.md

@@ -0,0 +1,500 @@
+# GMW — Moderation Explainability (#1) + Semantic Search (#3) Implementation Plan
+
+> **For Hermes:** Use subagent-driven-development to implement task-by-task.
+> Hard constraint from user (2026-08-18): web is PUBLIC, read-only, for USERS not admins. Moderation MUST stay FULLY AUTOMATIC. Rules stay in CODE (no per-channel config UI).
+
+**Goal:** Make GMW transparent (users see why a message was moderated) and searchable (users can semantic-search the message corpus), via two fully-automatic, code-driven, read-only-public features.
+
+**Architecture:**
+- **#1 Explainability:** Persist the structured moderation verdict that already exists in `AnalysisResult` (`flags[]`, `categories[]`, `severity`, `confidence`, `evidence[]`) into new columns on `moderation_actions`, surface them through the existing public moderation oRPC + the existing public `moderation` dashboard view. No new behavior — only new *data* + new *read* paths.
+- **#3 Semantic Search:** Add a SECOND persistent Qdrant collection (`gmw_message_archive`) keyed by message id (NOT the TTL cache). Embed each captured text message at capture time (reuse `embedText`) and upsert. Add a public `messages.semanticSearch` oRPC + a read-only search UI on the public `messages` view. Best-effort / non-blocking — embed failures never affect moderation or capture.
+
+**Tech Stack:** TypeScript (discord-gateway + backend + frontend monorepo), Drizzle ORM + Postgres (PgBouncer on imrnes), Qdrant (100.121.180.82:6333), Next.js 16 App Router + shadcn/ui, oRPC over `/trpc`. pnpm. Deploy via GitHub Actions Nix build + `systemctl restart`.
+
+**Critical existing facts (verified in repo):**
+- `AnalysisResult` shape (`src/modules/ai-moderation/ai-analysis-worker.ts:55`): `messageId, status, flags[], categories[], severity, confidence, recommendedAction, score, analysis, correctedFlags?`. The shared `AnalysisResult` (`src/shared/moderation-types.ts:142`) ALSO has `evidence?: string[]` and `policyVersion?: string`. **THESE ARE ALREADY COMPUTED but only logged, never persisted to `moderation_actions`.**
+- `moderation_actions` schema is DEFINED TWICE with a divergence:
+  - `src/shared/database/schema.ts:638` → `pgModerationActionsTable` (authoritative, has `reset_nickname` in `action_type` enum).
+  - `src/shared/database/schema/messages.ts:25` → another `pgModerationActionsTable` (NO `reset_nickname`; gateway-local copy).
+  - The gateway's `ModerationActionsDb` (`src/modules/message-capture/moderationActionsDb.ts`) imports from `schema.ts` (the authoritative one). The `messages.ts` copy appears UNUSED for DB ops — but WE MUST ADD NEW COLUMNS TO BOTH to avoid type drift, OR confirm the `messages.ts` copy is dead and delete it. **Decision: add columns to `schema.ts` (authoritative) AND the `messages.ts` copy to keep `$inferInsert`/`$inferSelect` in sync (the gateway `ModerationAction` type flows from shared).** Verify with grep that `messages.ts` `pgModerationActionsTable` is not used by any `.insert()`/`.select()` at runtime before relying on it; if only re-exported, we still patch it for type-safety.
+- Migration mechanism: Drizzle-managed via `drizzle/migrations/*.sql` (journal `_journal.json`) applied by `runMigrations()` → `migratePostgres`. **New tables/columns must be added with `drizzle-kit generate` to produce a numbered `.sql` + journal entry**, OR (simpler, matches `0013_rename_*.sql` manual style) write a raw idempotent `.sql` under `drizzle/migrations/` AND register it in `_journal.json`. **Preferred here: use `pnpm drizzle-kit generate` so the journal stays consistent.** The legacy `src/shared/database/migrations/001_drop_unused_ai_columns.sql` is a PRE-drizzle manual script — do NOT follow that pattern.
+- **Historical lesson (MUST respect):** a prior migration (`0004_drop_unused_ai_columns.sql` = old `001_drop`) DELETED `ai_evidence`, `ai_policy_version`, `ai_moderation_raw` from `messages` with the note "written but never read". → Our new `moderation_actions` columns MUST be read (serializer + FE render). No write-only columns.
+- Embedding client: `embedText(text)` / `embedTexts(texts[])` in `src/modules/ai-moderation/embeddingClient.ts`. Returns `null` if `AI_LLM_EMBEDDING_MODEL` not configured. Reuses `config.AI_LLM_BASE_URL` + `config.AI_LLM_API_KEY`. OpenAI SDK v6 → `encoding_format: "float"` REQUIRED (Nvidia rejects base64).
+- Qdrant client: `src/modules/ai-moderation/qdrantClient.ts`. Has `ensureQdrantCollection(vectorSize)`, `upsertQdrantPoint(cacheKey, vector, payload)`, `searchQdrant(vector, limit, scoreThreshold)`. These are hardcoded to the cache collection name `config.QDRANT_COLLECTION ?? "gmw_text_moderation"`. **#3 needs a second collection** → generalize the client to accept a collection name param (add `ensureQdrantCollectionV2(name, size)` / `upsertQdrantPointV2(name, id, vector, payload)` / `searchQdrantV2(name, vector, limit, scoreThreshold)` OR refactor `collectionName()` to take an arg). Keep the cache path unchanged.
+- Capture hook: `captureMessage()` (`src/modules/message-capture/messageCapture.ts:201`) calls `messageStore.upsertMessageForCapture(messageRecord)` then (if not backlog) `queueMessageAnalysis`. **#3 embed must happen here**, async + fire-and-forget, after successful insert.
+- Public moderation view: `services/frontend/src/app/(dashboard)/moderation/view.tsx` renders `ActionRow` per action. The `ModerationAction` FE type is in `services/frontend/src/lib/types/moderation.ts` (NO new fields yet). The backend `moderationService.listActions` SQL is in `services/backend/src/modules/moderation/moderation.repository.ts:68` (raw SQL, selects fixed columns, joins `messages`).
+- oRPC wiring: `services/backend/src/orpc/router.ts` → `moderationRouter` (stats, actions) and `messagesRouter` (list, byChannel, getById, review, attachments). New procedures added here.
+
+---
+
+## TASK 1 — Schema: add explainability columns to `moderation_actions`
+
+**Objective:** Persist structured verdict on moderation actions so it can be surfaced (read) later.
+
+**Files:**
+- Modify: `services/discord-gateway/src/shared/database/schema.ts` (authoritative `pgModerationActionsTable`, ~line 638)
+- Modify: `services/discord-gateway/src/shared/database/schema/messages.ts` (`pgModerationActionsTable` copy, ~line 25) to keep type in sync
+- Create: `services/discord-gateway/drizzle/migrations/0015_add_moderation_explainability.sql`
+- Update: `services/discord-gateway/drizzle/migrations/meta/_journal.json` (add new entry)
+
+**Step 1: Add columns to both schema definitions**
+Add after `executed_at` in BOTH `pgModerationActionsTable` definitions:
+```ts
+    // ── Explainability (structured verdict, surfaced read-only to public web) ──
+    flags: pgText("flags"),            // JSON array of string flags, e.g. ["sara_agama","vulgar"]
+    categories: pgText("categories"), // JSON array of category strings
+    severity: pgText("severity", {
+      enum: ["none", "low", "medium", "high", "critical"],
+    }),
+    confidence: pgReal("confidence"),  // 0..1
+    score: pgReal("score"),            // 0..1 raw model score
+    evidence: pgText("evidence"),      // JSON array of short quoted snippets
+    policy_version: pgText("policy_version"), // rules.ts policy version string
+```
+Note: `flags`/`categories`/`evidence` stored as JSON-stringified TEXT (consistent with how `messages.ai_moderation_flags`/`ai_categories` are stored as TEXT elsewhere — confirm storage format in `updateMessageAIAnalysis`). Keep nullable.
+
+**Step 2: Generate/author the migration SQL**
+`0015_add_moderation_explainability.sql` (idempotent):
+```sql
+-- Add structured explainability columns to moderation_actions (read-only surfaced to public web).
+ALTER TABLE IF EXISTS "moderation_actions"
+  ADD COLUMN IF NOT EXISTS "flags" text,
+  ADD COLUMN IF NOT EXISTS "categories" text,
+  ADD COLUMN IF NOT EXISTS "severity" text
+    CHECK ("severity" IS NULL OR "severity" IN ('none','low','medium','high','critical')),
+  ADD COLUMN IF NOT EXISTS "confidence" real,
+  ADD COLUMN IF NOT EXISTS "score" real,
+  ADD COLUMN IF NOT EXISTS "evidence" text,
+  ADD COLUMN IF NOT EXISTS "policy_version" text;
+```
+Register in `_journal.json`: append an entry with `idx: 15`, a new unique `tag` (hash), `version`, `when` = Date.now(), `tag` short, `breakpoints: false`. Use `pnpm drizzle-kit generate` if possible to get a correct tag; otherwise hand-edit the journal carefully (copy an existing entry's shape).
+
+**Step 3: Type-check gateway**
+Run: `cd services/discord-gateway && pnpm typecheck`
+Expected: PASS (no new compile errors).
+
+**Step 4: Commit**
+```bash
+git add services/discord-gateway/src/shared/database/schema.ts \
+        services/discord-gateway/src/shared/database/schema/messages.ts \
+        services/discord-gateway/drizzle/migrations/0015_add_moderation_explainability.sql \
+        services/discord-gateway/drizzle/migrations/meta/_journal.json
+git commit -m "feat(db): add explainability columns to moderation_actions"
+```
+
+---
+
+## TASK 2 — Persist verdict at the auto-delete + command-handler call sites
+
+**Objective:** Populate the new columns from the already-computed `AnalysisResult` when a moderation action is logged. Fully automatic, no new behavior.
+
+**Files:**
+- Modify: `services/discord-gateway/src/modules/ai-moderation/autoDeleteManager.ts` (`logAutoDeleteAttempt` ~line 166, and the second `createModerationAction` call ~line 234 for nickname/mute paths)
+- Modify: `services/discord-gateway/src/modules/command-handler/moderation.handler.ts` (`createModerationAction` ~line 95)
+- Helper (create): `services/discord-gateway/src/modules/ai-moderation/verdictToActionFields.ts` — shared mapper so all 3 call sites stay DRY.
+
+**Step 1: Create the mapper helper**
+`verdictToActionFields.ts`:
+```ts
+import type { AnalysisResult } from "@/modules/ai-moderation/ai-analysis-worker";
+import type { ModerationActionInsert } from "@/shared/index"; // or inline shape
+
+/**
+ * Map a computed AI verdict into the explainability columns of a moderation
+ * action. Null-safe: missing fields stay null (e.g. manual admin actions have
+ * no AnalysisResult). This is read-only structured data — it does NOT change
+ * any enforcement decision.
+ */
+export function verdictToActionFields(result?: {
+  flags?: string[];
+  categories?: string[];
+  severity?: string;
+  confidence?: number;
+  score?: number;
+  evidence?: string[];
+  policyVersion?: string;
+}): {
+  flags: string | null;
+  categories: string | null;
+  severity: string | null;
+  confidence: number | null;
+  score: number | null;
+  evidence: string | null;
+  policy_version: string | null;
+} {
+  if (!result) {
+    return { flags: null, categories: null, severity: null, confidence: null,
+             score: null, evidence: null, policy_version: null };
+  }
+  const j = (v: unknown) => (v == null ? null : JSON.stringify(v));
+  return {
+    flags: j(result.flags),
+    categories: j(result.categories),
+    severity: result.severity ?? null,
+    confidence: result.confidence ?? null,
+    score: result.score ?? null,
+    evidence: j(result.evidence),
+    policy_version: result.policyVersion ?? null,
+  };
+}
+```
+
+**Step 2: Wire `logAutoDeleteAttempt`**
+Find the `createModerationAction({...})` in `logAutoDeleteAttempt` and spread the verdict fields:
+```ts
+await messageStore.createModerationAction({
+  message_id: message.id,
+  user_id: message.user_id,
+  guild_id: message.guild_id,
+  action_type: "delete_message",
+  reason: result.reason,
+  ...verdictToActionFields(result.analysisResult), // <-- pass the AnalysisResult through
+  executed_by: "auto-delete-manager",
+  status: ...,
+});
+```
+**IMPORTANT:** `result` here is `AutoDeleteResult` — verify it carries the `AnalysisResult` (or the verdict). If `AutoDeleteResult` does NOT carry the full `AnalysisResult`, trace where `attemptAutoDeleteFlaggedMessage` is called from and pass the `AnalysisResult` down (it is available in the analysis worker that triggered the delete). Confirm by reading `AutoDeleteResult` type + its producer. If the verdict is only available at the orchestrator level, add an optional `verdict?: AnalysisResult` field to `AutoDeleteResult` and populate it at the call site.
+
+**Step 3: Wire the second call site in `autoDeleteManager.ts`** (the mute/nickname path ~line 234) similarly, if it has an `AnalysisResult` available; otherwise leave fields null (manual-style action).
+
+**Step 4: Wire `moderation.handler.ts`** command path (~line 95) — pass `verdictToActionFields(verdict)` if the command handler has the `AnalysisResult` for the target message; otherwise nulls. Confirm what the handler receives.
+
+**Step 5: Type-check + lint**
+Run: `cd services/discord-gateway && pnpm typecheck && pnpm lint`
+Expected: PASS.
+
+**Step 6: Commit**
+```bash
+git add services/discord-gateway/src/modules/ai-moderation/verdictToActionFields.ts \
+        services/discord-gateway/src/modules/ai-moderation/autoDeleteManager.ts \
+        services/discord-gateway/src/modules/command-handler/moderation.handler.ts
+git commit -m "feat(mods): persist structured verdict into moderation_actions"
+```
+
+---
+
+## TASK 3 — Backend: surface explainability in `moderation.actions`
+
+**Objective:** Read the new columns in the public oRPC so the frontend can render them. (Read path — satisfies the "never write-only" rule.)
+
+**Files:**
+- Modify: `services/backend/src/modules/moderation/moderation.repository.ts` (`listActions` raw SQL ~line 68) — add new columns to SELECT + map.
+- Modify: `services/frontend/src/lib/types/moderation.ts` (`ModerationAction` interface) — add new fields.
+- Modify: `services/frontend/src/app/(dashboard)/moderation/view.tsx` (`ActionRow`) — render flags/categories badges + severity + confidence + evidence snippet.
+
+**Step 1: Extend backend SELECT**
+In `listActions`, add to the SELECT list: `a.flags, a.categories, a.severity, a.confidence, a.score, a.evidence, a.policy_version`. In the `.map(...)` add:
+```ts
+flags: r.flags ? safeJsonArray(String(r.flags)) : null,
+categories: r.categories ? safeJsonArray(String(r.categories)) : null,
+severity: r.severity ? String(r.severity) : null,
+confidence: r.confidence != null ? Number(r.confidence) : null,
+score: r.score != null ? Number(r.score) : null,
+evidence: r.evidence ? safeJsonArray(String(r.evidence)) : null,
+policy_version: r.policy_version ? String(r.policy_version) : null,
+```
+where `safeJsonArray(s)` = `JSON.parse(s)` wrapped in try/catch returning `[]` on failure (define a tiny local helper in the repository file).
+
+**Step 2: Extend FE type**
+In `services/frontend/src/lib/types/moderation.ts` `ModerationAction`:
+```ts
+  flags: string[] | null;
+  categories: string[] | null;
+  severity: "none" | "low" | "medium" | "high" | "critical" | null;
+  confidence: number | null;
+  score: number | null;
+  evidence: string[] | null;
+  policy_version: string | null;
+```
+
+**Step 3: Render in `ActionRow`**
+After the existing reason block, add (using existing `Badge` + `aiTone` from `@/lib/ai-status`):
+```tsx
+{a.severity && (
+  <Badge tone={aiTone(a.severity === "none" ? "clean" : a.severity)}>
+    {a.severity}
+  </Badge>
+)}
+{a.flags?.length ? (
+  <div className="mt-1 flex flex-wrap gap-1">
+    {a.flags.map((f) => <Badge key={f} tone="amber">{f}</Badge>)}
+  </div>
+) : null}
+{a.evidence?.length ? (
+  <div className="mt-1 text-xs text-ink-faint border-l-2 border-hairline pl-2">
+    “{a.evidence[0]}”
+  </div>
+) : null}
+{a.confidence != null && (
+  <div className="mono mt-0.5 text-[0.6rem] text-ink-faint">
+    conf {(a.confidence * 100).toFixed(0)}%
+  </div>
+)}
+```
+Keep `ActionRow` read-only. No admin controls.
+
+**Step 4: Type-check both services**
+Run: `cd services/backend && pnpm typecheck && pnpm lint` and `cd services/frontend && pnpm typecheck && pnpm lint`
+Expected: PASS.
+
+**Step 5: Commit**
+```bash
+git add services/backend/src/modules/moderation/moderation.repository.ts \
+        services/frontend/src/lib/types/moderation.ts \
+        services/frontend/src/app/\(dashboard\)/moderation/view.tsx
+git commit -m "feat(web): surface moderation explainability (flags/severity/evidence)"
+```
+
+---
+
+## TASK 4 — Qdrant client: support a second persistent collection
+
+**Objective:** Generalize the Qdrant client so #3 can use a dedicated archive collection without disturbing the automod cache.
+
+**Files:**
+- Modify: `services/discord-gateway/src/modules/ai-moderation/qdrantClient.ts`
+
+**Step 1: Add collection-aware variants**
+Refactor `collectionName()` to accept an optional name, and add V2 functions that take an explicit collection:
+```ts
+function collectionName(fallback = config.QDRANT_COLLECTION ?? "gmw_text_moderation"): string {
+  return fallback;
+}
+export const ARCHIVE_COLLECTION = config.QDRANT_ARCHIVE_COLLECTION ?? "gmw_message_archive";
+
+export async function ensureQdrantCollectionV2(name: string, vectorSize: number): Promise<boolean> {
+  // same body as ensureQdrantCollection but uses `name` instead of collectionName()
+}
+export async function upsertQdrantPointV2(
+  name: string, pointId: number, vector: number[], payload: QdrantVerdictPayload,
+): Promise<boolean> { /* PUT /collections/{name}/points with wait:true */ }
+export async function searchQdrantV2(
+  name: string, vector: number[], limit: number, scoreThreshold: number,
+): Promise<QdrantSearchHit[]> { /* POST /collections/{name}/points/search */ }
+```
+Keep all existing `ensureQdrantCollection` / `upsertQdrantPoint` / `searchQdrant` UNCHANGED (cache path). V2 functions mirror them with the `name` param. Reuse `request()` and the existing payload/score types.
+
+**Step 2: Type-check**
+Run: `cd services/discord-gateway && pnpm typecheck`
+Expected: PASS.
+
+**Step 3: Commit**
+```bash
+git add services/discord-gateway/src/modules/ai-moderation/qdrantClient.ts
+git commit -m "feat(qdrant): add collection-aware V2 upsert/search for archive"
+```
+
+---
+
+## TASK 5 — Capture-time embed + archive upsert
+
+**Objective:** Make every (non-backlog, text) captured message searchable in the persistent archive. Non-blocking / best-effort.
+
+**Files:**
+- Modify: `services/discord-gateway/src/modules/message-capture/messageCapture.ts` (`captureMessage` ~line 201)
+- Create: `services/discord-gateway/src/modules/message-capture/archiveEmbedder.ts` — wraps embed + upsert with fire-and-forget + rate-limit guard.
+
+**Step 1: Create `archiveEmbedder.ts`**
+```ts
+import { createChildLogger } from "@/shared/logger/index";
+import { embedText } from "@/modules/ai-moderation/embeddingClient";
+import { ARCHIVE_COLLECTION, ensureQdrantCollectionV2, upsertQdrantPointV2, qdrantPointId } from "@/modules/ai-moderation/qdrantClient";
+import { config } from "@/shared/config/config";
+
+const log = createChildLogger("archive-embedder");
+
+/**
+ * Fire-and-forget: embed a captured message and upsert into the persistent
+ * archive collection. Failures are swallowed — searching is a nice-to-have,
+ * never a precondition for capture or moderation.
+ */
+export function archiveMessageEmbedded(message: {
+  id: string; content: string; username: string; channel_id: string; guild_id: string; created_at: number;
+}): void {
+  if (!config.AI_LLM_EMBEDDING_MODEL) return; // embeddings disabled → skip
+  if (!message.content || message.content.trim().length < 3) return;
+  void (async () => {
+    try {
+      const vector = await embedText(message.content);
+      if (!vector) return;
+      const ok = await ensureQdrantCollectionV2(ARCHIVE_COLLECTION, vector.length);
+      if (!ok) return;
+      await upsertQdrantPointV2(ARCHIVE_COLLECTION, qdrantPointId(`archive:${message.id}`), vector, {
+        text: message.content.slice(0, 4000),
+        flags: "", // not a verdict payload; keep shape compatible
+        analyzed_at: Date.now(),
+        expires_at: Date.now() + 1000 * 60 * 60 * 24 * 365 * 5, // 5y persistent
+        content_hash: undefined,
+      });
+    } catch (err) {
+      log.debug({ messageId: message.id, error: err instanceof Error ? err.message : String(err) }, "archive embed skipped");
+    }
+  })();
+}
+```
+Payload type reuse: `QdrantVerdictPayload` has `text`, `flags`, `analyzed_at`, `expires_at`, `content_hash?`. For the archive we only need `text` + timestamps; set `flags: ""` (empty, ignored by search filter which keys on `expires_at`). **Acceptable:** the search path filters `expires_at >= now` — 5y window satisfies that.
+
+**Step 2: Call from `captureMessage`**
+In `captureMessage`, after `const inserted = await messageStore.upsertMessageForCapture(messageRecord); if (!inserted) return;` and BEFORE the backlog branch, add:
+```ts
+if (!isBacklog && messageRecord.content) {
+  archiveMessageEmbedded(messageRecord);
+}
+```
+(`messageRecord` is the `MessageRecord` from `buildMessageRecord`; confirm it carries `content`, `channel_id`, `guild_id`, `created_at`. It does — see `messagesCrud`/`types`.)
+
+**Step 3: Type-check + lint**
+Run: `cd services/discord-gateway && pnpm typecheck && pnpm lint`
+Expected: PASS.
+
+**Step 4: Commit**
+```bash
+git add services/discord-gateway/src/modules/message-capture/archiveEmbedder.ts \
+        services/discord-gateway/src/modules/message-capture/messageCapture.ts
+git commit -m "feat(archive): embed captured messages into persistent Qdrant archive"
+```
+
+---
+
+## TASK 6 — Backend: `messages.semanticSearch` oRPC
+
+**Objective:** Public, read-only semantic search over the message archive.
+
+**Files:**
+- Modify: `services/backend/src/modules/messages/messages.repository.ts` — add `semanticSearch(query, limit, guildId?)`.
+- Modify: `services/backend/src/modules/messages/messages.service.ts` — expose `semanticSearch`.
+- Modify: `services/backend/src/orpc/router.ts` — add `messages.semanticSearch` procedure.
+- Create (or reuse): an embedding call from the backend. The backend does NOT import the gateway's `embeddingClient`. **Decision:** add a minimal backend embed helper `services/backend/src/modules/messages/embed.ts` that calls the same OpenAI-compatible endpoint via `config` (reuse `config.AI_LLM_BASE_URL`/`AI_LLM_API_KEY`/`AI_LLM_EMBEDDING_MODEL` if present on the backend; if not configured, return a clear "search unavailable" error). Mirror `encoding_format: "float"`.
+- Modify: `services/backend/src/modules/messages/messages.schema.ts` — add `semanticSearchQuery` zod schema (limit, guildId?, query).
+
+**Step 1: Backend embed helper** (`embed.ts`)
+```ts
+import OpenAI from "openai";
+import { config } from "@/shared/config/index";
+import { createChildLogger } from "@/shared/logger/index";
+const log = createChildLogger("messages-embed");
+let client: OpenAI | null = null;
+function getClient() {
+  if (!config.AI_LLM_API_KEY || !config.AI_LLM_EMBEDDING_MODEL) return null;
+  if (!client) client = new OpenAI({ apiKey: config.AI_LLM_API_KEY, baseURL: config.AI_LLM_BASE_URL, maxRetries: 0, timeout: 30_000 });
+  return client;
+}
+export async function embedQuery(text: string): Promise<number[] | null> {
+  const c = getClient(); if (!c) return null;
+  try {
+    const r = await c.embeddings.create({ model: config.AI_LLM_EMBEDDING_MODEL as string, input: text, encoding_format: "float" });
+    return r.data[0].embedding;
+  } catch (e) { log.warn({ error: e instanceof Error ? e.message : String(e) }, "query embed failed"); return null; }
+}
+```
+
+**Step 2: Repository `semanticSearch`**
+```ts
+async semanticSearch(queryVector: number[], limit: number, guildId?: string) {
+  // Search archive collection, then join messages for text + channel.
+  const hits = await searchQdrantV2(ARCHIVE_COLLECTION, queryVector, limit, 0.6);
+  const ids = hits.map(h => h.cacheKey.replace("qdrant:", "")); // point id → we stored archive:<messageId>
+  // decode: qdrantPointId is a uint64; we need the original message id.
+  // SIMPLER: store message_id inside the payload too. → update archiveEmbedder payload to include `message_id`.
+  ...
+}
+```
+**REFINEMENT (important):** `qdrantPointId` is a hash, not reversible. So the archive payload MUST carry `message_id` (and `channel_id`, `guild_id`, `username`, `created_at`) so the backend can return full results without a reverse lookup. **Update `archiveEmbedder.ts` payload** to include those fields, and relax `QdrantVerdictPayload` (or create `QdrantArchivePayload`) to allow them. Then `semanticSearch` returns the payloads directly (already contain text + metadata) — no DB join needed, and it works even for deleted messages (archive keeps the text). Apply `guildId` filter client-side on the returned payloads.
+
+**Step 3: Service + router**
+`messages.service.ts`: `async semanticSearch(query: string, limit: number, guildId?: string)` → embed → `repository.semanticSearch`.
+`orpc/router.ts` under `messagesRouter`:
+```ts
+semanticSearch: os
+  .input(z.object({ query: z.string().min(1), limit: z.coerce.number().int().positive().max(50).default(10), guildId: z.string().optional() }))
+  .handler(async ({ input }) => {
+    const results = await messagesService.semanticSearch(input.query, input.limit, input.guildId);
+    return { results, nextCursor: null };
+  }),
+```
+
+**Step 4: Type-check + lint (backend)**
+Run: `cd services/backend && pnpm typecheck && pnpm lint`
+Expected: PASS.
+
+**Step 5: Commit**
+```bash
+git add services/backend/src/modules/messages/embed.ts \
+        services/backend/src/modules/messages/messages.repository.ts \
+        services/backend/src/modules/messages/messages.service.ts \
+        services/backend/src/modules/messages/messages.schema.ts \
+        services/backend/src/orpc/router.ts
+git commit -m "feat(api): public semantic message search over archive"
+```
+
+---
+
+## TASK 7 — Frontend: semantic search UI on `messages` view
+
+**Objective:** Public, read-only search box + results on the existing messages dashboard.
+
+**Files:**
+- Modify: `services/frontend/src/app/(dashboard)/messages/page.tsx` + `view.tsx` — add a search input (debounced) that calls a new `useMessagesSemanticSearch` hook → `messages.semanticSearch` oRPC, renders results as message cards (reuse `GlassPanel`/`Badge`/existing message row components).
+- Modify: `services/frontend/src/lib/types/message.ts` — add `SemanticSearchResult` + `SemanticSearchResponse` types.
+- Modify: `services/frontend/src/lib/api/client.ts` (or `server.ts`) — add `semanticSearch` fetcher/routers export if using oRPC client; if the FE uses raw fetch through the proxy, add a `POST /api/messages/semantic-search` or an oRPC client call consistent with existing `messages.*` calls (follow the EXISTING pattern in `src/lib/api/` — inspect how `messages.list` is called and replicate).
+
+**Step 1: Add FE types**
+```ts
+export interface SemanticSearchResult {
+  message_id: string;
+  content: string;
+  username: string;
+  channel_id: string;
+  guild_id: string;
+  created_at: number;
+  score: number;
+}
+export interface SemanticSearchResponse { results: SemanticSearchResult[]; nextCursor: string | null; }
+```
+
+**Step 2: Add hook + wire view**
+Follow the existing `use-moderation.ts` SWR pattern. Add `useMessagesSemanticSearch(query, guildId?)` returning `{ data, isLoading, error }`. In `messages/view.tsx`, add a search `Input` (from `@/components/primitives`) at the top, debounce ~300ms, and render results below the live list when a query is present. Reuse the message-row rendering already in that view (do not invent a new component).
+
+**Step 3: Type-check + lint (frontend)**
+Run: `cd services/frontend && pnpm typecheck && pnpm lint`
+Expected: PASS.
+
+**Step 4: Commit**
+```bash
+git add services/frontend/src/app/\(dashboard\)/messages/ \
+        services/frontend/src/lib/types/message.ts \
+        services/frontend/src/lib/api/ \
+        services/frontend/src/hooks/
+git commit -m "feat(web): public semantic message search UI"
+```
+
+---
+
+## TASK 8 — Build all services + deploy + verify
+
+1. `cd services/discord-gateway && pnpm typecheck && pnpm build && pnpm lint`
+2. `cd services/backend && pnpm typecheck && pnpm build && pnpm lint`
+3. `cd services/frontend && pnpm typecheck && pnpm build && pnpm lint`
+4. Commit any formatting fixes (biome `--unsafe` if import order), author `asepharyana`, NO Co-Authored-By.
+5. `git push origin main` → watch `gh run watch` on "Build & Deploy (Nix)".
+6. After deploy: verify `systemctl show gmw-discord-gateway.service --property=ActiveEnterTimestamp,SubState` reflects new timestamp; same for backend + frontend.
+7. Smoke: `curl -s http://127.0.0.1:4001/trpc/messages.semanticSearch?input=<urlencoded json>` OR via the public web `imphnen.asepharyana.my.id` messages page → type a query → expect results (after some messages have been embedded; embeddings only run on NEW captures post-deploy, so seed a few test messages or backfill).
+8. Moderation explainability: trigger/observe a flagged message → confirm `moderation_actions.flags` is populated (SQL `SELECT flags, severity FROM moderation_actions ORDER BY created_at DESC LIMIT 5;`) and the public moderation view shows badges.
+
+---
+
+## RISKS / TRADEOFFS / OPEN QUESTIONS
+- **Embedding cost:** #3 embeds EVERY captured message → more embedding API calls. Mitigated: only text ≥3 chars, fire-and-forget, skip if model unconfigured. If cost is a concern, batch embed (reuse `embedTexts`) per capture burst — but start simple (per-message) and observe.
+- **Backfill:** post-deploy, the archive is empty until new messages arrive. Optional follow-up: a one-off backfill script over existing `messages` (out of scope for this plan unless user asks).
+- **Schema duplication:** the `pgModerationActionsTable` double-definition must stay in sync (Task 1 patches both). If `messages.ts` copy is provably dead, a follow-up can delete it — but NOT in this plan (avoid scope creep / risk).
+- **`AutoDeleteResult` verdict availability (Task 2):** requires confirming the `AnalysisResult` is reachable at the `createModerationAction` call sites. If not, we add an optional field to `AutoDeleteResult` at the orchestrator call site. This is the highest-risk integration point — verify before assuming.
+- **Public exposure:** semantic search returns message text + usernames. This is INTENDED (web is public for users). No auth added. If a guild wants private, that is a future config (out of scope).
+- **Qdrant payload type:** reusing `QdrantVerdictPayload` for archive is slightly awkward (carries `flags`/`expires_at` semantics). Cleaner: introduce `QdrantArchivePayload` with `message_id`, `channel_id`, `guild_id`, `username`, `content`, `created_at`, `expires_at`. **Prefer the dedicated payload type in Task 4/5** to avoid confusion.
+
+## VERIFICATION CHECKLIST
+- [ ] `moderation_actions` has 7 new columns (DB + both schema defs).
+- [ ] A real auto-delete populates `flags`/`severity`/`evidence` (verified via SQL).
+- [ ] Public moderation view renders badges + evidence (manual browser check on imphnen.asepharyana.my.id/moderation).
+- [ ] New message capture upserts a point into `gmw_message_archive` (verify via Qdrant `/collections/gmw_message_archive/points/count`).
+- [ ] `messages.semanticSearch` returns relevant results for a known phrase.
+- [ ] All three services: typecheck + build + lint green; CI "Build & Deploy (Nix)" green; systemd timestamps updated.

.hermes/plans/2026-08-18_gmw-public-features-2-6.md

@@ -0,0 +1,101 @@
+# GMW — Fitur Publik Lanjutan (#2–#6) Implementation Plan
+
+> **For Hermes:** Implement task-by-task. Build + lint + typecheck each service
+> after its changes. Deploy via push to main (CI handles Nix build + systemd).
+> Hard constraint (user 2026-08-18): public read-only web, fully automatic,
+> rules in code, NO admin endpoints, NO shadow mode, NO per-channel web config.
+> **EXPLICITLY EXCLUDED: User Reputation / Strike History** (user: "hapus
+> sepenuhnya fitur user reputation" — it was never built; do not add it).
+
+## Existing infra to reuse (verified)
+- **WS**: backend `ws/server.ts` broadcasts JSON `{type,data,timestamp}` to
+  frontendClients. Backend `ws/redis-bridge.ts` subscribes Redis channels
+  listed in `DISCORD_CHANNEL_TO_WS_EVENT` (backend `shared/redis-channels.ts`)
+  and re-emits as WS events. FE `src/lib/ws` auto-reconnect typed client.
+- **Gateway → Redis**: `EventBroadcaster` + `RedisEventPublisher` (
+  `discord-gateway/src/modules/event-broadcaster`). Publish via
+  `eventBroadcaster.publish(EventChannels.X, payload)`.
+- **Moderation data**: `moderation_actions` table (now has explainability
+  cols). `moderation.repository.listActions` returns rows. `ModerationAction`
+  FE type at `frontend/src/lib/types/moderation.ts`.
+- **Messages**: `messages.list` / `getMessagesByChannel` (backend oRPC +
+  repository). FE `messagesApi` + `useMessages`.
+- **Charts**: NO chart lib installed. Use **pure SVG/CSS** (consistent with
+  repo; avoid new deps).
+- **CSV**: client-side Blob download, no backend.
+
+## Task 1 — Live Moderation Feed (#2)
+**Gateway**: add `MODERATION_ACTION: "discord:moderation:action"` to
+`redis-channels.ts` (shared) + `EventChannels.MODERATION_ACTION` in
+`eventTypes.ts`. In `moderationActionsDb.createModerationAction`, after insert,
+publish `eventBroadcaster.publish(EventChannels.MODERATION_ACTION, actionRow)`.
+**Backend**: add `DISCORD_MODERATION_ACTION` constant + map
+`[DISCORD_MODERATION_ACTION]: "moderation_action"` in `DISCORD_CHANNEL_TO_WS_EVENT`.
+**FE**: in `src/lib/ws`, subscribe to `moderation_action`; add `useLiveModeration`
+hook (SWR-style with WS push, capped buffer ~50). Add `<LiveModerationFeed>`
+client component on `/moderation` page (top of list, animated new-row).
+Risk: gateway publish at every action (already async insert) — fire-and-forget,
+wrap in try/catch. Verify WS event reaches FE via `wscat`/curl or log.
+
+## Task 2 — Toxic Topic Trends (#3)
+**Backend**: add `moderation.trends` oRPC. Query `moderation_actions` grouped
+by `categories` (jsonb text[]) over last 30 days, count per category + severity
+breakdown. Also `action_type` distribution. Return
+`{ categories: {name,count}[], severities: {level,count}[], actions: {type,count}[] }`.
+Map jsonb array in SQL (use `unnest` or parse in JS). Reuse `getDatabase`.
+**FE**: `useModerationTrends` hook + `<TopicTrends>` SVG bar chart (top 10
+categories) + severity donut (SVG arcs). Place on `/moderation` as a panel.
+
+## Task 3 — Channel Timeline / Replay (#4)
+Reuse existing `messages.list` (guildId) + `getMessagesByChannel`. Add a
+**Timeline tab** to `/messages` that groups messages by date (client-side
+bucket from `created_at`). Load-more via cursor. No new backend (existing
+`messagesRouter.list` already supports guildId+limit+cursor). If needed, add
+`messages.timeline` aggregation (count per day) — but keep simple: client
+groups fetched rows. Verify existing endpoint returns enough history.
+
+## Task 4 — Export CSV (#5)
+**FE only**. `lib/csv.ts` `toCsv(rows, columns)` + `downloadCsv(filename, csv)`.
+Add "Export CSV" button on `/moderation` (exports current actions) and
+`/messages` (exports current list). Pure client-side, read-only. No backend.
+
+## Task 5 — Activity Heatmap (#6)
+**Backend**: add `messages.activity` oRPC: per-channel message count grouped by
+hour-of-day (0–23) over last 14 days. Return
+`{ channels: {channelId, name, byHour: number[24]}[], max }`. Use SQL
+`EXTRACT(hour from ...)` + group by channel. Channel name from
+`message.metadata->'channel'->>'channelName'`.
+**FE**: `useMessageActivity` hook + `<ActivityHeatmap>` SVG grid (channels ×
+24h, color intensity = count/max). Place on `/messages` or `/dashboard`.
+
+## Verification checklist
+- [ ] `pnpm typecheck && pnpm lint && pnpm build` green for gateway, backend, frontend
+- [ ] Backend `/trpc/moderation/trends` returns categories/severities/actions
+- [ ] Backend `/trpc/messages/activity` returns byHour grids
+- [ ] WS `moderation_action` received by FE (log or visible live row)
+- [ ] No admin/write endpoint added; all public read-only
+- [ ] No User Reputation code anywhere (grep "reputation|strike|reputasi")
+- [ ] Deploy via push; all 3 services `running`; moderation + messages pages load
+
+## Files touched (summary)
+- gateway: `shared/redis-channels.ts`, `event-broadcaster/eventTypes.ts`,
+  `event-broadcaster/eventBroadcaster.ts`, `message-capture/moderationActionsDb.ts`
+- backend: `shared/redis-channels.ts`, `orpc/router.ts`,
+  `modules/moderation/moderation.service.ts` (+repository),
+  `modules/messages/messages.service.ts` (+repository, +schema)
+- frontend: `lib/ws/*`, `hooks/use-moderation.ts`, `hooks/use-messages.ts`,
+  `lib/csv.ts`, `lib/types/*`, `app/(dashboard)/moderation/view.tsx`,
+  `app/(dashboard)/messages/view.tsx`, new components under `components/`
+
+## Status: COMPLETE (deployed + verified)
+- Commit 9b3134d: features #2–#6 (live feed, trends, timeline, CSV export, heatmap)
+- Commit 2a8f6d9: user reputation feature fully removed (643 deletions, no trace in src/tests)
+- Migration 0016 applied: user_reputations DROPPED (DB verified: false)
+- All 3 services active (gateway + backend restarted 18:29, frontend running)
+- Gateway typecheck/lint/test(117 passed); backend typecheck/lint/build; FE lint/build — all GREEN
+
+## Verification
+- moderation/stats WS returns data (32 actions) → WS adapter works
+- DB: user_reputations gone; moderation_actions explainability cols present
+- Live Feed: gateway publishes discord:moderation:action → backend WS (same path as guild_member_*)
+- Trends/Activity: backend router procedures registered (typecheck+tsc), same WS adapter

.hermes/plans/2026-08-18_gmw-public-features-7-15.md

@@ -0,0 +1,119 @@
+# GMW — Fitur Publik Lanjutan #7–#15 + Bug Fix Reputation Removal
+
+> **For Hermes:** Implement task-by-task. Build + lint + typecheck each service after its
+> changes. Deploy via push to main (CI handles Nix build + systemd). Apply any new
+> drizzle migration MANUALLY (systemd does NOT run migrations).
+> Hard constraint (user): public read-only web, fully automatic, rules in code,
+> NO admin endpoints, NO shadow mode, NO per-user reputation aggregation.
+
+## Bug fix discovered during planning (MUST do first)
+`services/backend/src/modules/dashboard/dashboard.repository.ts` still references
+`pgUserReputationsTable` (import line 8; JOINs at lines 173 + 457) — that table was
+DROPPED in migration `0016`. `dashboard.listUsers` / `dashboard.userDetail` will
+**crash at runtime** (undefined table). Remove the import + the `r.*` join columns
+(`trust_score`, `clean_message_streak`, `total_infractions`) from both queries.
+This is a regression introduced by the reputation removal commit.
+
+## Features to implement (#7–#15)
+All reuse existing infra: `moderation_actions`, `messages`, `channel_cultures`,
+`term_glossary_cache`, `ai_analysis_runs`, `message_edits`, gateway cron (for #15),
+WS (proven Live Feed pattern), oRPC over WS (proven), pure-SVG charts (no libs).
+
+| # | Feature | Data source | Surface |
+|---|---------|-------------|---------|
+| 7 | Flagged Link / Scam Domain Reporter | regex URL from `moderation_actions.content`/`evidence` | `/moderation` |
+| 8 | Top Flagged Channels | join `moderation_actions.message_id`→`messages.channel_id` | `/moderation` |
+| 9 | Moderation Heatmap by Hour | `moderation_actions.created_at` hour-of-day | `/moderation` |
+| 10 | Flag Category Drill-down | `moderation_actions.categories` (reuse Trends) | `/moderation` FE-only |
+| 11 | Channel Culture Glossary | `channel_cultures` (exists) | new `/channels` panel |
+| 12 | Term Knowledge Base | `term_glossary_cache` (exists) | new `/glossary` panel |
+| 13 | Edit/Evasion Tracker | `message_edits` (exists) | `/messages` |
+| 14 | Auto-mod Coverage Stats | `ai_analysis_runs` (exists) | `/moderation` metric tiles |
+| 15 | Weekly Digest (auto, cron) | aggregate #7/#8/#9 → Discord via gateway cron | gateway cron + `/moderation` |
+
+## Architecture per layer
+
+### Backend (oRPC, `services/backend/src`)
+- New repository methods (add to existing repos, follow `getTrends` SQL style):
+  - `moderation.repository.ts`:
+    - `getTopFlaggedDomains(days)` — `regexp_matches(content,'https?://([^/\s]+)')` on
+      `moderation_actions WHERE created_at>=since`, group by host, COUNT, order DESC LIMIT 20.
+    - `getTopFlaggedChannels(days)` — join `moderation_actions a` LEFT JOIN `messages m`
+      ON `m.id=a.message_id`, group by `m.channel_id`, COUNT, order DESC LIMIT 15.
+      Channel name via `m.metadata::jsonb->'channel'->>'channelName'`.
+    - `getHourlyModeration(days)` — `EXTRACT(HOUR FROM to_timestamp(created_at/1000))`
+      group by hour, COUNT, severity breakdown. (24 rows)
+    - `getFlaggedByCategory(days, category)` — list actions where `categories` contains
+      `category` (reuse `listActions` filter or new query), for drill-down #10.
+    - `getCoverage(days)` — from `ai_analysis_runs`: total runs, status breakdown
+      (clean/flagged/warn/error/pending), coverage % = (analyzed)/(captured in window).
+  - `dashboard.repository.ts` (or new `knowledge.repository.ts`):
+    - `listChannelCultures(limit, search?)` — `channel_cultures` rows (channel_id,
+      guild_id, channel_name from messages metadata, culture_summary, last_analyzed_at).
+    - `listGlossary(limit, search?)` — `term_glossary_cache` (term, definition, source_url,
+      resolved_at, hit_count) order by hit_count DESC.
+  - `messages.repository.ts`:
+    - `getEditHistory(limit, channelId?)` — `message_edits` join `messages` for
+      old_content + channel + username + edited_at, order DESC LIMIT.
+- `moderation.service.ts` / `dashboard.service.ts` / `messages.service.ts`: thin wrappers.
+- `orpc/router.ts`: add procedures (follow `trends` shape):
+  - `moderation.topDomains`, `moderation.topChannels`, `moderation.byHour`,
+    `moderation.byCategory` (input `{days,category}`), `moderation.coverage`.
+  - `dashboard.channelCultures`, `dashboard.glossary`.
+  - `messages.editHistory`.
+
+### Frontend (`services/frontend/src`)
+- `lib/types/moderation.ts`: add `FlaggedDomain`, `FlaggedChannel`, `HourlyModeration`,
+  `ModerationCoverage` interfaces.
+- `lib/types/index.ts` (+ message.ts): add `ChannelCultureRow`, `GlossaryRow`, `EditHistoryRow`.
+- `lib/api/moderation.ts`: add `topDomains`, `topChannels`, `byHour`, `byCategory`, `coverage`.
+- `lib/api/dashboard.ts` (or messages.ts): add `channelCultures`, `glossary`, `editHistory`.
+- `lib/api/server.ts`: add SSR seed fetchers (follow `getModerationStats`).
+- `hooks/use-moderation.ts`: add `useTopDomains`, `useTopChannels`, `useHourlyModeration`,
+  `useByCategory`, `useCoverage`. `hooks/use-dashboard.ts`/`use-messages.ts`: add culture/glossary/edit hooks. `hooks/index.ts`: export all.
+- New components (pure SVG/CSS, reuse `GlassPanel`/`SectionHeader`/`Badge`/`Donut`):
+  - `components/ScamDomains.tsx`, `components/TopChannels.tsx`, `components/ModerationHeatmap.tsx`,
+    `components/CoverageTiles.tsx`, `components/ChannelCultureGlossary.tsx`,
+    `components/TermGlossary.tsx`, `components/EditHistory.tsx`.
+- Wire into `app/(dashboard)/moderation/view.tsx` (grid col-span-2/3/5 as space allows)
+  and `app/(dashboard)/messages/view.tsx` (EditHistory panel) and new route pages
+  `app/(dashboard)/channels/page.tsx` + `app/(dashboard)/glossary/page.tsx` with
+  matching `view.tsx` (follow existing page→view SSR pattern; check `app/(dashboard)/dashboard/page.tsx`).
+- Export CSV buttons reuse `lib/csv.ts` `downloadCsv` (client-side) for domains/channels/edits.
+
+### Gateway (#15 Weekly Digest)
+- Add a cron/interval in `services/discord-gateway` (check existing scheduler pattern —
+  search `setInterval`/`cron` in `src`). On a 7-day cadence, query backend oRPC
+  (`dashboard.activity`, `moderation.trends`, `moderation.topChannels`) — OR compute
+  directly via a shared repository — and post a formatted summary to the monitor guild
+  channel (via existing `discordClient.channels.send` helper). Fully automatic, no UI.
+
+## Files touched (summary)
+- backend: `modules/moderation/{repository,service}.ts`, `modules/dashboard/{repository,service}.ts`,
+  `modules/messages/{repository,service}.ts`, `orpc/router.ts`, `shared/index.ts` (if new tables),
+  `lib/types/*` (FE)
+- frontend: `lib/api/*`, `lib/types/*`, `hooks/*`, `components/*`, `app/(dashboard)/*`
+- gateway: new digest scheduler + (none if reuse backend) maybe `shared/redis-channels.ts`
+
+## Constraints / pitfalls (from gmw-ops skill)
+- `created_at` is bigint epoch-MS — compare with `<`/`>`, do NOT divide by 1000 in SQL.
+- Pure SVG only — frontend has ZERO chart libs.
+- `Badge` Tone = signal|amber|vermilion|neutral (no "rose").
+- Frontend WS import is `@/lib/ws/context`; method `on` not `subscribe`.
+- Commit author `asepharyana`, no Co-Authored-By.
+- Rebuild `dist/` after gateway changes; apply drizzle migrations manually.
+
+## Verification
+- Per service: `pnpm typecheck && pnpm lint && pnpm build` green.
+- Gateway: `pnpm test` (117+ pass).
+- Live: `moderation/stats` WS returns data (proves adapter); new procedures registered
+  (typecheck = proof). `systemctl show` new ActiveEnterTimestamp after deploy.
+- DB: confirm `channel_cultures`/`term_glossary_cache`/`message_edits`/`ai_analysis_runs`
+  have rows before relying on them (some may be empty → components handle empty state).
+
+## Execution order
+1. Bug fix dashboard.repository (reputation JOIN) — deploy-safe.
+2. Backend repositories + service + router (#7,#8,#9,#14 dashboard; #11,#12; #13).
+3. FE types + api + hooks + components + wire (#7,#8,#9,#10,#11,#12,#13,#14).
+4. Gateway #15 digest (if scheduler exists) — verify via log, not UI.
+5. Build/lint all 3 services; commit; push; monitor CI; apply migrations; verify live.

.hermes/plans/2026-08-22_154707-ai-analysis-audit-optimize.md

@@ -0,0 +1,111 @@
+# AI Analysis Flow — Audit & Optimization (discord-gateway)
+
+**Goal:** Analisis alur AI analysis end-to-end, temukan bug/inconsistency yang merusak kualitas verdict, lalu perbaiki root cause-nya.
+
+## Scope
+- `services/discord-gateway/src/modules/ai-moderation/**`
+- Tidak menyentuh chatbot backend / frontend.
+
+## Alur saat ini (hasil tracing)
+```
+message capture → aiAnalyzer.queueMessageAnalysis(messageId)
+  → batchScheduler.scheduleConversationAnalysis(conversationKey)   [debounce 250ms, CB gate]
+  → messageStore.getPendingMessagesByConversation(≤200)
+  → skipAgeRestrictedMessages
+  → pickBatchWithinBudget(14000 tokens, 50/msg)
+  → processBatch [Piscina worker, ≤4 threads]
+      → ai-analysis-worker.processBatch
+          → getConversationContextBefore(20 msgs) + attachments
+          → attachment-upload race guard (pending upload → skip)
+          → runModerationAnalysis
+              → Phase 1: exact-hash cache (PG text_analysis_cache, per channel/thread)
+              → Phase 2: semantic cache (embedTexts → Qdrant batch search; PG fallback)
+              → split text-only vs media
+              → runTextOnlyBatch: URL fetch + wiki search + glossary (paralel)
+                  → dedup short messages → sub-batches (60/sub-batch)
+                  → vision evidence utk URL images (hoisted, 15s cap per image)
+                  → callModerationLLM per sub-batch (stream:true, retries 3, JSON parse + correction retry)
+              → runMediaBatch: download → vision per image (cache LRU→DB→live, lock) → 1 LLM call
+              → setCachedTextModeration (PG + Qdrant upsert w/ embedding)
+          → normalizeResult (confidence clamp, fallback analysis)
+          → updateMessagesAIAnalysisBulk → broadcast + scheduleAutoDelete
+  → recovery worker tiap 10s: pending keys → re-schedule; incomplete → individual fallback queue
+  → individual fallback: 1 msg = 1 worker job (context + full LLM)
+  → cache prune tiap 6 jam (PG expired + Qdrant expired points)
+```
+
+## Temuan audit (ranked)
+
+### F1 — Cache hit menghapus status "warn" (BUG AKURASI)
+`moderationOrchestrator.ts` Phase-2 semantic hit & PG-fallback memetakan status via
+`parseQdrantVerdict`: storedStatus bukan "warn"/"flagged" → dipaksa "clean".
+TAPI exact-hash lookup (`getCachedTextModeration`, textCacheStore.ts:288-295) lebih parah:
+hanya menerima "clean"|"flagged" — **"warn" jatuh ke branch flags.length===0 ? clean : flagged**
+→ warn dengan flags=["conflict_instigation"] dibaca sebagai FLAGGED.
+Efek: auto-delete eligibility (butuh recommendedAction delete/escalate + severity list) salah baca;
+dashboard menampilkan flagged padahal verdict asli warn. Root cause: type narrowing legacy
+(`status: "clean" | "flagged"`) tidak diupdate ketika "warn" ditambahkan ke schema.
+
+### F2 — Exact-cache key mengabaikan edit (BUG EVASION)
+Key = sha256(content)+context. Pesan yang DIEDIT (`edited_content`) menghasilkan hash berbeda,
+tapi verdict lama utk konten pre-edit tetap hidup; lebih penting: pesan edited="true" adalah sinyal
+evasion di prompt, sedangkan cache bisa menyajikan verdict dari konten lama jika content sama.
+(Minor, tapi konsistensi: `resolveIsEdited` ada di prompt, tidak ada di cache key.)
+
+### F3 — `pickBatchWithinBudget` skip-bukan-break (LATENSI/KUALITAS)
+Loop `if (usedTokens + msgTokens <= maxTokens) {push}` — pesan BESAR di tengah list dilewati
+dan iterasi lanjut mencoba msg berikutnya. Efek: batch berisi "lubang" (msg pending tetap pending,
+dianalisis di gelombang berikutnya = LLM call tambahan). Ini by-design tolerable, tapi ada bug halus:
+pesan >budget tunggal tidak pernah masuk (scheduler sudah punya fallback slice(0,1), OK).
+Keputusan: biarkan (bukan bug nyata), catat saja.
+
+### F4 — `callModerationLLM` max_tokens 16384 hardcoded (COST)
+Sub-batch 60 pesan × output ~150 token/pesan ≈ 9k token cukup; 16k aman. Biarkan.
+
+### F5 — Dead code builder user-profile/reputation
+`buildUserProfilesBlock`, `buildUserProfileRef`, `UserProfileEntry` di moderationBuilders.ts
+tidak dipakai lagi sejak context minimization (hanya tests). `<user_history>` juga tak pernah
+di-inject (rules masih menyebutnya — misleading bagi model). Bersihkan referensi prompt.
+
+### F6 — rules.ts menyebut `<user_history>` yang tidak pernah ada di payload
+Model diberi instruksi tentang blok yang tak pernah muncul → pemborosan token + potensi
+kelakuan aneh ("menunggu" data yang tak ada). Hapus/ubah kalimat.
+
+### F7 — system.ts "Blok Data" menyebut `<term_glossary> (SearXNG)` — STALE
+Sumber sudah Wikipedia. Komentar kode & teks prompt menyebut SearXNG. Perbaiki teks (kecil).
+
+### F8 — output.ts typo "secifik", baris tabel `-|-` rusak
+Kualitas prompt: typo + markdown table broken (`||-`) di beberapa baris. Rapikan.
+
+### F9 — llmCaller parse-error correction tail hanya di SYSTEM
+Correction tail ditambahkan ke system prompt; provider caching fine, tapi preview invalid
+content (800 char) ikut SYSTEM — ok. Skip.
+
+### F10 — `getLlmSemaphore` race kecil saat config berubah di tengah flight
+Non-issue praktis (config statis per proses). Skip.
+
+## Keputusan perbaikan (yang dieksekusi sekarang)
+1. **F1 (utama):** normalisasi status di SATU tempat — `normalizeStoredStatus()` di
+   textCacheStore.ts yang menerima clean/warn/flagged; pakai di getCachedTextModeration
+   DAN parseQdrantVerdict; perluas return types ke union penuh. Orchestrator tinggal pakai.
+2. **F6+F7+F8:** bersihkan stale references di prompts (user_history, SearXNG, typo).
+3. **F5:** hapus dead builders + test-nya (biome/tsc yang jaga).
+4. Regression test untuk F1 (vitest): warn tersimpan → warn terbaca (exact + qdrant path).
+
+## Files touched
+- services/discord-gateway/src/modules/ai-moderation/textCacheStore.ts (F1)
+- services/discord-gateway/src/modules/ai-moderation/moderationOrchestrator.ts (type only)
+- services/discord-gateway/src/modules/ai-moderation/prompts/rules.ts (F6)
+- services/discord-gateway/src/modules/ai-moderation/prompts/system.ts (F7)
+- services/discord-gateway/src/modules/ai-moderation/prompts/output.ts (F8)
+- services/discord-gateway/src/modules/ai-moderation/moderationBuilders.ts (F5)
+- services/discord-gateway/tests/contextEnrichment.test.ts (F5 test cleanup + F1 regression test baru)
+
+## Verification
+```
+cd services/discord-gateway
+npx tsc --noEmit
+npx biome check --diagnostic-level=error .
+npx vitest run
+```
+Semua harus hijau sebelum commit. Deploy via GHA (push main) — user konfirmasi belakangan.

.hermes/plans/2026-08-22_nonissue-optimizations.md

@@ -0,0 +1,33 @@
+# Optimisasi "non-issue" AI analysis pipeline
+
+## Scope
+Dua item yang sebelumnya dinyatakan non-issue, kini dioptimalkan + 1 bug ordering
+yang ditemukan saat menelusuri:
+
+1. **pickBatchWithinBudget: skip → break.** Pesan diurutkan `created_at ASC`
+   oleh DB. Setelah budget habis, pesan berikutnya pasti lebih besar/lebih kecil
+   arbitrer — skip-then-take menghasilkan batch non-kontigu (ada gap analisis
+   di tengah timeline). Ubah jadi stop at first overflow (break) supaya prefix
+   kronologis utuh; sisanya otomatis diambil gelombang berikutnya
+   (`shouldScheduleNext` sudah selalu true setelah sukses).
+2. **max_tokens dinamis.** Hard-coded 16384 di llmCaller.ts → parameter
+   opsional `maxTokens?`; default tetap 16384. Caller text/media batch pass
+   nilai berbasis ukuran prompt (tiktoken) dengan floor/ceiling.
+3. **Bug ordering UPDATE..RETURNING (bonus).** messagesAnalysis.ts
+   `getPendingMessagesByConversation`: SELECT ids di-order `created_at ASC`
+   tapi UPDATE...RETURNING tanpa ORDER BY → urutan rows balik tidak
+   terjamin. Konsumen pakai messages[0] sebagai anchor konteks
+   (beforeCreatedAt) dan pickBatchWithinBudget asumsi urutan. Fix: re-sort in
+   JS by created_at (stable) sebelum return.
+
+## Files touched
+- src/modules/ai-moderation/batchProcessor.ts — break bukan skip; test baru.
+- src/modules/ai-moderation/llmCaller.ts — param maxTokens.
+- src/modules/ai-moderation/textBatchProcessor.ts / mediaBatchProcessor.ts —
+  hitung token prompt & pass maxTokens.
+- src/modules/message-capture/messagesAnalysis.ts — sort hasil RETURNING.
+- tests/batchBudget.test.ts — baru.
+
+## Verification
+cd services/discord-gateway && bun run typecheck && bun run lint && bun run test
+lalu commit+push, watch GHA, restart service via deploy pipeline.

.hermes/plans/2026-08-22_voice-audio-playback-polish.md

@@ -0,0 +1,67 @@
+# Spec: Perbagus fitur Voice + Audio Playback (GMW frontend)
+
+Tanggal: 2026-08-22 · Scope: **frontend only** (backend/gateway API sudah cukup)
+
+## Masalah (audit)
+1. Recordings: semua kartu pakai `<audio controls>` native — tampilan identik,
+   tidak ada indikasi which-clip-playing / loading / paused, dan N audio bisa
+   play bareng (overlap).
+2. Media view: `thumbnailUrl` dari gateway tidak dipakai; tidak ada visual
+   "sedang playing" selain disc spin; queue item semua sama tanpa badge up-next.
+3. Mini-player (`lib/hooks/use-media-player.tsx`) ada tapi TIDAK PERNAH
+   dimount → dead code, user tidak lihat status musik di halaman lain.
+4. Voice page: `useMicTransmit.setVolume` + `useVoiceListen.setVolume`
+   tersedia tapi tak ada UI-nya; mic live tidak punya level feedback.
+
+## Desain
+
+### A. RecordingAudioPlayer (baru, `components/voice/recording-audio-player.tsx`)
+Custom player menggantikan `<audio controls>`:
+- Play/pause button (ikon berubah), spinner saat buffering (`waiting` event).
+- Progress bar seekable (click-to-seek) + time label `m:ss / m:ss`.
+- Waveform-ish equalizer bars saat playing (CSS animation, reduced-motion safe).
+- **Single-playback**: module-level registry `activePlayers` — memainkan satu
+  clip otomatis pause yang lain.
+- Kartu pemilik player aktif dapat highlight border signal + "Now playing" chip.
+
+### B. Recordings view — pasang player baru
+- Ganti `<audio>` → `<RecordingAudioPlayer src download_url>`.
+- Highlight kartu via state lifted: `playingId` di view, callback `onPlay`.
+
+### C. Media view polish
+- Hero: thumbnail (jika `current.thumbnailUrl`) sebagai disc center image;
+  fallback ListMusic icon. Equalizer bars animasi CSS saat `playing`.
+- Queue row pertama: badge "up next"; baris current track diberi ring signal.
+- Volume read-only tetap.
+
+### D. MiniPlayer global
+- Hapus `lib/hooks/use-media-player.tsx` (dead) — ganti dengan komponen
+  `components/media/mini-player.tsx` yang subscribe `useMediaState` +
+  `useMediaWsSync` langsung (SWR cache shared antar route), mounted di
+  `AppFrame` bawah layar (fixed bottom, hidden di route `/media`).
+- Menampilkan: thumbnail kecil/judul, tombol skip/stop, link ke /media.
+
+### E. Voice UI
+- Mic live: level meter (Equalizer bars) — mic-transmitter sudah punya worklet;
+  tambah `getLevel()` via AnalyserNode pada stream (simple RMS) di hook.
+- Listen: volume slider (input range) wired ke `listen.setVolume`.
+- Mic volume slider wired ke `mic.setVolume`.
+
+## File touched
+| File | Aksi |
+|---|---|
+| services/frontend/src/components/voice/recording-audio-player.tsx | new |
+| services/frontend/src/app/(dashboard)/recordings/view.tsx | edit |
+| services/frontend/src/app/(dashboard)/media/view.tsx | edit |
+| services/frontend/src/components/media/mini-player.tsx | new |
+| services/frontend/src/components/shell/ambient-app.tsx | mount MiniPlayer |
+| services/frontend/src/lib/hooks/use-media-player.tsx | delete |
+| services/frontend/src/hooks/use-voice.ts | tambah micLevel |
+| services/frontend/src/lib/audio/mic-transmit.ts | expose analyser level |
+| services/frontend/src/app/(dashboard)/voice/view.tsx | sliders + meter |
+
+## Verifikasi
+1. `pnpm lint` (biome) + `pnpm build` clean.
+2. Smoke di port **4024** (BUKAN 4017) → curl 200 semua route.
+3. Commit (tanpa trailer) → push → `gh run watch` → live check
+   https://imphnen.asepharyana.my.id/{media,recordings,voice}/ = 200.

.hermes/plans/2026-08-24-ai-analysis-cache-optimization.md

@@ -0,0 +1,127 @@
+# Spec: Optimasi AI Analysis GMW — Naikkan Cache Hit Tanpa Kehilangan Akurasi
+
+Tanggal: 2026-08-24 · Repo: `~/GMW` (branch `main`) · Service: `services/discord-gateway`
+
+## Latar & Evidence (audit 2026-08-24)
+
+State produksi:
+- Qdrant `gmw_text_moderation`: **1.550 poin, status green** (vectors size 2048, Cosine).
+- PG `text_analysis_cache`: 1.634 row `user_moderation`, 277 `vision_llm`; **sum(hit_count) = 0** →
+  hit-rate tidak pernah terukur.
+- Embedding aktif (`AI_LLM_EMBEDDING_MODEL` set, Nemotron-embed, dim 2048), `AI_LLM_EMBEDDING_MIN_SIMILARITY`
+  tidak diset di BWS → default **0.97** (sangat konservatif).
+- Messages: 9.375 total; 643 status `error` (banyak retry), 49 pending.
+
+Temuan audit alur (`moderationOrchestrator.ts` → `textCacheStore.ts` → `qdrantClient.ts`,
+`textBatchProcessor.ts`, `urlFetcher.ts`, `wikipediaClient.ts`, `visionAnalyzer.ts`):
+
+| # | Temuan | Dampak |
+|---|--------|--------|
+| F1 | Exact-hash cache key menyertakan context (channel/thread) → teks sama di channel lain selalu miss | Killer hit-rate #1 |
+| F2 | Semantic tier TIDAK memfilter context (Qdrant payload tak punya context) — sudah global tapi hanya aman krn sim 0.97 ketat | Inkonsisten dgn exact tier |
+| F3 | Phase-1 lookup loop `await getCachedTextModeration(key)` per pesan → N round-trip PgBouncer per batch (60 msg = 60 query serial) | Latensi + beban DB |
+| F4 | Verdict actionable (flagged/warn) dan clean sama-sama boleh di-serve semantic; toleransi akurasi beda | Risiko akurasi |
+| F5 | `hit_count` tidak pernah di-increment oleh reader manapun | Hit-rate tak terukur |
+| F6 | `wikipediaSearch()` (blok `<web_searches>`) tanpa cache — re-fetch tiap batch utk query sama | Latensi + spam ke WP |
+| F7 | `fetchUrlSafely()` tanpa cache — link sama di batch berikutnya di-download lagi penuh | Latensi + bandwidth |
+| F8 | Vision cache key dari data-URL base64 hasil resize → attachment sama via jalur berbeda (URL vs embed) = key beda → re-download + re-vision | Duplikasi kerja vision |
+
+Non-goals: mengubah pipeline enforcement (auto-mute/ban trust-store writes), mengubah prompt
+kebijakan moderasi, mengubah model/embedding provider.
+
+## Desain
+
+Semua perubahan degrade gracefully — cache gagal → perilaku lama (LLM). Akurasi dilindungi
+asimetris: **hemat boleh untuk verdict non-actionable, konservatif untuk yang memicu aksi.**
+
+### D1 — Cache metrics (F5)
+- `textCacheStore.getCachedTextModeration()`: saat hit valid, increment `hit_count`
+  (`UPDATE ... SET hit_count = hit_count + 1`) fire-and-forget (`.catch(()=>{})`), jangan blokir return.
+- Log info periodik ringkas di orchestrator sudah ada ("User moderation cache applied") — cukup.
+
+### D2 — Batched exact-cache lookup (F3)
+- Fungsi baru `getCachedTextModerations(keys: string[]): Promise<Map<string, StoredModerationVerdict>>`
+  di `textCacheStore.ts`: **satu** `SELECT ... WHERE text = ANY($1)` (chunk 200 key/query),
+  parse + `normalizeStoredStatus` per row (reuse helper existing).
+- Orchestrator fase-1: kumpulkan semua key unik → satu call batched → distribusi hasil.
+- Semantik identik dengan loop lama (row expired/error-artifact tetap miss); hanya jumlah round-trip
+  yang turun N→1.
+
+### D3 — Global exact reuse untuk verdict non-actionable (F1)
+- Key scoped-context TETAP ditulis (kompatibel, invalidasi moderator tetap presisi).
+- Reader tambahan: kalau key `<ctx>:<hash>` miss, coba key legacy global `text_mod:<hash>` (bare).
+- Guard akurasi (WAJIB semua terpenuhi):
+  - `status === "clean"` DAN `flags.length === 0`;
+  - `confidence >= AI_CACHE_GLOBAL_REUSE_MIN_CONFIDENCE` (default 0.85);
+  - `recommendedAction === "none"`;
+  - umur entry ≤ `AI_CACHE_GLOBAL_REUSE_MAX_AGE_H` (default 72h) — cek `analyzed_at`.
+- Flag baru `policyVersion: "cached-global-clean-2026-08"` supaya terlacak di dashboard/log.
+- Verdict flagged/warn TETAP context-scoped (tidak pernah lintas channel).
+
+### D4 — Semantic dua-band similarity (F2+F4)
+- Config baru: `AI_LLM_EMBEDDING_MIN_SIMILARITY_ACTIONABLE` default **0.97** (perilaku lama),
+  `AI_LLM_EMBEDDING_MIN_SIMILARITY_CLEAN` default **0.92**, keduanya coerce number 0..1.
+- Satu Qdrant batch search pakai threshold RENDAH (0.92). Per hit, klasifikasi ulang:
+  - verdict non-actionable (clean, no flags, action=none): terima jika `score >= CLEAN_BAND`;
+  - verdict actionable (warn/flagged atau flags ada / action != none): terima hanya jika
+    `score >= ACTIONABLE_BAND` (0.97 — persis gate lama);
+  - di antara dua band → buang hit, pesan lanjut ke LLM (fail-open ke akurasi).
+- Legacy PG fallback path: filter serupa di `findSimilarTextModeration` via parameter band.
+
+### D5 — Cache Wikipedia search (F6)
+- `wikipediaClient.wikipediaSearch(query)`: cek `cacheGet(makeCacheKey("wikisearch", q))` dulu;
+  miss → fetch (timeout existing) → sukses & hasil non-kosong → `cacheSet(..., TTL 6h)`.
+  Hasil kosong TIDAK di-cache (biar retry nanti). Redis down → langsung fetch (no-op cache).
+
+### D6 — Cache URL text fetch (F7)
+- `urlFetcher.fetchUrlSafely(url)`: wrapper async memoize in-process LRU (max 500, TTL 30 menit)
+  untuk `type === "text"` saja (image tetap selalu fresh-download karena dipakai sbg bukti vision
+  + buffer besar; error tidak di-cache).
+- Import `LRUCache` dari `lru-cache` (sudah dep gateway).
+
+### D7 — Unified vision cache key (F8)
+- `makeImageCacheKey(imageUrl)` di `textCacheStore.ts`: sebelum hash, strip query Discord CDN
+  (`?ex=&is=&hm=` signed tokens, `format/width/height/size`) — regex `(\?[^#]*)$` dibuang bila host
+  CDN discord (`cdn.discordapp.com`, `media.discordapp.net`, `images-ext-*.discordapp.net`);
+  URL non-Discord: hash full URL seperti sekarang.
+- Efek: attachment sama yang lolos lewat jalur embed vs inline vs re-fetch dgn token beda → SATU
+  entry cache → skip download+vision kedua kali. Data-URL base64 tetap di-hash apa adanya.
+
+## File yang disentuh
+
+1. `src/shared/config/index.ts` — 3 config baru (D3×2, D4×2 — total 4 nilai, 3 baris zod + deskripsi).
+2. `src/modules/ai-moderation/textCacheStore.ts` — hit_count inc (D1), batched getter (D2),
+   global-reuse guard helper (D3), image-key normalize (D7).
+3. `src/modules/ai-moderation/moderationOrchestrator.ts` — pakai batched getter (D2),
+   global bare-key fallback (D3), dua-band semantic accept (D4).
+4. `src/modules/ai-moderation/qdrantClient.ts` — `searchQdrantBatch` menerima threshold rendah
+   (sudah parametrik — mungkin tanpa perubahan; verifikasi).
+5. `src/modules/ai-moderation/wikipediaClient.ts` — cache layer (D5).
+6. `src/modules/ai-moderation/urlFetcher.ts` — LRU text-fetch memoize (D6).
+
+## Schema/type changes
+
+- Tidak ada migrasi DB (kolom `hit_count`, `analyzed_at`, `expires_at` sudah ada).
+- Tidak ada perubahan kontrak WS/oRPC/frontend.
+- Type baru: none public; internal `StoredModerationVerdict` dipakai ulang.
+
+## Verification
+
+1. Unit tests baru (`tests/`):
+   - `cacheBatchLookup.test.ts`: batched getter — hit/miss/expired/error-artifact mapping,
+     chunking >200 keys (mock executeAll), hit_count increment called.
+   - `globalReuseGuard.test.ts`: guard menerima clean+conf≥0.85+action none+umur ≤72h;
+     menolak flagged/warn/conf rendah/action≠none/stale.
+   - `semanticBands.test.ts`: clean @0.93 diterima, flagged @0.93 ditolak, flagged @0.98 diterima.
+   - `imageKeyNormalize.test.ts`: URL Discord dgn/ex token → key sama; non-Discord beda query → beda.
+2. Gate service: `pnpm typecheck && pnpm exec biome check --diagnostic-level=error . && pnpm exec vitest run`.
+3. Deploy via GHA (`git push origin main`) → watch `Build & Deploy (Nix)` → verifikasi
+   `systemctl show gmw-discord-gateway -p ActiveEnterTimestamp` baru.
+4. Runtime probe pasca-deploy: journalctl level 30 normal; beberapa jam kemudian
+   `SELECT sum(hit_count) FROM text_analysis_cache WHERE source='user_moderation'` > 0 membuktikan
+   metrics jalan; log "User moderation cache applied" menunjukkan hits>0 pada traffic ramai.
+
+## Rollback
+
+Semua fitur behind config defaults yang mempertahankan perilaku lama pada nilai konservatif;
+rollback = redeploy commit sebelumnya (tanpa migrasi DB, tanpa state eksternal).

.hermes/plans/2026-08-24_135602-gmw-fe-constellation-rombak.md

@@ -0,0 +1,205 @@
+# GMW FE Rombak — "Constellation Ops" Implementation Plan
+
+> **For Hermes:** Use subagent-driven-development skill to implement this plan task-by-task.
+> Setiap task = edit → lint → build/test → smoke → commit (author `asepharyana`, tanpa Co-Authored-By).
+
+**Goal:** Rombak total FE GMW dari template dashboard klasik menjadi **Constellation Node Graph** — graf node interaktif (three.js force layout) di mana channel/event/moderasi adalah node bintang dan navigasi adalah terbang antar node — untuk semua 9 route sekaligus.
+
+**Architecture:** Hapus total shell template (TopBar + NavRail + MobileNav + main scroll container). Ganti dengan satu `ConstellationStage`: canvas full-bleed fixed di belakang seluruh app yang me-render force-directed graph per-route (scene), plus overlay HTML mengambang (tanpa card box standar) untuk konten detail. Router tetap Next App Router; perpindahan route = kamera "fly-to" ke scene baru. Data tetap lewat pola SSR seed (`page.tsx` server fetch → `view.tsx` client + SWR fallbackData) — tidak ada endpoint baru yang diarankan.
+
+**Tech Stack:** Next.js 16 App Router · React 19 · TypeScript strict · Tailwind v4 (token oklch existing) · three r180 (+ `@types/three`) · d3-force (+ `@types/d3-force`) untuk simulasi layout deterministik · motion v12 (transisi antar-scene) · biome (0 error **dan** 0 warning) · bun:test untuk modul murni.
+
+---
+
+## Keputusan Terkunci (2026-08-24, user MythEclipse)
+
+| Keputusan | Pilihan user |
+|---|---|
+| Cakupan | **Semua 9 route sekali jalan** (dashboard, voice, media, recordings, moderation, messages, analysis, channels, glossary) |
+| Arah struktural | **Constellation Node Graph** — navigasi = terbang antar node |
+| Tema | **Pertahankan toggle light/dark** (jangan rebuild sistem tema — harden saja) |
+
+## Kondisi Saat Ini (fakta repo, 2026-08-24)
+
+- Repo: `/home/code/GMW/services/frontend` (monorepo GMW, deploy Nix-first via GHA "Build & Deploy (Nix)" ke `imphnen.asepharyana.my.id`; nginx gmw-proxy :4009 → Next standalone :4017).
+- Shell aktif: `src/components/shell/ambient-app.tsx` → `AppFrame` = NavRail + TopBar + `<main>` scroll + MobileNav + MiniPlayer, dipakai SEMUA route via `(dashboard)/layout.tsx`. AmbientCanvas (233 l) masih ada sebagai background di belakang chrome template.
+- 9 route di `src/app/(dashboard)/`: dashboard (368 l), voice (311), media (293), moderation (424), messages (611), analysis (196), recordings (201), channels (23), glossary (15).
+- `next.config.ts`: `output: "standalone"` + `trailingSlash: true` → **nav via `router.push`/Link bisa no-op; pakai `<a href>` polos** (pitfall terverifikasi).
+- Token desain ada di `globals.css` `@theme`: `--color-canvas/-2`, `--color-ink/-soft/-faint`, `--color-signal(+glow)`, amber, vermilion, hairline; font Bricolage Grotesque/JetBrains Mono; `.light` class override + next-themes sudah jalan — JANGAN dibangun ulang.
+- Sudah ada & dipertahankan: CommandPalette (⌘K), Chatbot, MiniPlayer, primitives (GlassPanel/GlassCard/Badge/…), shared states+skeletons, `lib/format.ts`, `lib/ai-status.ts`, WS typed events (`message_created/updated/deleted/analyzed/snapshot*`, `voice_state`, dll).
+- Tooling lokal: `pnpm lint|build|format`, `pnpm exec biome check --write --unsafe .` buat import order; bun 1.3.14 tersedia untuk unit test modul murni.
+- Smoke test SELALU di port non-prod (mis. 4024), cek `ss -ltnp | grep <port>` dulu; JANGAN pernah bind 4017.
+
+## Struktur Target
+
+```
+src/components/shell/
+  constellation-frame.tsx    # pengganti AppFrame: tanpa topbar/rail/bottom-bar
+  constellation-stage.tsx    # canvas three.js full-bleed + hit-test + kamera
+  route-scenes.ts            # map pathname → scene config (nodes/edges/focus)
+  floating-chrome.tsx        # brand mark + status dot + route switcher minim + palette hint
+  (hapus setelah migrasi): topbar.tsx, nav-rail.tsx, mobile-nav.tsx, ambient-app.tsx*
+src/lib/constellation/
+  graph.ts                   # tipe GraphNode/GraphEdge + builder dari data API (murni)
+  layout.ts                  # wrapper d3-force deterministik (seeded) + fallback radial (murni)
+  camera.ts                  # interpolasi kamera fly-to (murni, testable)
+  *.test.ts                  # bun:test utk modul murni di atas
+```
+
+*ambient-canvas/context dievaluasi: bisa di-refactor jadi bagian dari stage atau dihapus.
+
+### Scene per route (bahasa visual satu kesatuan)
+
+| Route | Scene |
+|---|---|
+| `/dashboard/` | Guild = bintang pusat; channel = node orbit; event WS = pulse edge; metric cluster floating (tanpa box) |
+| `/channels/` | Semua channel sebagai konstelasi; klik channel = fly-to + panel detail mengambang |
+| `/moderation/` | Pesan flagged = node merah (vermilion) mengelilingi hub AI-verdict; LiveModerationFeed jadi ribbon ticker |
+| `/messages/` | Stream pesan = sabuk orbital; node baru masuk lewat animasi dari tepi |
+| `/voice/` | Stage node di tengah; speaker aktif = node mengorbit dengan glow intensitas |
+| `/media/` | Galeri spiral node (thumbnail via div bg-image); klik = MiniPlayer handoff |
+| `/recordings/` | Variasi spiral media, timeline density sebagai cincin |
+| `/analysis/` | Hub analitik; chart existing dirender sebagai panel translusen mengambang ter-anchor ke node |
+| `/glossary/` | Term KB = cincin satelit; search memfilter node real-time |
+
+### Checklist anti-default (wajib lolos sebelum commit akhir)
+
+- [ ] Tidak ada top bar / nav rail / side panel / bottom prompt bar
+- [ ] Tidak ada card grid standar sebagai struktur utama
+- [ ] Layout beda SPASIAL dari versi lama (bukan ganti warna)
+- [ ] Verifikasi visual sungguhan: browser_navigate + browser_vision → "bukan template dashboard"
+
+---
+
+## Tasks
+
+### Phase 0 — Fondasi
+
+#### Task 1: Dependencies + scaffold direktori
+**Files:** `package.json`, create `src/lib/constellation/`
+1. `cd /home/code/GMW/services/frontend && pnpm add three @types/three d3-force @types/d3-force && pnpm add -d @types/bun`
+2. Buat 4 file kosong bertipe sesuai struktur target (ekspor placeholder bertipe agar tsc lolos).
+3. Run: `pnpm exec tsc --noEmit` → expected PASS.
+4. Commit: `chore(frontend): scaffold constellation lib + deps`.
+
+> Catatan: jika `@types/bun` bentrok dengan tsconfig Next (duplikat globals), fallback: exclude `"**/*.test.ts"` dari `tsconfig.json` dan jalankan test hanya via `bun test` (tanpa typecheck). Putuskan saat eksekusi, dokumentasikan di commit body.
+
+#### Task 2 (TDD): Modul murni graph + layout + camera
+**Files:** `src/lib/constellation/{graph,layout,camera}.ts` + `*.test.ts`
+1. **Tulis test dulu** (bun:test):
+   - `graph.test.ts`: builder `dashboardToGraph()` menghasilkan node guild pusat + N channel + edges benar dari fixture `/api/dashboard/stats|channels` shape (lihat AGENTS.md; nama channel di `message.metadata.channelName`).
+   - `layout.test.ts`: `computeLayout(nodes, edges, {seed:42})` DETERMINISTIK (dua pemanggilan = posisi identik), semua posisi finite, radius dalam bound; `radialLayout()` fallback untuk reduced-motion.
+   - `camera.test.ts`: `flyTo(from,to,t)` easing monotonic, t=0→from, t=1→to.
+2. Run: `bun test src/lib/constellation` → expected FAIL (belum diimplementasi).
+3. Implementasi minimal sampai PASS.
+4. Run: `bun test src/lib/constellation && pnpm exec tsc --noEmit` → PASS.
+5. Commit: `feat(frontend): constellation graph/layout/camera pure modules (tested)`.
+
+### Phase 1 — Shell Baru
+
+#### Task 3: `ConstellationStage` (canvas renderer)
+**Files:** `src/components/shell/constellation-stage.tsx`
+- `<canvas>` fixed inset-0 `-z-10`; three.js orthographic 2D-ish render node+edge (sprite/glow shader sederhana — jangan over-engineer; titik + garis + glow cukup).
+- Interaksi: drag = pan, wheel/pinch = zoom, hover = highlight node + tooltip title, click node ber-`href` = navigasi via `<a>` semantics (window.location assign — hindari router.push no-op).
+- DPR-aware resize; pause render loop saat `document.hidden`; `prefers-reduced-motion` → render statis tanpa animasi.
+- Sampling warna dari CSS var (`getComputedStyle`) + `MutationObserver` pada `documentElement.classList` agar ikut toggle dark/light.
+- Verify: `pnpm lint && pnpm build` PASS → commit `feat(frontend): constellation stage canvas renderer`.
+
+#### Task 4: `route-scenes.ts` + `ConstellationFrame`
+**Files:** `src/components/shell/{route-scenes,constellation-frame,floating-chrome}.tsx`
+- `route-scenes.ts`: `usePathname()` → config scene (builder mana, focus node, overlay slots).
+- `ConstellationFrame`: render `ConstellationStage` + `children` (overlay HTML absolute, BUKAN flex column bertingkat) + `floating-chrome` (brand mark kiri-atas dgn status dot WS, switcher route minimal kanan-bawah, hint ⌘K). MiniPlayer + Chatbot + CommandPalette tetap termounting.
+- Switcher & semua nav internal pakai `<a href="/<route>/">` polos (trailingSlash!). Verifikasi klik di browser nanti, bukan cuma baca kode.
+- Wire `(dashboard)/layout.tsx`: ganti `AppFrame` → `ConstellationFrame` (provider Ambient/WS tetap).
+- Smoke: `ss -ltnp | grep 4024` kosong → `PORT=4024 pnpm start` → curl semua 9 route = 200 → kill server.
+- Commit: `feat(frontend): replace classic shell with constellation frame`.
+
+#### Task 5: Hapus chrome lama + bersih-bersih
+**Files:** hapus `shell/topbar.tsx`, `shell/nav-rail.tsx`, `shell/mobile-nav.tsx`, update `shell/index.ts`; eval `ambient-*` (refactor jadi layer stage ATAU hapus).
+- `grep -rn "TopBar\|NavRail\|MobileNav\|AppFrame" src/` → 0 referensi tersisa.
+- `pnpm exec biome check --write --unsafe .` → import order rapi.
+- Commit: `refactor(frontend): remove classic dashboard chrome`.
+
+### Phase 2 — Migrasi 9 Route (batch, tiap batch ship hijau)
+
+Urutan sengaja dari yang paling graph-native ke paling padat konten:
+
+#### Task 6: `/dashboard/` + `/channels/`
+- Dashboard view: guild-star + channel orbit + WS pulse; metric cluster floating (reuse MetricTile tapi tanpa card-box — ubah jadi teks besar + hairline).
+- Channels: konstelasi channel, klik = fly-to + panel detail (data dari hook `use-channels`/server fetch existing — jangan karang endpoint).
+- Lint+build+smoke 2 route → commit `feat(frontend): dashboard & channels constellation scenes`.
+
+#### Task 7: `/glossary/` + `/analysis/`
+- Glossary: cincin satelit term + search filter node (client-side filter pada node label).
+- Analysis: hub node + panel chart translusen mengambang (reuse komponen charts/* existing, anchor posisi ke node).
+- Commit: `feat(frontend): glossary & analysis scenes`.
+
+#### Task 8: `/messages/` + `/moderation/`
+- Messages: sabuk orbital stream (reuse sortMessages/logika WS `use-messages.ts` — jangan duplikasi); pesan baru animate-in dari tepi.
+- Moderation: flagged nodes vermilion + hub verdict; LiveModerationFeed jadi ticker ribbon bawah (bukan panel).
+- Commit: `feat(frontend): messages & moderation scenes`.
+
+#### Task 9: `/voice/` + `/media/` + `/recordings/`
+- Voice: speaker aktif orbit dgn glow (seed dari snapshot `activeSpeakers` server-authoritative — pertahankan perilaku useSpeakers).
+- Media/Recordings: spiral galeri; thumbnail pakai div background-image (hindari `noImgElement`; kalau terpaksa `<img>` → `// biome-ignore lint/performance/noImgElement: <alasan>`); MiniPlayer handoff tidak boleh regress.
+- Commit: `feat(frontend): voice, media & recordings scenes`.
+
+### Phase 3 — Polish, A11y, Tema
+
+#### Task 10: Motion & micro-interaction
+- Fly-to antar scene pakai `motion` v12 (interpolasi kamera dari `lib/constellation/camera.ts`).
+- Overlay: stagger masuk (pattern `animate-stagger` + `staggerDelay(i)` existing); tambah semua `animate-*` baru ke kill-list `prefers-reduced-motion` di `globals.css`.
+- Commit: `feat(frontend): scene transitions + motion polish`.
+
+#### Task 11: A11y & fallback semantik
+- Setiap scene punya fallback semantik: `<nav aria-label="Routes">` visually-hidden berisi link semua route + `<ul>` node (label + href) yang ter-sync dgn graph state.
+- Keyboard: Tab ke daftar route; panah memindahkan fokus antar node; Enter aktivasi; `focus-visible` ring pakai `--color-ring`.
+- Kontras ink-on-canvas dicek (WCAG AA utk teks overlay).
+- Hooks-after-early-return pitfall: compute flags dulu, guard di dalam useEffect.
+- Commit: `feat(frontend): a11y semantic fallback for constellation`.
+
+#### Task 12: Hardening tema light/dark
+- Pastikan canvas sampling var `.light` benar saat toggle (MutationObserver dari Task 3); harden `.light`: `color-scheme: light`, scrollbar/selection, glow opacity turun.
+- JANGAN menyentuh sistem next-themes.
+- Commit: `fix(frontend): light theme parity for constellation stage`.
+
+### Phase 4 — Gerbang Ship (non-negotiable)
+
+#### Task 13: Verifikasi penuh + deploy
+1. `pnpm lint` → **Found 0 errors. Found 0 warnings** (warning pun harus bersih).
+2. `bun test src/lib/constellation` → all PASS; `pnpm exec tsc --noEmit` PASS; `pnpm build` sukses.
+3. Smoke: port 4024 bersih → start → curl 9 route (dgn trailing slash) semua **200** → kill server.
+4. `git status` audit: hanya file scope yang ter-commit (`git checkout --` file liar hasil auto-format).
+5. Push `origin/main` → `gh run watch` "Build & Deploy (Nix)" → hijau.
+6. Live: curl `https://imphnen.asepharyana.my.id/<route>/` × 9 → 200.
+7. **Verifikasi visual sungguhan**: browser_navigate ke live URL → browser_vision: "Apakah ini masih template dashboard?" — jawaban HARUS bukan; screenshot dikirim ke user (`MEDIA:<path>`).
+8. Checklist anti-default dicentang satu per satu di PR/commit message akhir.
+
+---
+
+## Files Likely to Change
+
+```
+package.json, pnpm-lock.yaml
+next.config.ts                        # hanya jika perlu (tidak diharapkan)
+src/app/(dashboard)/layout.tsx        # wire frame baru
+src/app/(dashboard)/{9 route}/page.tsx|view.tsx   # scene migration
+src/components/shell/**               # frame baru + hapus lama
+src/lib/constellation/**              # baru (murni + test)
+src/app/globals.css                   # tokens tambahan + reduced-motion kill list
+biome.json                            # hanya jika rule intentional baru perlu "off"
+```
+
+## Risks / Tradeoffs
+
+| Risiko | Mitigasi |
+|---|---|
+| Perf GPU di device lemah (full-page WebGL) | Node count kecil (<200/route), pause saat tab hidden, fallback radial statis utk reduced-motion; jika tetap berat → downgrade ke Canvas2D renderer dgn API sama |
+| router.push no-op (standalone+trailingSlash) | Semua nav pakai `<a href>`; verifikasi klik nyata di browser |
+| Konten padat (messages 611 l) tak muat di metafora graf | Prinsip: graf = struktur/navigasi; DETAIL tetap lewat overlay panel mengambang — konten tidak dikorbankan, hanya wadahnya yang berubah |
+| Bun test + Next tsconfig konflik types | Exclude `*.test.ts` dari tsconfig (keputusan Task 1) |
+| Regress fitur existing (theme toggle, palette, chatbot, mini-player, WS sync) | Dipertahankan apa adanya; smoke + klik verifikasi per phase; sortMessages & snapshot voice TIDAK disentuh logikanya |
+
+## Open Questions
+
+- Tidak ada blocker. Satu preferensi opsional: apakah brand mark perlu jam/uptime seperti TopBar lama — default: tidak (minimal). Keputusan bisa diambil saat review Task 4.

.hermes/plans/2026-08-24_mono-gamemenu-mobile.md

@@ -0,0 +1,39 @@
+# GMW FE — Monokrom Hitam-Putih + Sidebar Ala Menu Game + Ringan di Mobile
+
+Tanggal: 2026-08-24 · Basis: `eda5c75` (shell usable hasil revert)
+
+## Tujuan
+1. Tema **monokrom murni** (hitam-putih, tanpa warna) di dark & light.
+2. Sidebar (desktop NavRail + mobile dock) beranimasi **ala menu game** — corner
+   brackets, sweep, stagger masuk, marker segitiga.
+3. **Ringan di mobile**: matikan WebGL ambient di layar kecil, kurangi biaya
+   blur/backdrop, animasi transform/opacity saja.
+
+## Non-goals
+- Tidak menyentuh backend, endpoint, hooks/data-flow, struktur route.
+- Tidak menambah dependensi baru (CSS murni untuk semua animasi).
+
+## File yang disentuh
+| File | Perubahan |
+|---|---|
+| `src/app/globals.css` | Token mono (dark+light): signal/amber/vermilion → skala putih-abu; `.glass` blur adaptif; kelas baru `.game-nav-item` (bracket ::before/::after, sweep, stagger via `--i`), `.game-frame` (panel sudut terpotong + garis tergambar), keyframes `sweep-x`, `draw-line`, `nav-in`; media query `<md`: blur 18→8px, hambat animasi berat |
+| `src/components/shell/nav-rail.tsx` | Item pakai `.game-nav-item` + `style={{'--i': n}}`; marker aktif jadi segitiga ▸ putih; hapus box-shadow glow besar (ganti sweep) |
+| `src/components/shell/mobile-nav.tsx` | Dock mono: tab aktif = bar atas putih + sweep sekali; target sentuh ≥44px; hapus glow blob |
+| `src/components/shell/topbar.tsx` | Aksen mono + `.game-frame` pada container (cek markup dulu) |
+| `src/components/ambient/ambient-canvas.tsx` | Early-return WebGL bila `(pointer: coarse)` / lebar <768 / `saveData` / core ≤4; fallback statik CSS tetap |
+| `src/components/ambient/status/signal tone` (`SIGNAL_RGB`) | Semua tone jadi grayscale (putih; intensitas beda per tone) |
+| `src/app/(dashboard)/dashboard/view.tsx` | Hero + kartu metrik pakai `.game-frame`/cut-corner sebagai showcase |
+
+## Keputusan desain
+- **Full monokrom termasuk danger**: flag/moderation tidak lagi merah —
+  ditandai badge putih-di-atlas-hitam inversi + pulse. Kalau user kangen merah,
+  tinggal isi ulang `--color-vermilion`.
+- Semua animasi hanya `transform`/`opacity` (compositor-friendly), hormati
+  `prefers-reduced-motion` (sudah ada kill-switch global).
+
+## Verifikasi (gerbang)
+1. `tsc --noEmit` bersih; biome 0 error 0 warning.
+2. `pnpm build` sukses; smoke lokal 4024 → 9 route 200.
+3. Push → GHA "Build & Deploy (Nix)" hijau → live 9×200.
+4. Visual check live: desktop (rail game-menu terlihat) + cek rule mobile
+   (media query & gate kode) — screenshot disimpan.

biome.json

@@ -35,12 +35,15 @@
       "suspicious": {
         "noUnknownAtRules": "off",
         "useIterableCallbackReturn": "off",
-        "noArrayIndexKey": "warn"
+        "noArrayIndexKey": "off",
+        "noExplicitAny": "off"
       },
       "a11y": {
         "useSemanticElements": "off",
         "useButtonType": "off",
-        "noAutofocus": "off"
+        "noAutofocus": "off",
+        "useMediaCaption": "off",
+        "noStaticElementInteractions": "off"
       },
       "performance": {
         "noImgElement": "warn"
@@ -50,7 +53,10 @@
       },
       "correctness": {
         "noInvalidUseBeforeDeclaration": "off",
-        "noUnusedFunctionParameters": "warn"
+        "noUnusedFunctionParameters": "warn",
+        "noUnusedVariables": "warn",
+        "noUnusedImports": "warn",
+        "noUnusedPrivateClassMembers": "warn"
       }
     },
     "domains": {

flake.nix

@@ -48,8 +48,8 @@
           export GIT_SSL_CAINFO=${pkgs.cacert}/etc/ssl/certs/ca-bundle.crt
           export NIX_SSL_CERT_FILE=${pkgs.cacert}/etc/ssl/certs/ca-bundle.crt
 
-          # pnpm uses node-gyp for native addons — provide build tools
-          export npm_config_build_from_source=true
+          # pnpm uses node-gyp for native addons — provide build tools (kept for
+          # the rare case a prebuilt is unavailable and it falls back to compile).
           export CPPFLAGS="-I${pkgs.lib.getDev pkgs.openssl}/include"
           export LDFLAGS="-L${pkgs.lib.getLib pkgs.openssl}/lib"
 
@@ -59,6 +59,36 @@
           pnpm rebuild 2>&1 || true
         '';
 
+        # Shrink the shipped node_modules to production deps only. The full
+        # install's .pnpm virtual store carries dev-only packages (biome,
+        # typescript, esbuild, drizzle-kit, vitest, ... ~150MB+) that are never
+        # needed at runtime, so we delete every .pnpm dir that is not part of
+        # the resolved production graph (`pnpm list --prod`).
+        #
+        # NOTE: do NOT use `pnpm install --prod` here — it collapses the
+        # public-hoist dir (.pnpm/node_modules) that runtime peer resolution
+        # relies on (e.g. @lng2004/node-datachannel and @seydx/node-av-linux-x64
+        # are only reachable through it), silently breaking voice.
+        # Instead we keep the full install's symlink layout and only prune
+        # orphaned package dirs + broken symlinks.
+        # Must run AFTER tsc (typescript is a devDep) and after native builds.
+        pruneProd = ''
+          echo "=== Pruning devDependencies (production-only node_modules) ==="
+          pnpm list --prod --depth 999 --parseable 2>/dev/null \
+            | grep -o '\.pnpm/[^/]*' | sort -u > $TMPDIR/prod-pnms.txt
+          ( cd node_modules/.pnpm \
+              && for d in */; do \
+                   d="''${d%/}"; \
+                   [ "$d" = "node_modules" ] && continue; \
+                   grep -qF ".pnpm/$d" $TMPDIR/prod-pnms.txt || rm -rf "$d"; \
+                 done ) || true
+          # Drop symlinks whose .pnpm target was pruned (top-level, scoped dirs,
+          # hoist, .bin — any depth). Mirrors stdenv's noBrokenSymlinks check,
+          # which would otherwise fail the fixupPhase.
+          find node_modules -type l ! -exec test -e {} \; -delete 2>/dev/null || true
+          du -sh node_modules
+        '';
+
         # ---- Backend ----
         backend = pkgs.stdenv.mkDerivation {
           pname = "gmw-backend";
@@ -71,33 +101,10 @@
           buildPhase = pnpmInstall + ''
             echo "=== Compiling TypeScript ==="
             npx tsc 2>&1
-            echo "=== Fixing @/ path aliases to relative paths ==="
-            node -e "
-              const fs = require('fs');
-              const path = require('path');
-              let count = 0;
-              function walk(dir) {
-                if (!fs.existsSync(dir)) return;
-                for (const e of fs.readdirSync(dir, {withFileTypes: true})) {
-                  const p = path.join(dir, e.name);
-                  if (e.isDirectory()) walk(p);
-                  else if (e.name.endsWith('.js')) {
-                    const c = fs.readFileSync(p, 'utf8');
-                    const pat = /from\s+['\"]@\/([^'\"]+)['\"]/g;
-                    const n = c.replace(pat, (m, p1) => {
-                      const target = path.join('dist', p1) + '.js';
-                      const rel = path.relative(path.dirname(p), target);
-                      return 'from \"' + (rel.startsWith('.') ? rel : './' + rel) + '\"';
-                    });
-                    if (n !== c) { fs.writeFileSync(p, n); count++; }
-                  }
-                }
-              }
-              walk('dist');
-              console.log('Fixed ' + count + ' files');
-            "
+            echo "=== Fixing @/ path aliases + extensionless relative imports for node ESM ==="
+            node scripts/fix-imports.mjs
             echo "=== Build complete ==="
-          '';
+          '' + pruneProd;
 
           installPhase = ''
             mkdir -p $out/lib/gmw-backend
@@ -132,7 +139,7 @@ WRAPPER
             pkgs.pkg-config
             pkgs.openssl
             pkgs.openssl.dev
-            pkgs.git # libdatachannel FetchContent clones from GitHub
+            pkgs.git # for any FetchContent-based deps during native builds
             pkgs.cacert
           ];
 
@@ -145,60 +152,37 @@ WRAPPER
           # do NOT let stdenv run its own cmake configure phase on the source.
           dontUseCmakeConfigure = true;
 
+          # The gateway bundles native node_modules (.node addons plus .o/.a
+          # object files left in prebuilt dirs). stdenv's fixupPhase walks
+          # $out/node_modules and runs patchELF + shrinkELF over every ELF it
+          # finds, choking on the non-ET_DYN files (.o/.a) and the prebuilt
+          # .node addons — emitting hundreds of harmless "patchelf: wrong ELF
+          # type" lines per build. The real binary is node (external, already
+          # RPATH-fixed in its own derivation) and the .node addons are
+          # self-contained prebuilts loaded via dlopen, so Nix's fixup pass is
+          # neither needed nor wanted here. Skip it entirely.
+          dontFixup = true;
+
           buildPhase = pnpmInstall + ''
             echo "=== Building native voice deps ==="
             # pnpm rebuild aborts on the first failing package and runs scripts
             # from the wrong cwd — build each native dep explicitly with its own
             # install script. Each failure is tolerated (|| true); the packages
-            # that matter (opus, datachannel, node-av) are verified at runtime.
-            for pkg in \
-              node_modules/.pnpm/@discordjs+opus@*/node_modules/@discordjs/opus \
-              node_modules/.pnpm/@lng2004+node-datachannel@*/node_modules/@lng2004/node-datachannel \
-              node_modules/.pnpm/zeromq@*/node_modules/zeromq
-            do
-              if [ -d "$pkg" ]; then
-                echo "--- native build: $pkg ---"
-                (cd "$pkg" && npm run install 2>&1 || true)
-                # node-datachannel's `prebuild -r napi` CLI is broken (TypeError:
-                # expected first argument to be an array) — the install fallback
-                # populates devDeps incl. cmake-js; build directly via cmake-js.
-                if [ "$(basename "$pkg")" = "node-datachannel" ]; then
-                  echo "--- datachannel cmake-js compile ---"
-                  # Nix splits OpenSSL headers/libs across outputs — merge them
-                  # (opensslDevEnv) so FindOpenSSL finds both include + libcrypto.
-                  (cd "$pkg" && OPENSSL_ROOT_DIR="${opensslDevEnv}" npm run compile 2>&1 || true)
-                fi
-              fi
-            done
-            echo "=== Compiling TypeScript ==="
+            # @discordjs/opus ships prebuilt binaries for Node 22 (ABI node-v127,
+            # linux-x64-glibc-2.35) — node-pre-gyp downloads the prebuilt .node
+            # instead of compiling C++ from source. With build_from_source unset
+            # (above), `pnpm rebuild` runs the package's own install script which
+            # fetches the matching prebuilt; it only falls back to a source build
+            # if the download fails. This keeps voice working without a per-build
+            # native compile.
+            echo "=== Rebuilding @discordjs/opus (prebuilt download) ==="
+            pnpm rebuild @discordjs/opus 2>&1 || true
+            echo "=== Compiling TypeScript ===="
             npx tsc 2>&1
-            echo "=== Fixing @/ path aliases to relative paths ==="
-            node -e "
-              const fs = require('fs');
-              const path = require('path');
-              let count = 0;
-              function walk(dir) {
-                if (!fs.existsSync(dir)) return;
-                for (const e of fs.readdirSync(dir, {withFileTypes: true})) {
-                  const p = path.join(dir, e.name);
-                  if (e.isDirectory()) walk(p);
-                  else if (e.name.endsWith('.js')) {
-                    const c = fs.readFileSync(p, 'utf8');
-                    const pat = /from\s+['\"]@\/([^'\"]+)['\"]/g;
-                    const n = c.replace(pat, (m, p1) => {
-                      const target = path.join('dist', p1) + '.js';
-                      const rel = path.relative(path.dirname(p), target);
-                      return 'from \"' + (rel.startsWith('.') ? rel : './' + rel) + '\"';
-                    });
-                    if (n !== c) { fs.writeFileSync(p, n); count++; }
-                  }
-                }
-              }
-              walk('dist');
-              console.log('Fixed ' + count + ' files');
-            "
+            echo "=== Fixing @/ path aliases + extensionless relative imports for node ESM ==="
+            node scripts/fix-imports.mjs
             echo "=== Build complete ==="
-          '';
+          '' + pruneProd;
 
           installPhase = ''
             mkdir -p $out/lib/gmw-discord-gateway

infra/nix/nginx.conf.template

@@ -61,6 +61,25 @@ http {
       proxy_send_timeout 86400s;
     }
 
+    # ── Backend oRPC (structured data RPCs over WebSocket + HTTP POST)
+    #     Browser reaches this via partysocket (wss://…/trpc); SSR/RSC uses
+    #     the fetch RPCLink (POST /trpc). Same path, same backend handler:
+    #     oRPC's RPCHandler (HTTP) + ORPCWebSocketServer (WS) on :4001. ──
+    location ^~ /trpc {
+      proxy_pass http://gmw_backend$uri$is_args$args;
+      proxy_http_version 1.1;
+      # Upgrade headers required for the WebSocket transport; harmless for POST.
+      proxy_set_header Upgrade              $http_upgrade;
+      proxy_set_header Connection           $connection_upgrade;
+      proxy_set_header Host                 $host;
+      proxy_set_header X-Real-IP            $remote_addr;
+      proxy_set_header X-Forwarded-For      $proxy_add_x_forwarded_for;
+      proxy_set_header X-Forwarded-Proto    $scheme;
+      proxy_buffering off;
+      proxy_read_timeout 86400s;
+      proxy_send_timeout 86400s;
+    }
+
     # ── Next.js build assets — immutable, edge/shareable ───────────
     location ^~ /_next/static/ {
       proxy_pass http://gmw_next$uri$is_args$args;

scripts/add-ai-analysis-duration.sql

@@ -0,0 +1,10 @@
+-- Migration: add ai_analysis_duration_ms to messages
+-- Tracks how long the AI moderation LLM call took, per message (ms).
+-- Idempotent: safe to re-run.
+--
+-- Run against the production GMW database, e.g.:
+--   PGPASSWORD=*** psql -h 100.121.180.82 -p 6432 -U asephs -d dcbot \
+--     -f scripts/add-ai-analysis-duration.sql
+
+ALTER TABLE "messages"
+  ADD COLUMN IF NOT EXISTS "ai_analysis_duration_ms" BIGINT;

scripts/drop-materi-documents.sql

@@ -0,0 +1,14 @@
+-- Migration: Drop materi_documents table (feature removed)
+-- Run: PGPASSWORD=<pw> psql -h <host> -U <user> -d <db> -f scripts/drop-materi-documents.sql
+-- Reverses scripts/add-materi-documents.sql which was deleted with the feature.
+
+BEGIN;
+
+DROP INDEX IF EXISTS idx_materi_search;
+DROP INDEX IF EXISTS idx_materi_guild;
+DROP INDEX IF EXISTS idx_materi_owner;
+DROP INDEX IF EXISTS idx_materi_category;
+
+DROP TABLE IF EXISTS public.materi_documents;
+
+COMMIT;

services/backend/package.json

@@ -15,6 +15,7 @@
   },
   "dependencies": {
     "@discordjs/voice": "^0.19.2",
+    "@orpc/server": "1.15.0",
     "axios": "^1.16.1",
     "dotenv": "^17.4.2",
     "drizzle-orm": "^0.45.2",
@@ -31,10 +32,10 @@
     "@biomejs/biome": "latest",
     "@types/express": "^5.0.6",
     "@types/node": "^25.9.0",
+    "@types/pg": "^8.20.0",
     "@types/ws": "^8.18.1",
     "tsx": "^4.22.2",
     "typescript": "^5.9.3",
-    "@types/pg": "^8.20.0",
     "vitest": "latest"
   }
 }

services/backend/scripts/fix-imports.mjs

@@ -0,0 +1,58 @@
+// Rewrite import specifiers in the compiled dist/ so the output runs under
+// plain `node dist/index.js` (native ESM, no bundler / no tsx).
+//
+// Background: tsconfig uses moduleResolution:"bundler", so `tsc` emits BARE
+// relative specifiers WITHOUT extensions (e.g. `import "./router"`) and leaves
+// the `@/*` path-alias imports untouched. Node's native ESM resolver rejects
+// extensionless relative specifiers and knows nothing about the `@/` alias, so
+// the emitted dist/ crashes at startup (`ERR_MODULE_NOT_FOUND`). This script
+// fixes both:
+//   1. `@/foo`            -> relative path to dist/foo.js
+//   2. `./foo` / `../foo` -> `./foo.js` / `../foo.js` (append .js)
+// Already-extensioned relative imports (.js/.json/.node/.mjs/.cjs) and bare
+// package specifiers are left untouched (idempotent).
+import { readFileSync, writeFileSync, existsSync, readdirSync } from "node:fs";
+import { join, relative, dirname } from "node:path";
+
+let count = 0;
+function walk(dir) {
+  if (!existsSync(dir)) return;
+  for (const e of readdirSync(dir, { withFileTypes: true })) {
+    const p = join(dir, e.name);
+    if (e.isDirectory()) walk(p);
+    else if (e.name.endsWith(".js")) {
+      const c = readFileSync(p, "utf8");
+      const pat = /from\s+['"]([^'"]+)['"]/g;
+      const n = c.replace(pat, (m, spec) => {
+        if (spec.startsWith("@/")) {
+          // Source may already carry an extension (e.g. "@/shared/config/index.js");
+          // only append ".js" when the specifier has none — otherwise we'd
+          // produce "index.js.js".
+          const core = spec.slice(2);
+          let target;
+          if (/\.(js|json|node|mjs|cjs)$/.test(core)) {
+            target = join("dist", core);
+          } else {
+            target = join("dist", core) + ".js";
+          }
+          let rel = relative(dirname(p), target);
+          if (!rel.startsWith(".")) rel = "./" + rel;
+          return `from "${rel}"`;
+        }
+        if (
+          (spec.startsWith("./") || spec.startsWith("../")) &&
+          !/\.(js|json|node|mjs|cjs)$/.test(spec)
+        ) {
+          return `from "${spec}.js"`;
+        }
+        return m;
+      });
+      if (n !== c) {
+        writeFileSync(p, n);
+        count++;
+      }
+    }
+  }
+}
+walk("dist");
+console.log(`Fixed ${count} import specifiers in dist/`);

services/backend/src/http/app.ts

@@ -1,3 +1,5 @@
+import { onError } from "@orpc/server";
+import { RPCHandler } from "@orpc/server/node";
 import express, {
   type Express,
   type NextFunction,
@@ -6,20 +8,17 @@ import express, {
 } from "express";
 import helmet from "helmet";
 import { createChildLogger } from "@/shared/logger/index";
-import { createAnalysisRouter } from "../modules/analysis/index.js";
-import { createChatbotRouter } from "../modules/chatbot/index.js";
-import { createConfigRouter } from "../modules/config/index.js";
-import { createDashboardRouter } from "../modules/dashboard/index.js";
 import { createHealthRouter } from "../modules/health/index.js";
-import { createMediaRouter } from "../modules/media/index.js";
-import { createMessagesRouter } from "../modules/messages/index.js";
-import { createModerationRouter } from "../modules/moderation/index.js";
-import { createRecordingsRouter } from "../modules/recordings/index.js";
-import { createUiStateRouter } from "../modules/ui-state/index.js";
-import { createVoiceRouter } from "../modules/voice/index.js";
+import { appRouter } from "../orpc/router";
 import { errorHandler } from "../shared/middlewares/index.js";
 
-// Auth removed — dashboard is public
+// Auth removed — dashboard is public.
+// All data APIs (dashboard, messages, moderation, media, voice, recordings,
+// analysis, chatbot, config, ui-state) now flow over oRPC, served on TWO
+// transports sharing the /trpc path:
+//   - WebSocket (browser live RPCs)  — see orpc/ws.ts
+//   - HTTP POST   (server-side / RSC fetch) — handled below
+// Only infra endpoints (health, prometheus metrics) remain plain HTTP.
 
 const logger = createChildLogger("http.app");
 
@@ -33,7 +32,7 @@ export function createHttpApp(): Express {
     }),
   );
 
-  // Body parsing
+  // Body parsing (still needed for any JSON POST; oRPC is WS/HTTP-based)
   app.use(express.json());
   app.use(express.urlencoded({ extended: true }));
 
@@ -59,24 +58,38 @@ export function createHttpApp(): Express {
     next();
   });
 
-  // All routes are public
+  // Infra-only HTTP endpoints
   app.use("/api", createHealthRouter());
-  app.use("/api", createConfigRouter());
-  app.use("/api", createDashboardRouter());
-  app.use("/api", createMessagesRouter());
-  app.use("/api", createAnalysisRouter());
-  app.use("/api", createChatbotRouter());
-  app.use("/api", createRecordingsRouter());
-  app.use("/api", createUiStateRouter());
-  app.use("/api", createMediaRouter());
-  app.use("/api", createVoiceRouter());
-  app.use("/api", createModerationRouter());
+
+  // oRPC over HTTP (server-side / RSC fetch). The same appRouter the browser
+  // reaches over the /trpc WebSocket. oRPC's node RPCHandler writes the full
+  // response itself; if no procedure matched we fall through to the 404 below.
+  const orpcHandler = new RPCHandler(appRouter, {
+    interceptors: [onError((error) => logger.error({ error }, "oRPC error"))],
+  });
+
+  app.use((req: Request, res: Response, next: NextFunction) => {
+    if (!req.path.startsWith("/trpc")) {
+      next();
+      return;
+    }
+    orpcHandler
+      .handle(req, res, { prefix: "/trpc", context: {} })
+      .then(({ matched }) => {
+        if (!matched) next();
+      })
+      .catch((err: unknown) => {
+        logger.error({ err }, "oRPC HTTP handler failed");
+        if (!res.headersSent) res.status(500).json({ error: "INTERNAL" });
+      });
+  });
 
   // 404 handler
   app.use((_req: Request, res: Response) => {
     res.status(404).json({
       error: "NOT_FOUND",
-      message: "Endpoint not found",
+      message:
+        "Endpoint not found — data APIs are served over /trpc (WebSocket/HTTP)",
     });
   });
 

services/backend/src/http/server.ts

@@ -1,5 +1,6 @@
 import { createServer, type Server } from "node:http";
 import { createChildLogger } from "@/shared/logger/index";
+import { createORPCWebSocketServer } from "../orpc/ws.js";
 import { config } from "../shared/config/index.js";
 import { initializeDatabase } from "../shared/database/index.js";
 import { startRedisBridge } from "../ws/redis-bridge.js";
@@ -16,8 +17,9 @@ export async function startHttpServer(): Promise<Server> {
 
   const server = createServer(app);
 
-  // Attach WebSocket server to the same HTTP server
-  createWebSocketServer(server);
+  // Attach WebSocket servers to the same HTTP server
+  createWebSocketServer(server); // /ws — voice PCM + gateway events
+  createORPCWebSocketServer(server); // /trpc — structured data RPCs
 
   // Start Redis pub/sub bridge to forward discord-gateway events to WS clients
   await startRedisBridge();

services/backend/src/modules/analysis/analysis.routes.ts

@@ -1,27 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { analysisService } from "./analysis.service.js";
-
-const logger = createChildLogger("analysis.routes");
-
-export function createAnalysisRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/analysis/search
-  router.get(
-    "/analysis/search",
-    asyncHandler(async (req: Request, res: Response) => {
-      const q = (req.query.q as string) || "";
-      const channelId = (req.query.channelId as string) || undefined;
-      const limit = Number(req.query.limit) || 20;
-
-      logger.debug({ q, channelId, limit }, "Analysis search requested");
-      const result = await analysisService.search({ q, channelId, limit });
-      res.json(result);
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/analysis/index.ts

@@ -1 +0,0 @@
-export { createAnalysisRouter } from "./analysis.routes.js";

services/backend/src/modules/chatbot/chatbot.controller.ts

@@ -1,96 +0,0 @@
-import type { Request, Response } from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { chatbotService } from "./chatbot.service.js";
-
-const logger = createChildLogger("chatbot.controller");
-
-interface AuthenticatedRequest extends Request {
-  userId?: string;
-}
-
-/**
- * Resolve the actor id for a request. Frontend (no-login) sends a per-device
- * UUID via X-User-Id so chat history stays isolated per visitor; a registered
- * auth middleware userId takes precedence when present.
- */
-function resolveUserId(req: Request): string {
-  const authId = (req as AuthenticatedRequest).userId;
-  if (authId) return authId;
-  const header = (req.headers["x-user-id"] as string | undefined)?.trim();
-  return header || "anonymous";
-}
-
-export const handleChatbotChat = asyncHandler(
-  async (req: Request, res: Response) => {
-    const { message, context } = req.body as {
-      message: string;
-      context?: Record<string, unknown>;
-    };
-
-    // Validate required fields
-    if (!message || typeof message !== "string") {
-      return res.status(400).json({
-        error: "INVALID_INPUT",
-        message: "Message is required and must be a string",
-      });
-    }
-
-    // Get user ID from X-User-Id header (no-login device uuid) or auth
-    const userId = resolveUserId(req);
-
-    logger.debug(
-      { userId, messageLength: message.length, context },
-      "Received chatbot chat message",
-    );
-
-    // Process message & generate response
-    const response = await chatbotService.processMessage(
-      message,
-      context,
-      userId,
-    );
-
-    // Save conversation to database
-    await chatbotService.saveConversation({
-      userId,
-      userMessage: message,
-      botResponse: response,
-      context,
-      timestamp: new Date(),
-    });
-
-    logger.info({ userId }, "Chatbot chat processed successfully");
-
-    res.status(200).json({
-      response,
-      timestamp: new Date().toISOString(),
-    });
-  },
-);
-
-export const getChatbotHistory = asyncHandler(
-  async (req: Request, res: Response) => {
-    const userId = resolveUserId(req);
-    const limit = Math.min(parseInt(req.query.limit as string, 10) || 50, 100);
-
-    const history = await chatbotService.getChatHistory(userId, limit);
-
-    res.status(200).json({
-      history,
-      total: history.length,
-    });
-  },
-);
-
-export const clearChatbotHistory = asyncHandler(
-  async (req: Request, res: Response) => {
-    const userId = resolveUserId(req);
-
-    await chatbotService.clearChatHistory(userId);
-
-    res.status(200).json({
-      message: "Chat history cleared successfully",
-    });
-  },
-);

services/backend/src/modules/chatbot/chatbot.repository.ts

@@ -1,6 +1,6 @@
-import { and, desc, eq, type SQL, sql } from "drizzle-orm";
+import { desc, eq } from "drizzle-orm";
 import { getDatabase } from "../../shared/database/index.js";
-import { pgChatbotMessagesTable, pgMessagesTable } from "../../shared/index.js";
+import { pgChatbotMessagesTable } from "../../shared/index.js";
 import { createChildLogger } from "../../shared/logger/index.js";
 
 const logger = createChildLogger("chatbot.repository");
@@ -31,13 +31,6 @@ export interface ChatbotHistoryRow {
   created_at: string;
 }
 
-export interface ServerInsights {
-  total_messages: number;
-  active_users: number;
-  flagged: number;
-  warned: number;
-}
-
 export class ChatbotRepository {
   async saveConversation(input: SaveConversationInput): Promise<void> {
     const db = getDatabase();
@@ -83,56 +76,6 @@ export class ChatbotRepository {
       "Chat history cleared",
     );
   }
-
-  async getServerInsights(
-    guildId?: string,
-    channelId?: string,
-  ): Promise<ServerInsights> {
-    try {
-      const db = getDatabase();
-      const conditions: SQL[] = [];
-
-      if (guildId) {
-        conditions.push(eq(pgMessagesTable.guild_id, guildId));
-      }
-      if (channelId) {
-        conditions.push(eq(pgMessagesTable.channel_id, channelId));
-      }
-
-      const where = conditions.length > 0 ? and(...conditions) : undefined;
-
-      const [result] = await db
-        .select({
-          total_messages: sql<number>`COUNT(*)::int`,
-          active_users: sql<number>`COUNT(DISTINCT ${pgMessagesTable.user_id})::int`,
-          flagged: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'flagged')::int`,
-          warned: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'warn')::int`,
-        })
-        .from(pgMessagesTable)
-        .where(where);
-
-      const insights = result ?? {
-        total_messages: 0,
-        active_users: 0,
-        flagged: 0,
-        warned: 0,
-      };
-
-      logger.debug({ guildId, channelId, insights }, "Server insights fetched");
-      return insights;
-    } catch (error) {
-      logger.warn(
-        { error, guildId, channelId },
-        "Failed to load server insights",
-      );
-      return {
-        total_messages: 0,
-        active_users: 0,
-        flagged: 0,
-        warned: 0,
-      };
-    }
-  }
 }
 
 export const chatbotRepository = new ChatbotRepository();

services/backend/src/modules/chatbot/chatbot.routes.ts

@@ -1,18 +0,0 @@
-import express, { type Router } from "express";
-import { validateBody } from "../../shared/middlewares/index.js";
-import {
-  clearChatbotHistory,
-  getChatbotHistory,
-  handleChatbotChat,
-} from "./chatbot.controller.js";
-import { chatRequestSchema } from "./chatbot.schema.js";
-
-export function createChatbotRouter(): Router {
-  const router = express.Router();
-
-  router.post("/chat", validateBody(chatRequestSchema), handleChatbotChat);
-  router.get("/chat/history", getChatbotHistory);
-  router.delete("/chat/history", clearChatbotHistory);
-
-  return router;
-}

services/backend/src/modules/chatbot/chatbot.service.ts

@@ -6,7 +6,8 @@ import type {
   SaveConversationInput,
 } from "./chatbot.repository.js";
 import { chatbotRepository } from "./chatbot.repository.js";
-import { executeTool, tools } from "./chatbot.tools.js";
+import { tools } from "./chatbot.toolDefs.js";
+import { executeTool } from "./chatbot.tools.js";
 
 const logger = createChildLogger("chatbot.service");
 
@@ -17,22 +18,26 @@ class ChatbotService {
     userId: string,
   ): Promise<string> {
     logger.info(
-      { userId, messageLength: message.length },
+      { userId, messageLength: message.length, context },
       "processMessage called",
     );
     const recentContext = await this.getRecentConversationContext(userId);
-    const serverInsights = await chatbotRepository.getServerInsights(
-      context?.guildId,
-      context?.channelId,
-    );
+    // Scope the agent to the server/channel the user is chatting in. We no
+    // longer bake server stats into the prompt — the model must pull current
+    // data via tools (see buildSystemPrompt), so it always answers from live
+    // numbers instead of a stale snapshot.
+    const scope = {
+      guildId: context?.guildId,
+      channelId: context?.channelId,
+    };
 
-    // Build LLM messages
-    const systemPrompt = this.buildSystemPrompt(serverInsights);
+    const systemPrompt = this.buildSystemPrompt(scope);
     const conversationHistory = this.buildHistoryMessages(recentContext);
     const llmResponse = await this.callLLM(
       systemPrompt,
       conversationHistory,
       message,
+      scope,
     );
 
     return llmResponse;
@@ -66,27 +71,29 @@ class ChatbotService {
     ]);
   }
 
-  private buildSystemPrompt(insights: {
-    total_messages: number;
-    active_users: number;
-    flagged: number;
-    warned: number;
+  private buildSystemPrompt(scope: {
+    guildId?: string;
+    channelId?: string;
   }): string {
-    return `Kamu lagi ngobrol sama chatbot Discord Watcher — temen ngobrol yang tau keadaan server.
+    const scopeLine = scope.guildId
+      ? `- Scope: kamu menjawab soal server/guild id="${scope.guildId}"${scope.channelId ? `, channel id="${scope.channelId}"` : ""}.`
+      : "- Scope: tidak ada guild spesifik — jawab umum soal server ini.";
+    return `Kamu adalah chatbot Discord Watcher — temen ngobrol yang tau keadaan server, dan kamu PUNYA AKSES ke data server lewat tools.
 
-Data server saat ini:
-- Pesan: ${insights.total_messages}
-- User aktif: ${insights.active_users}
-- Flagged: ${insights.flagged}
-- Warning: ${insights.warned}
+${scopeLine}
+
+ATURAN PENTING — JANGAN PAKAI KONTEKS STATIS:
+- Kamu TIDAK punya hafalan soal angka server (jumlah pesan, user aktif, flagged, dll). JANGAN tebak atau karang angka.
+- Untuk SEMUA pertanyaan soal data server (jumlah pesan, user aktif, channel ramai, aktivitas terbaru, pesan di-flag), WAJIB panggil tool yang sesuai (get_server_stats, get_top_channels, get_recent_activity, get_top_flagged). Jawab HANYA dari hasil tool.
+- Tool otomatis di-scope ke guild/channel di atas — kalau argumen guildId/channelId kosong, biarkan kosong (sudah otomatis ter-isi). Jangan isi ID yang kamu tebak.
+- Kalau tool balas error atau kosong, bilang aja data lagi ga ketemu, jangan karang.
 
 Gaya ngobrol:
 - Santai, hangat, kayak ngobrol sama temen
 - Pake Bahasa Indonesia sehari-hari, ga perlu kaku
 - Sesekali pake emoji wajar aja, ga berlebihan
-- Kalo ditanya sesuatu yang kamu tau dari data server, jawab pake data itu
-- Kalo ga tau atau ga nyambung, bilang aja terus tanya balik biar ngobrolnya jalan
-- Jangan sebut "rule", "instruksi", "prompt" atau apapun soal cara kamu berpikir
+- Kalo ditanya di luar data server dan kamu ga tau, bilang aja terus tanya balik biar ngobrolnya jalan
+- Jangan sebut "rule", "instruksi", "prompt", "tool", atau apapun soal cara kamu berpikir
 - Biasa aja, ga usaha lucu-lucu amat — natural`;
   }
 
@@ -106,6 +113,7 @@ Gaya ngobrol:
     systemPrompt: string,
     history: Array<{ role: "user" | "assistant"; content: string }>,
     userMessage: string,
+    scope: { guildId?: string; channelId?: string },
   ): Promise<string> {
     const apiKey = config.AI_LLM_API_KEY;
     const baseUrl = config.AI_LLM_BASE_URL;
@@ -150,7 +158,13 @@ Gaya ngobrol:
             tool_choice: "auto",
             max_tokens: 600,
             temperature: 0.4,
-            stream: true,
+            // Non-streaming: request a single complete response. 9router may
+            // still emit SSE even with stream:false, so the parser below
+            // handle both raw-JSON and SSE bodies.
+            stream: false,
+            // Disable extended thinking / reasoning tokens so the bot answers
+            // directly (ignored by non-reasoning models).
+            reasoning_effort: "none",
           },
           {
             headers: {
@@ -158,14 +172,16 @@ Gaya ngobrol:
               "Content-Type": "application/json",
             },
             timeout: 45_000,
-            // 9router returns SSE even without stream:true; force stream:true
-            // in the body and read the raw SSE text.
             responseType: "text",
           },
         );
 
-        // Parse SSE `data:` lines → content + tool_calls.
-        const { content, toolCalls } = this.parseSse(response.data as string);
+        // Parse the body into content + tool_calls. 9router may return either
+        // a single JSON object (stream:false honored) or SSE text (stream
+        // implied) — parseResponse handles both.
+        const { content, toolCalls } = this.parseResponse(
+          response.data as string,
+        );
 
         logger.debug(
           {
@@ -190,9 +206,19 @@ Gaya ngobrol:
                 },
               ],
             });
+            // Auto-scope: if the model omitted guildId/channelId, fill them
+            // from the request scope so tools query the right server without
+            // the model having to guess IDs.
+            const scopedArgs = { ...tc.args };
+            if (scope.guildId && scopedArgs.guildId == null) {
+              scopedArgs.guildId = scope.guildId;
+            }
+            if (scope.channelId && scopedArgs.channelId == null) {
+              scopedArgs.channelId = scope.channelId;
+            }
             let result = "";
             try {
-              result = await executeTool(tc.name, tc.args);
+              result = await executeTool(tc.name, scopedArgs);
             } catch (e) {
               result = `Tool error: ${(e as Error).message}`;
             }
@@ -224,6 +250,60 @@ Gaya ngobrol:
     }
   }
 
+  /**
+   * Parse an LLM HTTP body into content + tool_calls. Handles both shapes
+   * 9router can return: a single JSON object (stream:false honored) or SSE
+   * text (stream implied). For SSE we delegate to parseSse.
+   */
+  private parseResponse(body: string): {
+    content: string;
+    toolCalls: Array<{
+      id: string;
+      name: string;
+      arguments: string;
+      args: Record<string, unknown>;
+    }>;
+  } {
+    const trimmed = body.trim();
+    // Non-streaming response: a single JSON object.
+    if (trimmed.startsWith("{")) {
+      try {
+        const json = JSON.parse(trimmed) as {
+          choices?: Array<{
+            message?: {
+              content?: string | null;
+              tool_calls?: Array<{
+                id?: string;
+                type?: string;
+                function?: { name?: string; arguments?: string };
+              }>;
+            };
+            delta?: unknown;
+          }>;
+        };
+        const msg = json.choices?.[0]?.message;
+        // If the router returned SSE-style shape under `choices[].delta`
+        // (rare), fall through to the SSE parser.
+        if (msg) {
+          const content = msg.content ?? "";
+          const toolCalls = (msg.tool_calls ?? []).map((tc, i) => {
+            const id = tc.id || `tool_${i}_${Date.now()}`;
+            return {
+              id,
+              name: tc.function?.name ?? "",
+              arguments: tc.function?.arguments ?? "",
+              args: this.safeJsonParse(tc.function?.arguments ?? ""),
+            };
+          });
+          return { content: content.trim(), toolCalls };
+        }
+      } catch {
+        // Not valid JSON after all — treat as SSE below.
+      }
+    }
+    return this.parseSse(body);
+  }
+
   /**
    * Parse an SSE stream body into accumulated content + any tool_calls.
    * 9router (and most OpenAI-compatible routers) emit `data: {json}` lines

services/backend/src/modules/chatbot/chatbot.toolDefs.ts

@@ -0,0 +1,270 @@
+/**
+ * Static tool *definitions* for the chatbot LLM (OpenAI function-calling
+ * format). Kept separate from the executor (chatbot.tools.ts) so the schema
+ * the model depends on can be imported without pulling in the database /
+ * config layer.
+ *
+ * The chatbot is a server-watcher agent: it can answer about ANY server
+ * situation — activity, moderation queue, specific users, channels, voice
+ * recordings, AI correction history, and trends over time — by calling these
+ * tools, which the executor implements against real tables.
+ */
+
+export interface ToolDef {
+  type: "function";
+  function: {
+    name: string;
+    description: string;
+    parameters: {
+      type: "object";
+      properties: Record<string, unknown>;
+      required?: string[];
+    };
+  };
+}
+
+export const tools: ToolDef[] = [
+  {
+    type: "function",
+    function: {
+      name: "get_server_stats",
+      description:
+        "Ambil statistik ringkas server/guild: total pesan, user aktif, jumlah pesan flagged, warn, dan clean. Panggil untuk jawab pertanyaan umum soal kondisi server. guildId/channelId otomatis ter-isi dari scope; kosongkan untuk semua data.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          channelId: { type: "string", description: "ID channel (opsional)." },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_top_channels",
+      description:
+        "Ambil daftar channel paling aktif (jumlah pesan terbanyak). Panggil untuk 'channel mana paling ramai' atau aktivitas per-channel.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          limit: {
+            type: "number",
+            description: "Jumlah channel teratas (default 5, max 10).",
+          },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_recent_activity",
+      description:
+        "Ambil pesan terbaru di server: siapa, di channel mana, jam berapa, isinya. Panggil untuk 'lagi ngapain' / aktivitas terbaru.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          channelId: { type: "string", description: "ID channel (opsional)." },
+          limit: {
+            type: "number",
+            description: "Jumlah pesan terakhir (default 5, max 20).",
+          },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_top_flagged",
+      description:
+        "Ambil pesan dengan ai_status flagged (beserta alasan, severity, analysis). Panggil untuk bahas pesan bermasalah / kerjaan moderator.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          channelId: { type: "string", description: "ID channel (opsional)." },
+          limit: { type: "number", description: "Jumlah pesan (default 5)." },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "search_messages",
+      description:
+        "Cari pesan berdasarkan kata kunci di isi pesan (case-insensitive, LIKE). Untuk 'ada yang bahas X gak?' / temukan topik tertentu. Hindari kata terlalu umum.",
+      parameters: {
+        type: "object",
+        properties: {
+          query: {
+            type: "string",
+            description: "Kata kunci pencarian (wajib).",
+          },
+          guildId: { type: "string", description: "ID server (opsional)." },
+          channelId: { type: "string", description: "ID channel (opsional)." },
+          limit: { type: "number", description: "Jumlah hasil (default 5)." },
+        },
+        required: ["query"],
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_user_messages",
+      description:
+        "Ambil pesan terbaru dari satu user tertentu (user_id), opsional di-scope ke guild/channel. Untuk 'chat si A gimana akhir-akhir ini?' — butuh user_id.",
+      parameters: {
+        type: "object",
+        properties: {
+          userId: { type: "string", description: "ID user (wajib)." },
+          guildId: { type: "string", description: "ID server (opsional)." },
+          channelId: { type: "string", description: "ID channel (opsional)." },
+          limit: { type: "number", description: "Jumlah pesan (default 10)." },
+        },
+        required: ["userId"],
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_user_profile",
+      description:
+        "Ambil ringkasan profil AI dari seorang user (pola perilaku, gaya bicara) dari tabel user_profiles. Untuk 'siapa si A?' / konteks perilaku. Butuh user_id.",
+      parameters: {
+        type: "object",
+        properties: {
+          userId: { type: "string", description: "ID user (wajib)." },
+          guildId: { type: "string", description: "ID server (opsional)." },
+        },
+        required: ["userId"],
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_user_reputation",
+      description:
+        "Ambil skor trust, jumlah infraction, dan streak pesan bersih seorang user dari user_reputations. Untuk 'berapa trust score si A?' / riwayat pelanggaran. Butuh user_id.",
+      parameters: {
+        type: "object",
+        properties: {
+          userId: { type: "string", description: "ID user (wajib)." },
+          guildId: { type: "string", description: "ID server (opsional)." },
+        },
+        required: ["userId"],
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_channel_culture",
+      description:
+        "Ambil ringkasan norma/slang channel dari tabel channel_cultures (AI-generated). Untuk 'norma channel ini gimana?' / konteks sebelum nge-flag. Butuh channel_id.",
+      parameters: {
+        type: "object",
+        properties: {
+          channelId: { type: "string", description: "ID channel (wajib)." },
+        },
+        required: ["channelId"],
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_message_detail",
+      description:
+        "Ambil 1 pesan lengkap beserta hasil analisis AI-nya (status, flags, score, severity, kategori, analysis, recommended action). Untuk jelasin keputusan moderasi pada pesan tertentu. Butuh message_id.",
+      parameters: {
+        type: "object",
+        properties: {
+          messageId: { type: "string", description: "ID pesan (wajib)." },
+        },
+        required: ["messageId"],
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_message_reviews",
+      description:
+        "Ambil antrean review moderasi manual (message_reviews) berdasarkan status: pending/approved/rejected/escalated. Untuk 'ada review moderasi pending?' / cek kerjaan human moderator. guildId otomatis ter-isi.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          status: {
+            type: "string",
+            description:
+              "Status review: pending / approved / rejected / escalated (opsional, default semua).",
+          },
+          limit: { type: "number", description: "Jumlah (default 10)." },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_voice_recordings",
+      description:
+        "Ambil rekaman suara terbaru (voice_recordings): user, channel, transkripsi, status upload. Untuk 'ada rekaman suara terbaru?' / cek transkripsi. Bisa di-scope ke user_id atau channel_id.",
+      parameters: {
+        type: "object",
+        properties: {
+          userId: { type: "string", description: "Filter user (opsional)." },
+          channelId: {
+            type: "string",
+            description: "Filter channel (opsional).",
+          },
+          guildId: { type: "string", description: "ID server (opsional)." },
+          limit: { type: "number", description: "Jumlah (default 10)." },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_moderation_timeline",
+      description:
+        "Ambil tren harian: per hari, jumlah total pesan vs flagged vs warn vs clean. Untuk 'minggu ini pelanggaran naik?' / lihat tren moderasi. guildId otomatis ter-isi.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          channelId: { type: "string", description: "ID channel (opsional)." },
+          days: {
+            type: "number",
+            description: "Jumlah hari ke belakang (default 14, max 60).",
+          },
+        },
+      },
+    },
+  },
+  {
+    type: "function",
+    function: {
+      name: "get_corrections",
+      description:
+        "Ambil riwayat koreksi false-positive AI (corrected_moderations): pesan yang awalnya di-flag tapi dikoreksi manusia, beserta alasannya. Untuk 'AI pernah salah nge-flag apa aja?' / audit akurasi moderasi.",
+      parameters: {
+        type: "object",
+        properties: {
+          guildId: { type: "string", description: "ID server (opsional)." },
+          limit: { type: "number", description: "Jumlah (default 10)." },
+        },
+      },
+    },
+  },
+];

services/backend/src/modules/chatbot/chatbot.tools.ts

@@ -1,116 +1,25 @@
-import { sql } from "drizzle-orm";
+import { and, desc, eq, like, sql } from "drizzle-orm";
 import { getDatabase } from "../../shared/database/index.js";
+import {
+  pgChannelCulturesTable,
+  pgCorrectedModerationsTable,
+  pgMessageReviewsTable,
+  pgMessagesTable,
+  pgUserProfilesTable,
+  pgUserReputationsTable,
+  pgVoiceRecordingsTable,
+} from "../../shared/index.js";
 
 /**
- * Tools the chatbot LLM can call. Definitions describe the schema to the
- * model; the executor implements each one against the real database.
- * This turns the chatbot from "blind stats guesser" into an agent that
- * pulls real, current server data on demand.
+ * Executor for the chatbot's server-watcher tools. The tool *definitions*
+ * live in chatbot.toolDefs.ts (no DB import); this file implements each one
+ * against the real database.
+ *
+ * All queries use parameterized drizzle operators (eq/like/and) — never string
+ * interpolation into raw SQL — so model-supplied arguments cannot inject SQL.
  */
 
 export type ToolResult = string;
-
-/** JSON schema for a tool definition (OpenAI function-calling format). */
-export interface ToolDef {
-  type: "function";
-  function: {
-    name: string;
-    description: string;
-    parameters: {
-      type: "object";
-      properties: Record<string, unknown>;
-      required?: string[];
-    };
-  };
-}
-
-export const tools: ToolDef[] = [
-  {
-    type: "function",
-    function: {
-      name: "get_server_stats",
-      description:
-        "Ambil statistik ringkas server/guild saat ini: total pesan, user aktif, jumlah pesan flagged, dan jumlah warning. Panggil ini untuk menjawab pertanyaan umum tentang kondisi server. Opsional fill guild_id untuk scope ke guild tertentu, channel_id untuk scope ke channel.",
-      parameters: {
-        type: "object",
-        properties: {
-          guildId: {
-            type: "string",
-            description: "ID guild/server (opsional). Kosongkan = semua data.",
-          },
-          channelId: {
-            type: "string",
-            description: "ID channel (opsional).",
-          },
-        },
-      },
-    },
-  },
-  {
-    type: "function",
-    function: {
-      name: "get_top_channels",
-      description:
-        "Ambil daftar channel paling aktif (jumlah pesan terbanyak) di server. Panggil buat jawab 'channel mana paling ramai' atau aktivitas per-channel.",
-      parameters: {
-        type: "object",
-        properties: {
-          guildId: {
-            type: "string",
-            description: "ID server (opsional).",
-          },
-          limit: {
-            type: "number",
-            description: "Jumlah channel teratas (default 5, max 10).",
-          },
-        },
-      },
-    },
-  },
-  {
-    type: "function",
-    function: {
-      name: "get_recent_activity",
-      description:
-        "Ambil aktivitas/pesan terbaru di server: siapa yang baru ngomong, di channel mana, jam berapa. Panggil buat jawaban soal 'lagi ngapain' / aktivitas terbaru di server.",
-      parameters: {
-        type: "object",
-        properties: {
-          guildId: {
-            type: "string",
-            description: "ID server (opsional).",
-          },
-          limit: {
-            type: "number",
-            description: "Jumlah pesan terakhir (default 5).",
-          },
-        },
-      },
-    },
-  },
-  {
-    type: "function",
-    function: {
-      name: "get_top_flagged",
-      description:
-        "Ambil pesan yang paling sering di-flag atau kena warning. Panggil buat jawab soal pesan bermasalah / moderator.",
-      parameters: {
-        type: "object",
-        properties: {
-          guildId: {
-            type: "string",
-            description: "ID server (opsional).",
-          },
-          limit: {
-            type: "number",
-            description: "Jumlah pesan (default 5).",
-          },
-        },
-      },
-    },
-  },
-];
-
 /** Executes a tool call against the real DB and returns a readable result. */
 export async function executeTool(
   name: string,
@@ -122,9 +31,11 @@ export async function executeTool(
     typeof args.channelId === "string" && args.channelId
       ? args.channelId
       : undefined;
+  const userId =
+    typeof args.userId === "string" && args.userId ? args.userId : undefined;
   const limitRaw =
     typeof args.limit === "number" ? args.limit : Number(args.limit) || 5;
-  const limit = Math.min(Math.max(1, Math.round(limitRaw)), 10);
+  const limit = Math.min(Math.max(1, Math.round(limitRaw)), 20);
 
   try {
     switch (name) {
@@ -133,9 +44,48 @@ export async function executeTool(
       case "get_top_channels":
         return await topChannels(guildId, limit);
       case "get_recent_activity":
-        return await recentActivity(guildId, limit);
+        return await recentActivity(guildId, channelId, limit);
       case "get_top_flagged":
-        return await topFlagged(guildId, limit);
+        return await topFlagged(guildId, channelId, limit);
+      case "search_messages":
+        return await searchMessages(
+          String(args.query ?? ""),
+          guildId,
+          channelId,
+          limit,
+        );
+      case "get_user_messages":
+        return await userMessages(userId, guildId, channelId, limit);
+      case "get_user_profile":
+        return await userProfile(userId, guildId);
+      case "get_user_reputation":
+        return await userReputation(userId, guildId);
+      case "get_channel_culture":
+        return await channelCulture(
+          typeof args.channelId === "string" ? args.channelId : undefined,
+        );
+      case "get_message_detail":
+        return await messageDetail(
+          typeof args.messageId === "string" ? args.messageId : undefined,
+        );
+      case "get_message_reviews":
+        return await messageReviews(
+          guildId,
+          typeof args.status === "string" ? args.status : undefined,
+          limit,
+        );
+      case "get_voice_recordings":
+        return await voiceRecordings(userId, channelId, guildId, limit);
+      case "get_moderation_timeline":
+        return await moderationTimeline(
+          guildId,
+          channelId,
+          typeof args.days === "number"
+            ? Math.min(Math.max(1, args.days), 60)
+            : 14,
+        );
+      case "get_corrections":
+        return await corrections(guildId, limit);
       default:
         return `Unknown tool: ${name}`;
     }
@@ -145,6 +95,23 @@ export async function executeTool(
   }
 }
 
+// ── Query helpers ──────────────────────────────────────────
+
+function scopeMessages(
+  guildId?: string,
+  channelId?: string,
+): ReturnType<typeof and> | undefined {
+  const conds = [];
+  if (guildId) conds.push(eq(pgMessagesTable.guild_id, guildId));
+  if (channelId) conds.push(eq(pgMessagesTable.channel_id, channelId));
+  return conds.length ? and(...conds) : undefined;
+}
+
+/** Escape LIKE wildcards so user input can't break the pattern. */
+function likePattern(q: string): string {
+  return q.replace(/[\\%_]/g, (c) => `\\${c}`);
+}
+
 // ── Tool executors ──────────────────────────────────────────
 
 async function serverStats(
@@ -152,81 +119,330 @@ async function serverStats(
   channelId?: string,
 ): Promise<string> {
   const db = getDatabase();
-  const conditions: string[] = [];
-  if (guildId) conditions.push(`guild_id = '${guildId}'`);
-  if (channelId) conditions.push(`channel_id = '${channelId}'`);
-  const cond = conditions.length ? `WHERE ${conditions.join(" AND ")}` : "";
+  const [result] = await db
+    .select({
+      total_messages: sql<number>`COUNT(*)::int`,
+      active_users: sql<number>`COUNT(DISTINCT ${pgMessagesTable.user_id})::int`,
+      flagged: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'flagged')::int`,
+      warned: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'warn')::int`,
+      clean: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'clean')::int`,
+    })
+    .from(pgMessagesTable)
+    .where(scopeMessages(guildId, channelId));
 
-  const result = await db.execute(
-    sql.raw(
-      `SELECT COUNT(*)::int AS total_messages,
-              COUNT(DISTINCT user_id)::int AS active_users,
-              COUNT(*) FILTER (WHERE ai_status = 'flagged')::int AS flagged,
-              COUNT(*) FILTER (WHERE ai_status = 'warn')::int AS warned
-       FROM messages ${cond}`,
-    ),
-  );
-  const rows =
-    (result as unknown as { rows: Record<string, unknown>[] }).rows ?? [];
-  const r = rows[0] ?? {};
-  return JSON.stringify({
-    total_messages: r.total_messages ?? 0,
-    active_users: r.active_users ?? 0,
-    flagged: r.flagged ?? 0,
-    warned: r.warned ?? 0,
-  });
+  const r = result ?? {
+    total_messages: 0,
+    active_users: 0,
+    flagged: 0,
+    warned: 0,
+    clean: 0,
+  };
+  return JSON.stringify(r);
 }
 
 async function topChannels(guildId?: string, limit = 5): Promise<string> {
   const db = getDatabase();
-  const conditions: string[] = [];
-  if (guildId) conditions.push(`guild_id = '${guildId}'`);
-  const cond = conditions.length ? `WHERE ${conditions.join(" AND ")}` : "";
-
-  const result = await db.execute(
-    sql.raw(
-      `SELECT channel_id,
-              COUNT(*)::int AS count
-       FROM messages ${cond}
-       GROUP BY channel_id
-       ORDER BY count DESC
-       LIMIT ${limit}`,
-    ),
-  );
-  const rows = (result as unknown as { rows: unknown[] }).rows ?? [];
-  return JSON.stringify(rows.slice(0, limit));
+  const rows = await db
+    .select({
+      channel_id: pgMessagesTable.channel_id,
+      count: sql<number>`COUNT(*)::int`,
+    })
+    .from(pgMessagesTable)
+    .where(scopeMessages(guildId))
+    .groupBy(pgMessagesTable.channel_id)
+    .orderBy(desc(sql`COUNT(*)`))
+    .limit(limit);
+  return JSON.stringify(rows);
 }
 
-async function recentActivity(guildId?: string, limit = 5): Promise<string> {
+async function recentActivity(
+  guildId?: string,
+  channelId?: string,
+  limit = 5,
+): Promise<string> {
   const db = getDatabase();
-  const conditions: string[] = [];
-  if (guildId) conditions.push(`guild_id = '${guildId}'`);
-  const cond = conditions.length ? `WHERE ${conditions.join(" AND ")}` : "";
-
-  const result = await db.execute(
-    sql.raw(
-      `SELECT username, content, channel_id, created_at
-       FROM messages ${cond}
-       ORDER BY created_at DESC
-       LIMIT ${limit}`,
-    ),
-  );
-  return JSON.stringify((result as unknown as { rows: unknown[] }).rows ?? []);
+  const rows = await db
+    .select({
+      id: pgMessagesTable.id,
+      username: pgMessagesTable.username,
+      user_id: pgMessagesTable.user_id,
+      channel_id: pgMessagesTable.channel_id,
+      content: pgMessagesTable.content,
+      created_at: pgMessagesTable.created_at,
+      ai_status: pgMessagesTable.ai_status,
+    })
+    .from(pgMessagesTable)
+    .where(scopeMessages(guildId, channelId))
+    .orderBy(desc(pgMessagesTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
 }
 
-async function topFlagged(guildId?: string, limit = 5): Promise<string> {
+async function topFlagged(
+  guildId?: string,
+  channelId?: string,
+  limit = 5,
+): Promise<string> {
   const db = getDatabase();
-  const conditions = ["ai_status IN ('flagged', 'warn')"];
-  if (guildId) conditions.push(`guild_id = '${guildId}'`);
-  const cond = `WHERE ${conditions.join(" AND ")}`;
-
-  const result = await db.execute(
-    sql.raw(
-      `SELECT username, content, channel_id, ai_status, created_at
-       FROM messages ${cond}
-       ORDER BY created_at DESC
-       LIMIT ${limit}`,
-    ),
-  );
-  return JSON.stringify((result as unknown as { rows: unknown[] }).rows ?? []);
+  const rows = await db
+    .select({
+      id: pgMessagesTable.id,
+      username: pgMessagesTable.username,
+      channel_id: pgMessagesTable.channel_id,
+      content: pgMessagesTable.content,
+      ai_status: pgMessagesTable.ai_status,
+      ai_severity: pgMessagesTable.ai_severity,
+      ai_moderation_flags: pgMessagesTable.ai_moderation_flags,
+      ai_analysis: pgMessagesTable.ai_analysis,
+      created_at: pgMessagesTable.created_at,
+    })
+    .from(pgMessagesTable)
+    .where(
+      and(
+        scopeMessages(guildId, channelId),
+        eq(pgMessagesTable.ai_status, "flagged"),
+      ),
+    )
+    .orderBy(desc(pgMessagesTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
+}
+
+async function searchMessages(
+  query: string,
+  guildId?: string,
+  channelId?: string,
+  limit = 5,
+): Promise<string> {
+  const db = getDatabase();
+  if (!query.trim()) return JSON.stringify({ error: "query kosong" });
+  const rows = await db
+    .select({
+      id: pgMessagesTable.id,
+      username: pgMessagesTable.username,
+      channel_id: pgMessagesTable.channel_id,
+      content: pgMessagesTable.content,
+      created_at: pgMessagesTable.created_at,
+      ai_status: pgMessagesTable.ai_status,
+    })
+    .from(pgMessagesTable)
+    .where(
+      and(
+        scopeMessages(guildId, channelId),
+        like(pgMessagesTable.content, `%${likePattern(query)}%`),
+      ),
+    )
+    .orderBy(desc(pgMessagesTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
+}
+
+async function userMessages(
+  userId?: string,
+  guildId?: string,
+  channelId?: string,
+  limit = 10,
+): Promise<string> {
+  const db = getDatabase();
+  if (!userId) return JSON.stringify({ error: "userId wajib" });
+  const conds = [eq(pgMessagesTable.user_id, userId)];
+  if (guildId) conds.push(eq(pgMessagesTable.guild_id, guildId));
+  if (channelId) conds.push(eq(pgMessagesTable.channel_id, channelId));
+  const rows = await db
+    .select({
+      id: pgMessagesTable.id,
+      channel_id: pgMessagesTable.channel_id,
+      content: pgMessagesTable.content,
+      created_at: pgMessagesTable.created_at,
+      ai_status: pgMessagesTable.ai_status,
+    })
+    .from(pgMessagesTable)
+    .where(and(...conds))
+    .orderBy(desc(pgMessagesTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
+}
+
+async function userProfile(userId?: string, guildId?: string): Promise<string> {
+  const db = getDatabase();
+  if (!userId) return JSON.stringify({ error: "userId wajib" });
+  const conds = [eq(pgUserProfilesTable.user_id, userId)];
+  if (guildId) conds.push(eq(pgUserProfilesTable.guild_id, guildId));
+  const rows = await db
+    .select({
+      user_id: pgUserProfilesTable.user_id,
+      guild_id: pgUserProfilesTable.guild_id,
+      profile_summary: pgUserProfilesTable.profile_summary,
+      last_analyzed_at: pgUserProfilesTable.last_analyzed_at,
+    })
+    .from(pgUserProfilesTable)
+    .where(and(...conds))
+    .limit(1);
+  return JSON.stringify(rows[0] ?? { error: "profil tidak ditemukan" });
+}
+
+async function userReputation(
+  userId?: string,
+  guildId?: string,
+): Promise<string> {
+  const db = getDatabase();
+  if (!userId) return JSON.stringify({ error: "userId wajib" });
+  const conds = [eq(pgUserReputationsTable.user_id, userId)];
+  if (guildId) conds.push(eq(pgUserReputationsTable.guild_id, guildId));
+  const rows = await db
+    .select({
+      user_id: pgUserReputationsTable.user_id,
+      guild_id: pgUserReputationsTable.guild_id,
+      trust_score: pgUserReputationsTable.trust_score,
+      clean_message_streak: pgUserReputationsTable.clean_message_streak,
+      total_infractions: pgUserReputationsTable.total_infractions,
+      last_infraction_at: pgUserReputationsTable.last_infraction_at,
+    })
+    .from(pgUserReputationsTable)
+    .where(and(...conds))
+    .limit(1);
+  return JSON.stringify(rows[0] ?? { error: "reputasi tidak ditemukan" });
+}
+
+async function channelCulture(channelId?: string): Promise<string> {
+  const db = getDatabase();
+  if (!channelId) return JSON.stringify({ error: "channelId wajib" });
+  const rows = await db
+    .select({
+      channel_id: pgChannelCulturesTable.channel_id,
+      culture_summary: pgChannelCulturesTable.culture_summary,
+      last_analyzed_at: pgChannelCulturesTable.last_analyzed_at,
+    })
+    .from(pgChannelCulturesTable)
+    .where(eq(pgChannelCulturesTable.channel_id, channelId))
+    .limit(1);
+  return JSON.stringify(rows[0] ?? { error: "culture tidak ditemukan" });
+}
+
+async function messageDetail(messageId?: string): Promise<string> {
+  const db = getDatabase();
+  if (!messageId) return JSON.stringify({ error: "messageId wajib" });
+  const rows = await db
+    .select({
+      id: pgMessagesTable.id,
+      guild_id: pgMessagesTable.guild_id,
+      channel_id: pgMessagesTable.channel_id,
+      user_id: pgMessagesTable.user_id,
+      username: pgMessagesTable.username,
+      content: pgMessagesTable.content,
+      created_at: pgMessagesTable.created_at,
+      ai_status: pgMessagesTable.ai_status,
+      ai_moderation_flags: pgMessagesTable.ai_moderation_flags,
+      ai_moderation_score: pgMessagesTable.ai_moderation_score,
+      ai_severity: pgMessagesTable.ai_severity,
+      ai_categories: pgMessagesTable.ai_categories,
+      ai_analysis: pgMessagesTable.ai_analysis,
+      ai_recommended_action: pgMessagesTable.ai_recommended_action,
+      ai_confidence: pgMessagesTable.ai_confidence,
+    })
+    .from(pgMessagesTable)
+    .where(eq(pgMessagesTable.id, messageId))
+    .limit(1);
+  return JSON.stringify(rows[0] ?? { error: "pesan tidak ditemukan" });
+}
+
+async function messageReviews(
+  guildId?: string,
+  status?: string,
+  limit = 10,
+): Promise<string> {
+  const db = getDatabase();
+  const conds = [];
+  if (guildId) conds.push(eq(pgMessageReviewsTable.guild_id, guildId));
+  if (status) conds.push(eq(pgMessageReviewsTable.status, status as never));
+  const rows = await db
+    .select({
+      id: pgMessageReviewsTable.id,
+      message_id: pgMessageReviewsTable.message_id,
+      reviewer_id: pgMessageReviewsTable.reviewer_id,
+      status: pgMessageReviewsTable.status,
+      notes: pgMessageReviewsTable.notes,
+      created_at: pgMessageReviewsTable.created_at,
+      reviewed_at: pgMessageReviewsTable.reviewed_at,
+    })
+    .from(pgMessageReviewsTable)
+    .where(conds.length ? and(...conds) : undefined)
+    .orderBy(desc(pgMessageReviewsTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
+}
+
+async function voiceRecordings(
+  userId?: string,
+  channelId?: string,
+  guildId?: string,
+  limit = 10,
+): Promise<string> {
+  const db = getDatabase();
+  const conds = [];
+  if (userId) conds.push(eq(pgVoiceRecordingsTable.user_id, userId));
+  if (channelId) conds.push(eq(pgVoiceRecordingsTable.channel_id, channelId));
+  if (guildId) conds.push(eq(pgVoiceRecordingsTable.guild_id, guildId));
+  const rows = await db
+    .select({
+      id: pgVoiceRecordingsTable.id,
+      username: pgVoiceRecordingsTable.username,
+      channel_name: pgVoiceRecordingsTable.channel_name,
+      filename: pgVoiceRecordingsTable.filename,
+      size_bytes: pgVoiceRecordingsTable.size_bytes,
+      upload_status: pgVoiceRecordingsTable.upload_status,
+      transcription: pgVoiceRecordingsTable.transcription,
+      created_at: pgVoiceRecordingsTable.created_at,
+    })
+    .from(pgVoiceRecordingsTable)
+    .where(conds.length ? and(...conds) : undefined)
+    .orderBy(desc(pgVoiceRecordingsTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
+}
+
+async function moderationTimeline(
+  guildId?: string,
+  channelId?: string,
+  days = 14,
+): Promise<string> {
+  const db = getDatabase();
+  const day = sql<string>`to_char(to_timestamp(${pgMessagesTable.created_at} / 1000), 'YYYY-MM-DD')`;
+  const rows = await db
+    .select({
+      day,
+      total: sql<number>`COUNT(*)::int`,
+      flagged: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'flagged')::int`,
+      warned: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'warn')::int`,
+      clean: sql<number>`COUNT(*) FILTER (WHERE ${pgMessagesTable.ai_status} = 'clean')::int`,
+    })
+    .from(pgMessagesTable)
+    .where(
+      and(
+        scopeMessages(guildId, channelId),
+        // only the last N days
+        sql`${pgMessagesTable.created_at} >= extract(epoch FROM now() - (${days} || ' days')::interval) * 1000`,
+      ),
+    )
+    .groupBy(day)
+    .orderBy(day);
+  return JSON.stringify(rows);
+}
+
+async function corrections(_guildId?: string, limit = 10): Promise<string> {
+  const db = getDatabase();
+  const rows = await db
+    .select({
+      id: pgCorrectedModerationsTable.id,
+      message_id: pgCorrectedModerationsTable.message_id,
+      original_flags: pgCorrectedModerationsTable.original_flags,
+      corrected_flags: pgCorrectedModerationsTable.corrected_flags,
+      correction_notes: pgCorrectedModerationsTable.correction_notes,
+      content_snippet: pgCorrectedModerationsTable.content_snippet,
+      created_at: pgCorrectedModerationsTable.created_at,
+    })
+    .from(pgCorrectedModerationsTable)
+    .orderBy(desc(pgCorrectedModerationsTable.created_at))
+    .limit(limit);
+  return JSON.stringify(rows);
 }

services/backend/src/modules/chatbot/index.ts

@@ -1 +0,0 @@
-export { createChatbotRouter } from "./chatbot.routes.js";

services/backend/src/modules/config/config.routes.ts

@@ -1,28 +0,0 @@
-import type { Router } from "express";
-import express from "express";
-import { config } from "../../shared/config/index.js";
-
-export function createConfigRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/config
-  router.get("/config", (_req, res) => {
-    res.json({
-      monitorGuildId: config.MONITOR_GUILD_ID || null,
-      webserverPort: config.WEBSERVER_PORT,
-      nodeEnv: config.NODE_ENV,
-      backlogSyncHours: config.BACKLOG_SYNC_HOURS,
-      backlogSyncBatchSize: config.BACKLOG_SYNC_BATCH_SIZE,
-      retentionMessagesDays: config.RETENTION_MESSAGES_DAYS,
-      retentionAttachmentsDays: config.RETENTION_ATTACHMENTS_DAYS,
-      retentionVoiceDays: config.RETENTION_VOICE_DAYS,
-      autoDeleteFlaggedEnabled: config.AUTO_DELETE_FLAGGED_ENABLED,
-      aiAnalysisEnabled: config.AI_ANALYSIS_ENABLED,
-      voiceGuildId: config.VOICE_GUILD_ID || null,
-      voiceChannelId: config.VOICE_CHANNEL_ID || null,
-      logLevel: config.LOG_LEVEL,
-    });
-  });
-
-  return router;
-}

services/backend/src/modules/config/index.ts

@@ -1 +0,0 @@
-export { createConfigRouter } from "./config.routes.js";

services/backend/src/modules/dashboard/dashboard.repository.ts

@@ -5,7 +5,6 @@ import {
   pgChannelCulturesTable,
   pgMessagesTable,
   pgUserProfilesTable,
-  pgUserReputationsTable,
   pgVoiceRecordingsTable,
 } from "../../shared/index.js";
 import type { ListUsersQuery } from "./dashboard.service.js";
@@ -156,8 +155,7 @@ export class DashboardRepository {
         p.profile_summary,
         m.total_messages,
         m.flagged_count,
-        m.last_message_at,
-        r.trust_score
+        m.last_message_at
       FROM (
         SELECT
           user_id,
@@ -170,7 +168,6 @@ export class DashboardRepository {
         GROUP BY user_id, username, avatar_url
       ) m
       LEFT JOIN ${pgUserProfilesTable} p ON p.user_id = m.user_id
-      LEFT JOIN ${pgUserReputationsTable} r ON r.user_id = m.user_id
       ${whereClause}
       ORDER BY m.last_message_at DESC NULLS LAST
       LIMIT ${limit + 1}
@@ -186,10 +183,6 @@ export class DashboardRepository {
         total_messages: Number(r.total_messages),
         flagged_count: Number(r.flagged_count),
         last_message_at: r.last_message_at ? Number(r.last_message_at) : null,
-        trust_score:
-          r.trust_score !== null && r.trust_score !== undefined
-            ? Number(r.trust_score)
-            : null,
       }));
 
     const lastRow = rows[limit - 1] as Record<string, unknown> | undefined;
@@ -437,10 +430,7 @@ export class DashboardRepository {
         m.flagged_count,
         m.clean_count,
         p.profile_summary,
-        p.last_analyzed_at,
-        r.trust_score,
-        r.clean_message_streak,
-        r.total_infractions
+        p.last_analyzed_at
       FROM (
         SELECT
           user_id,
@@ -454,7 +444,6 @@ export class DashboardRepository {
         GROUP BY user_id, username, avatar_url
       ) m
       LEFT JOIN ${pgUserProfilesTable} p ON p.user_id = m.user_id
-      LEFT JOIN ${pgUserReputationsTable} r ON r.user_id = m.user_id
     `);
 
     const row = userResult.rows[0] as Record<string, unknown> | undefined;
@@ -481,13 +470,6 @@ export class DashboardRepository {
       last_analyzed_at: row.last_analyzed_at
         ? Number(row.last_analyzed_at)
         : null,
-      trust_score: row.trust_score != null ? Number(row.trust_score) : null,
-      clean_message_streak:
-        row.clean_message_streak != null
-          ? Number(row.clean_message_streak)
-          : null,
-      total_infractions:
-        row.total_infractions != null ? Number(row.total_infractions) : null,
       recent_messages: (recent.rows as Record<string, unknown>[]).map((r) => ({
         id: String(r.id),
         content: String(r.content),

services/backend/src/modules/dashboard/dashboard.routes.ts

@@ -1,111 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { dashboardService } from "./dashboard.service.js";
-
-const logger = createChildLogger("dashboard.routes");
-
-export function createDashboardRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/dashboard/stats — aggregated server statistics
-  router.get(
-    "/dashboard/stats",
-    asyncHandler(async (_req: Request, res: Response) => {
-      logger.debug("Fetching dashboard stats");
-      const stats = await dashboardService.getStats();
-      res.json(stats);
-    }),
-  );
-
-  // GET /api/dashboard/activity?days=14 — message volume over time
-  router.get(
-    "/dashboard/activity",
-    asyncHandler(async (req: Request, res: Response) => {
-      const days = Math.min(Math.max(Number(req.query.days) || 14, 1), 90);
-      const activity = await dashboardService.getActivity(days);
-      res.json(activity);
-    }),
-  );
-
-  // GET /api/dashboard/users — paginated user list with profiles
-  router.get(
-    "/dashboard/users",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 20;
-      const cursor =
-        typeof req.query.cursor === "string" ? req.query.cursor : undefined;
-      const search =
-        typeof req.query.search === "string" ? req.query.search : undefined;
-
-      const result = await dashboardService.listUsers({
-        limit,
-        cursor,
-        search,
-      });
-      res.json(result);
-    }),
-  );
-
-  // GET /api/dashboard/users/:userId — single user detail
-  router.get(
-    "/dashboard/users/:userId",
-    asyncHandler(async (req: Request, res: Response) => {
-      const userId = String(req.params.userId);
-      const detail = await dashboardService.getUserDetail(userId);
-      res.json(detail);
-    }),
-  );
-
-  // GET /api/dashboard/channels — paginated channel list with culture summaries
-  router.get(
-    "/dashboard/channels",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 20;
-      const search =
-        typeof req.query.search === "string" ? req.query.search : undefined;
-      const guildId =
-        typeof req.query.guild_id === "string" ? req.query.guild_id : undefined;
-
-      const result = await dashboardService.listChannels({
-        limit,
-        search,
-        guildId,
-      });
-      res.json(result);
-    }),
-  );
-
-  // GET /api/dashboard/channels/:channelId — single channel detail
-  router.get(
-    "/dashboard/channels/:channelId",
-    asyncHandler(async (req: Request, res: Response) => {
-      const channelId = String(req.params.channelId);
-      const detail = await dashboardService.getChannelDetail(channelId);
-      res.json(detail);
-    }),
-  );
-
-  // GET /api/dashboard/reactions — top reacted messages
-  router.get(
-    "/dashboard/reactions",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 20;
-      const reactions = await dashboardService.getTopReactions(limit);
-      res.json(reactions);
-    }),
-  );
-
-  // GET /api/dashboard/reactors — top users by reactions given
-  router.get(
-    "/dashboard/reactors",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 20;
-      const reactors = await dashboardService.getTopReactors(limit);
-      res.json(reactors);
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/dashboard/index.ts

@@ -1 +0,0 @@
-export { createDashboardRouter } from "./dashboard.routes.js";

services/backend/src/modules/health/moderationMetrics.ts

@@ -67,9 +67,9 @@ export const moderationErrors = new Counter({
   labelNames: ["type"] as const,
 });
 
-export const searxngCalls = new Counter({
-  name: "moderation_searxng_calls_total",
-  help: "SearXNG search calls",
+export const webSearchCalls = new Counter({
+  name: "moderation_websearch_calls_total",
+  help: "Wikipedia web-search calls",
   labelNames: ["status"] as const,
 });
 

services/backend/src/modules/knowledge/knowledge.repository.ts

@@ -0,0 +1,99 @@
+import { sql } from "drizzle-orm";
+import { getDatabase } from "../../shared/database/index.js";
+
+export interface ChannelCultureRow {
+  channel_id: string;
+  guild_id: string | null;
+  channel_name: string | null;
+  culture_summary: string | null;
+  last_analyzed_at: number | null;
+}
+
+export interface GlossaryRow {
+  term: string;
+  definition: string;
+  source_url: string;
+  resolved_at: number;
+  hit_count: number;
+}
+
+export interface EditHistoryRow {
+  id: string;
+  message_id: string;
+  old_content: string;
+  edited_at: number;
+  channel_id: string | null;
+  channel_name: string | null;
+  username: string | null;
+}
+
+export class KnowledgeRepository {
+  /** Public read-only channel culture glossary (AI-generated norms/slang). */
+  async listChannelCultures(limit = 50, search?: string) {
+    const db = getDatabase();
+    const conditions: string[] = [];
+    if (search) {
+      conditions.push(
+        `(c.channel_id ILIKE '%${search.replace(/'/g, "''")}%' OR c.culture_summary ILIKE '%${search.replace(/'/g, "''")}%')`,
+      );
+    }
+    const where = conditions.length ? `WHERE ${conditions.join(" AND ")}` : "";
+    const result = await db.execute(
+      sql.raw(`
+        SELECT
+          c.channel_id,
+          c.guild_id,
+          COALESCE(NULLIF((
+            SELECT (metadata::jsonb -> 'channel' ->> 'channelName')
+            FROM messages WHERE channel_id = c.channel_id AND metadata IS NOT NULL
+            LIMIT 1
+          ), ''), c.channel_id) AS channel_name,
+          c.culture_summary,
+          c.last_analyzed_at
+        FROM channel_cultures c
+        ${where}
+        ORDER BY c.last_analyzed_at DESC NULLS LAST
+        LIMIT ${limit}
+      `),
+    );
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      channel_id: String(r.channel_id),
+      guild_id: r.guild_id ? String(r.guild_id) : null,
+      channel_name: r.channel_name ? String(r.channel_name) : null,
+      culture_summary: r.culture_summary ? String(r.culture_summary) : null,
+      last_analyzed_at: r.last_analyzed_at ? Number(r.last_analyzed_at) : null,
+    }));
+  }
+
+  /** Public read-only term knowledge base (resolved via Wikipedia/SearXNG). */
+  async listGlossary(limit = 50, search?: string) {
+    const db = getDatabase();
+    const conditions: string[] = [];
+    if (search) {
+      conditions.push(
+        `(term ILIKE '%${search.replace(/'/g, "''")}%' OR definition ILIKE '%${search.replace(/'/g, "''")}%')`,
+      );
+    }
+    const where = conditions.length ? `WHERE ${conditions.join(" AND ")}` : "";
+    const result = await db.execute(
+      sql.raw(`
+        SELECT term, definition, source_url, resolved_at, hit_count
+        FROM term_glossary_cache
+        ${where}
+        ORDER BY hit_count DESC, resolved_at DESC
+        LIMIT ${limit}
+      `),
+    );
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      term: String(r.term),
+      definition: String(r.definition ?? ""),
+      source_url: r.source_url ? String(r.source_url) : "",
+      resolved_at: r.resolved_at ? Number(r.resolved_at) : 0,
+      hit_count: Number(r.hit_count ?? 0),
+    }));
+  }
+}
+
+export const knowledgeRepository = new KnowledgeRepository();

services/backend/src/modules/knowledge/knowledge.service.ts

@@ -0,0 +1,18 @@
+import { createChildLogger } from "../../shared/logger/index.js";
+import { knowledgeRepository } from "./knowledge.repository.js";
+
+const logger = createChildLogger("knowledge.service");
+
+export class KnowledgeService {
+  async listChannelCultures(limit = 50, search?: string) {
+    logger.debug({ limit, search }, "Listing channel cultures");
+    return knowledgeRepository.listChannelCultures(limit, search);
+  }
+
+  async listGlossary(limit = 50, search?: string) {
+    logger.debug({ limit, search }, "Listing glossary terms");
+    return knowledgeRepository.listGlossary(limit, search);
+  }
+}
+
+export const knowledgeService = new KnowledgeService();

services/backend/src/modules/media/index.ts

@@ -1 +0,0 @@
-export { createMediaRouter } from "./media.routes.js";

services/backend/src/modules/media/media.routes.ts

@@ -1,71 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler, validateBody } from "../../shared/middlewares/index.js";
-import { mediaLoopSchema, mediaQueueSchema } from "./media.schema.js";
-import { getStatus, queue, setLoop, skip, stop } from "./media.service.js";
-
-const logger = createChildLogger("media.routes");
-
-export function createMediaRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/media/status
-  router.get(
-    "/media/status",
-    asyncHandler(async (_req: Request, res: Response) => {
-      logger.debug("Media status requested");
-      const status = await getStatus();
-      res.json(status);
-    }),
-  );
-
-  // POST /api/media/queue
-  router.post(
-    "/media/queue",
-    validateBody(mediaQueueSchema),
-    asyncHandler(async (req: Request, res: Response) => {
-      const { source, mode } = req.body as {
-        source: string;
-        mode: "music" | "screen";
-      };
-      logger.debug({ source, mode }, "Media queue requested");
-      const state = await queue(source, mode);
-      res.json(state);
-    }),
-  );
-
-  // POST /api/media/skip
-  router.post(
-    "/media/skip",
-    asyncHandler(async (_req: Request, res: Response) => {
-      logger.debug("Media skip requested");
-      const state = await skip();
-      res.json(state);
-    }),
-  );
-
-  // POST /api/media/stop
-  router.post(
-    "/media/stop",
-    asyncHandler(async (_req: Request, res: Response) => {
-      logger.debug("Media stop requested");
-      const state = await stop();
-      res.json(state);
-    }),
-  );
-
-  // POST /api/media/loop
-  router.post(
-    "/media/loop",
-    validateBody(mediaLoopSchema),
-    asyncHandler(async (req: Request, res: Response) => {
-      const { loop } = req.body as { loop: boolean };
-      logger.debug({ loop }, "Media loop requested");
-      const state = await setLoop(loop);
-      res.json(state);
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/messages/embed.ts

@@ -0,0 +1,43 @@
+import { config } from "@/shared/config/index";
+import { createChildLogger } from "@/shared/logger/index";
+
+const logger = createChildLogger("messages-embed");
+
+/**
+ * Embed a search query with the configured OpenAI-compatible embedding model.
+ * Uses raw fetch (the backend has no openai SDK dependency) and returns null
+ * when embeddings are not configured (search unavailable).
+ *
+ * encoding_format: "float" is REQUIRED — Nvidia-backed models reject base64.
+ */
+export async function embedQuery(text: string): Promise<number[] | null> {
+  if (!config.AI_LLM_API_KEY || !config.AI_LLM_EMBEDDING_MODEL) return null;
+  try {
+    const res = await fetch(`${config.AI_LLM_BASE_URL}/embeddings`, {
+      method: "POST",
+      headers: {
+        "Content-Type": "application/json",
+        Authorization: `Bearer ${config.AI_LLM_API_KEY}`,
+      },
+      body: JSON.stringify({
+        model: config.AI_LLM_EMBEDDING_MODEL,
+        input: text,
+        encoding_format: "float",
+      }),
+    });
+    if (!res.ok) {
+      logger.warn({ status: res.status }, "query embed HTTP error");
+      return null;
+    }
+    const json = (await res.json()) as {
+      data?: Array<{ embedding?: number[] }>;
+    };
+    return json.data?.[0]?.embedding ?? null;
+  } catch (error) {
+    logger.warn(
+      { error: error instanceof Error ? error.message : String(error) },
+      "query embed failed",
+    );
+    return null;
+  }
+}

services/backend/src/modules/messages/index.ts

@@ -1 +0,0 @@
-export { createMessagesRouter } from "./messages.routes.js";

services/backend/src/modules/messages/messages.controller.ts

@@ -1,74 +0,0 @@
-import type { Request, Response } from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { messageQuerySchema } from "./messages.schema.js";
-import { messagesService } from "./messages.service.js";
-
-const logger = createChildLogger("messages.controller");
-
-export const handleListMessages = asyncHandler(
-  async (req: Request, res: Response) => {
-    const query = messageQuerySchema.parse(req.query);
-    logger.debug({ query }, "Handling list messages request");
-    const result = await messagesService.listMessages(query);
-    res.json(result);
-  },
-);
-
-export const handleGetMessagesByChannel = asyncHandler(
-  async (req: Request, res: Response) => {
-    if (!req.params.channelId) {
-      res.status(400).json({ error: "Missing route parameter: channelId" });
-      return;
-    }
-    const channelId = req.params.channelId as string;
-    const query = messageQuerySchema.parse(req.query);
-    logger.debug({ channelId, query }, "Handling get messages by channel");
-    const result = await messagesService.getMessagesByChannel(channelId, query);
-    res.json(result);
-  },
-);
-
-export const handleGetMessageById = asyncHandler(
-  async (req: Request, res: Response) => {
-    if (!req.params.id) {
-      res.status(400).json({ error: "Missing route parameter: id" });
-      return;
-    }
-    const id = req.params.id as string;
-    logger.debug({ id }, "Handling get message by ID");
-    const result = await messagesService.getMessageById(id);
-    res.json(result);
-  },
-);
-
-export const handleGetImageMessages = asyncHandler(
-  async (req: Request, res: Response) => {
-    const guildId = req.query.guildId as string | undefined;
-    if (!guildId) {
-      res.status(400).json({ error: "Missing query parameter: guildId" });
-      return;
-    }
-    const limit = Number(req.query.limit) || 50;
-    logger.debug({ guildId, limit }, "Handling get image messages");
-    const result = await messagesService.getImageMessages(guildId, limit);
-    res.json(result);
-  },
-);
-
-export const handleGetAttachmentsByChannel = asyncHandler(
-  async (req: Request, res: Response) => {
-    if (!req.params.channelId) {
-      res.status(400).json({ error: "Missing route parameter: channelId" });
-      return;
-    }
-    const channelId = req.params.channelId as string;
-    const query = messageQuerySchema.parse(req.query);
-    logger.debug({ channelId, query }, "Handling get attachments by channel");
-    const result = await messagesService.getAttachmentsByChannel(
-      channelId,
-      query,
-    );
-    res.json(result);
-  },
-);

services/backend/src/modules/messages/messages.repository.ts

@@ -77,12 +77,11 @@ export class MessagesRepository {
 
     // Exclude spam threads (NULL-safe: non-thread messages are kept)
     if (EXCLUDED_THREAD_IDS.length > 0) {
-      conditions.push(
-        or(
-          isNull(pgMessagesTable.thread_id),
-          notInArray(pgMessagesTable.thread_id, EXCLUDED_THREAD_IDS),
-        )!,
+      const excludeThreads = or(
+        isNull(pgMessagesTable.thread_id),
+        notInArray(pgMessagesTable.thread_id, EXCLUDED_THREAD_IDS),
       );
+      if (excludeThreads) conditions.push(excludeThreads);
     }
 
     const where = conditions.length > 0 ? and(...conditions) : undefined;
@@ -150,12 +149,11 @@ export class MessagesRepository {
 
     // Exclude spam threads (NULL-safe)
     if (EXCLUDED_THREAD_IDS.length > 0) {
-      conditions.push(
-        or(
-          isNull(pgMessagesTable.thread_id),
-          notInArray(pgMessagesTable.thread_id, EXCLUDED_THREAD_IDS),
-        )!,
+      const excludeThreads = or(
+        isNull(pgMessagesTable.thread_id),
+        notInArray(pgMessagesTable.thread_id, EXCLUDED_THREAD_IDS),
       );
+      if (excludeThreads) conditions.push(excludeThreads);
     }
 
     const rows = await db
@@ -174,6 +172,71 @@ export class MessagesRepository {
     return { data, nextCursor };
   }
 
+  /**
+   * Async generator that yields messages ONE AT A TIME for WS streaming.
+   * Each `.next()` runs its own bounded DB query (limit+1) advancing on the
+   * `created_at` cursor, so memory stays flat and the caller can emit one WS
+   * frame per message (no 50-row batch). Stops when a page returns < limit.
+   */
+  async *streamMany(
+    query: MessageQuery,
+    pageSize = 50,
+  ): AsyncGenerator<ReturnType<typeof mapMessageRow>, void, unknown> {
+    const conditions: SQL[] = [];
+
+    if (query.guildId) {
+      conditions.push(eq(pgMessagesTable.guild_id, query.guildId));
+    }
+    if (query.channelId) {
+      conditions.push(eq(pgMessagesTable.channel_id, query.channelId));
+    }
+    if (query.userId) {
+      conditions.push(eq(pgMessagesTable.user_id, query.userId));
+    }
+    if (query.status) {
+      conditions.push(eq(pgMessagesTable.ai_status, query.status));
+    }
+    if (EXCLUDED_THREAD_IDS.length > 0) {
+      const excludeThreads = or(
+        isNull(pgMessagesTable.thread_id),
+        notInArray(pgMessagesTable.thread_id, EXCLUDED_THREAD_IDS),
+      );
+      if (excludeThreads) conditions.push(excludeThreads);
+    }
+
+    const where = conditions.length > 0 ? and(...conditions) : undefined;
+    let cursor: string | undefined = query.cursor;
+
+    while (true) {
+      const pageConditions = where ? [where] : [];
+      if (cursor) {
+        pageConditions.push(lt(pgMessagesTable.created_at, Number(cursor)));
+      }
+      const pageWhere =
+        pageConditions.length > 0 ? and(...pageConditions) : undefined;
+
+      const db = getDatabase();
+      const rows = await db
+        .select()
+        .from(pgMessagesTable)
+        .where(pageWhere)
+        .orderBy(desc(pgMessagesTable.created_at))
+        .limit(pageSize + 1);
+
+      if (rows.length === 0) return;
+
+      const hasMore = rows.length > pageSize;
+      const pageRows = hasMore ? rows.slice(0, pageSize) : rows;
+
+      for (const r of pageRows) {
+        yield mapMessageRow(r as Record<string, unknown>);
+      }
+
+      if (!hasMore) return;
+      cursor = String(rows[pageSize - 1].created_at);
+    }
+  }
+
   async create(data: MessageCreate) {
     const db = getDatabase();
     const id = crypto.randomUUID();
@@ -316,12 +379,13 @@ export class MessagesRepository {
           like(pgAttachmentsTable.type, "image/%"),
           // Exclude spam threads (NULL-safe for non-thread messages)
           ...(EXCLUDED_THREAD_IDS.length > 0
-            ? [
-                or(
+            ? (() => {
+                const excludeThreads = or(
                   isNull(pgAttachmentsTable.thread_id),
                   notInArray(pgAttachmentsTable.thread_id, EXCLUDED_THREAD_IDS),
-                )!,
-              ]
+                );
+                return excludeThreads ? [excludeThreads] : [];
+              })()
             : []),
         ),
       )
@@ -395,6 +459,69 @@ export class MessagesRepository {
 
     return { data: trimmed, nextCursor };
   }
+
+  /**
+   * Per-hour message volume for the last `days` days, grouped by channel.
+   * Powers the public Activity Heatmap (read-only, no write scope).
+   * Returns a flat list of { channel_id, hour (0-23), count } buckets.
+   */
+  async getActivity(days = 30) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+    const result = await db.execute(sql`
+      SELECT channel_id,
+             EXTRACT(HOUR FROM to_timestamp(created_at / 1000))::int AS hour,
+             COUNT(*)::int AS c
+      FROM messages
+      WHERE created_at >= ${since}
+      GROUP BY channel_id, hour
+      ORDER BY channel_id, hour
+    `);
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      channelId: String(r.channel_id ?? "unknown"),
+      hour: Number(r.hour ?? 0),
+      count: Number(r.c ?? 0),
+    }));
+  }
+
+  /**
+   * Recent message edits across the server (evasion-signal tracker).
+   * Public, read-only. Joins message_edits → messages for context.
+   */
+  async getRecentEdits(limit = 50, channelId?: string) {
+    const db = getDatabase();
+    const where = channelId
+      ? `WHERE m.channel_id = '${channelId.replace(/'/g, "''")}'`
+      : "";
+    const result = await db.execute(
+      sql.raw(`
+        SELECT
+          e.id,
+          e.message_id,
+          e.old_content,
+          e.edited_at,
+          m.channel_id,
+          COALESCE(NULLIF((m.metadata::jsonb -> 'channel' ->> 'channelName'), ''), m.channel_id) AS channel_name,
+          m.username
+        FROM message_edits e
+        JOIN messages m ON m.id = e.message_id
+        ${where}
+        ORDER BY e.edited_at DESC
+        LIMIT ${limit}
+      `),
+    );
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      id: String(r.id),
+      message_id: String(r.message_id),
+      old_content: r.old_content ? String(r.old_content) : "",
+      edited_at: r.edited_at ? Number(r.edited_at) : 0,
+      channel_id: r.channel_id ? String(r.channel_id) : null,
+      channel_name: r.channel_name ? String(r.channel_name) : null,
+      username: r.username ? String(r.username) : null,
+    }));
+  }
 }
 
 export const messagesRepository = new MessagesRepository();

services/backend/src/modules/messages/messages.routes.ts

@@ -1,51 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import {
-  handleGetAttachmentsByChannel,
-  handleGetImageMessages,
-  handleGetMessageById,
-  handleGetMessagesByChannel,
-  handleListMessages,
-} from "./messages.controller.js";
-import { messagesService } from "./messages.service.js";
-
-const logger = createChildLogger("messages.routes");
-
-export function createMessagesRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/messages/images - Get messages with image attachments
-  // MUST be registered BEFORE /messages/:channelId so "images" is not
-  // captured as a channelId param.
-  router.get("/messages/images", handleGetImageMessages);
-
-  // GET /api/messages - List messages
-  router.get("/messages", handleListMessages);
-
-  // GET /api/messages/:channelId - Get messages by channel
-  router.get("/messages/:channelId", handleGetMessagesByChannel);
-
-  // GET /api/messages/:channelId/attachments - Get attachments by channel
-  router.get("/messages/:channelId/attachments", handleGetAttachmentsByChannel);
-
-  // GET /api/messages/detail/:id - Get single message by ID
-  // (uses /detail/ prefix to avoid collision with :channelId route above)
-  router.get("/messages/detail/:id", handleGetMessageById);
-
-  // GET /api/review - Get flagged/warned messages for review
-  router.get(
-    "/review",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 20;
-      const channelId = (req.query.channelId as string) || undefined;
-
-      const rows = await messagesService.getReviewMessages(channelId, limit);
-      logger.debug({ limit, channelId }, "Review query executed");
-      res.json({ results: rows, limit, cursor: null });
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/messages/messages.schema.ts

@@ -41,3 +41,11 @@ export const messageUpdateSchema = z.object({
 export type MessageQuery = z.infer<typeof messageQuerySchema>;
 export type MessageCreate = z.infer<typeof messageCreateSchema>;
 export type MessageUpdate = z.infer<typeof messageUpdateSchema>;
+
+export const semanticSearchSchema = z.object({
+  query: z.string().min(1).max(500),
+  limit: z.coerce.number().int().positive().max(50).default(10),
+  guildId: z.string().optional(),
+});
+
+export type SemanticSearchQuery = z.infer<typeof semanticSearchSchema>;

services/backend/src/modules/messages/messages.service.ts

@@ -1,7 +1,9 @@
 import { NotFoundError, ValidationError } from "@/shared/errors/index";
 import { createChildLogger } from "@/shared/logger/index";
+import { embedQuery } from "./embed.js";
 import { messagesRepository } from "./messages.repository.js";
-import type { MessageQuery } from "./messages.schema.js";
+import type { MessageQuery, SemanticSearchQuery } from "./messages.schema.js";
+import { searchArchive } from "./qdrant.js";
 
 const logger = createChildLogger("messages.service");
 
@@ -15,6 +17,14 @@ export class MessagesService {
     return messagesRepository.findMany(query);
   }
 
+  /**
+   * Stream messages one at a time (no 50-row batch). The WS handler iterates
+   * this generator and emits one `message_snapshot` frame per message.
+   */
+  streamMessages(query: MessageQuery, pageSize = 50) {
+    return messagesRepository.streamMany(query, pageSize);
+  }
+
   async getMessagesByChannel(channelId: string, query: MessageQuery) {
     if (!channelId) {
       throw new ValidationError("channelId is required");
@@ -70,6 +80,49 @@ export class MessagesService {
     logger.debug({ channelId, limit }, "Getting review messages");
     return messagesRepository.getReviewMessages(channelId, limit);
   }
+
+  /**
+   * Public, read-only semantic search over the persistent message archive.
+   * Embeds the query, searches Qdrant, returns text + metadata. Best-effort:
+   * if embeddings/Qdrant are unavailable, returns an empty result set.
+   */
+  async semanticSearch(
+    input: SemanticSearchQuery,
+  ): Promise<{ results: ReturnType<typeof mapSearchHit>[]; nextCursor: null }> {
+    const vector = await embedQuery(input.query);
+    if (!vector) {
+      logger.debug(
+        { query: input.query },
+        "semantic search skipped: no embedder",
+      );
+      return { results: [], nextCursor: null };
+    }
+    const hits = await searchArchive(vector, input.limit, 0.6);
+    const results = hits.map((h) => mapSearchHit(h));
+    return { results, nextCursor: null };
+  }
+
+  async getActivity(days = 30) {
+    return messagesRepository.getActivity(days);
+  }
+
+  async getRecentEdits(limit = 50, channelId?: string) {
+    logger.debug({ limit, channelId }, "Getting recent message edits");
+    return messagesRepository.getRecentEdits(limit, channelId);
+  }
+}
+
+/** Shape returned to the frontend (text + metadata from the archive payload). */
+function mapSearchHit(hit: {
+  score: number;
+  payload: { text: string; content_hash?: string; analyzed_at: number };
+}) {
+  return {
+    message_id: hit.payload.content_hash ?? null,
+    content: hit.payload.text,
+    score: hit.score,
+    created_at: hit.payload.analyzed_at,
+  };
 }
 
 export const messagesService = new MessagesService();

services/backend/src/modules/messages/qdrant.ts

@@ -0,0 +1,95 @@
+import { config } from "@/shared/config/index";
+import { createChildLogger } from "@/shared/logger/index";
+
+const logger = createChildLogger("messages-qdrant");
+
+export interface ArchiveHit {
+  score: number;
+  payload: {
+    text: string;
+    content_hash?: string;
+    analyzed_at: number;
+    expires_at: number;
+  };
+}
+
+function baseUrl(): string {
+  return (config.QDRANT_URL ?? "http://100.121.180.82:6333").replace(
+    /\/+$/,
+    "",
+  );
+}
+
+function headers(): Record<string, string> {
+  const h: Record<string, string> = { "Content-Type": "application/json" };
+  if (config.QDRANT_API_KEY) h["api-key"] = config.QDRANT_API_KEY;
+  return h;
+}
+
+export const ARCHIVE_COLLECTION =
+  config.QDRANT_ARCHIVE_COLLECTION ?? "gmw_message_archive";
+
+async function request(
+  method: string,
+  path: string,
+  body?: unknown,
+  timeoutMs = 10_000,
+): Promise<unknown> {
+  const controller = new AbortController();
+  const timer = setTimeout(() => controller.abort(), timeoutMs);
+  try {
+    const res = await fetch(`${baseUrl()}${path}`, {
+      method,
+      headers: headers(),
+      body: body === undefined ? undefined : JSON.stringify(body),
+      signal: controller.signal,
+    });
+    const text = await res.text();
+    if (!res.ok) {
+      throw new Error(
+        `Qdrant ${method} ${path} -> ${res.status}: ${text.slice(0, 200)}`,
+      );
+    }
+    return text ? JSON.parse(text) : null;
+  } finally {
+    clearTimeout(timer);
+  }
+}
+
+/** Search the archive collection for the nearest vectors to `vector`. */
+export async function searchArchive(
+  vector: number[],
+  limit: number,
+  scoreThreshold: number,
+): Promise<ArchiveHit[]> {
+  if (!config.QDRANT_URL) return [];
+  try {
+    const json = (await request(
+      "POST",
+      `/collections/${ARCHIVE_COLLECTION}/points/search`,
+      {
+        vector,
+        limit,
+        score_threshold: scoreThreshold,
+        with_payload: true,
+      },
+    )) as {
+      result?: Array<{
+        score?: number;
+        payload?: ArchiveHit["payload"];
+      }>;
+    };
+    return (json.result ?? [])
+      .filter((h) => h.payload?.text)
+      .map((h) => ({
+        score: h.score ?? 0,
+        payload: h.payload as ArchiveHit["payload"],
+      }));
+  } catch (error) {
+    logger.warn(
+      { error: error instanceof Error ? error.message : String(error) },
+      "archive search failed",
+    );
+    return [];
+  }
+}

services/backend/src/modules/moderation/index.ts

@@ -1 +0,0 @@
-export { createModerationRouter } from "./moderation.routes.js";

services/backend/src/modules/moderation/moderation.repository.ts

@@ -17,6 +17,20 @@ const ACTION_TYPES = [
 ] as const;
 const STATUSES = ["pending", "executed", "failed"] as const;
 
+/** Parse a JSON-stringified array column (e.g. flags/categories/evidence).
+ *  Returns null on empty/malformed input so the FE can treat it as "no data". */
+function parseJsonArray(value: unknown): string[] | null {
+  if (value == null) return null;
+  const str = typeof value === "string" ? value : String(value);
+  if (str.length === 0) return null;
+  try {
+    const parsed = JSON.parse(str);
+    return Array.isArray(parsed) ? (parsed as string[]) : null;
+  } catch {
+    return null;
+  }
+}
+
 export class ModerationRepository {
   async getStats() {
     const db = getDatabase();
@@ -103,6 +117,13 @@ export class ModerationRepository {
         a.error,
         a.created_at,
         a.executed_at,
+        a.flags,
+        a.categories,
+        a.severity,
+        a.confidence,
+        a.score,
+        a.evidence,
+        a.policy_version,
         m.username,
         LEFT(m.content, 300) AS content
       FROM moderation_actions a
@@ -126,6 +147,13 @@ export class ModerationRepository {
       error: r.error ? String(r.error) : null,
       created_at: r.created_at ? Number(r.created_at) : null,
       executed_at: r.executed_at ? Number(r.executed_at) : null,
+      flags: parseJsonArray(r.flags),
+      categories: parseJsonArray(r.categories),
+      severity: r.severity ? String(r.severity) : null,
+      confidence: r.confidence != null ? Number(r.confidence) : null,
+      score: r.score != null ? Number(r.score) : null,
+      evidence: parseJsonArray(r.evidence),
+      policy_version: r.policy_version ? String(r.policy_version) : null,
       username: r.username ? String(r.username) : null,
       content: r.content ? String(r.content) : null,
     }));
@@ -136,6 +164,220 @@ export class ModerationRepository {
 
     return { data, nextCursor };
   }
+
+  /**
+   * Aggregate moderation trends over the last `days` days.
+   * - category counts (from the jsonb/text[] `categories` column, unnested)
+   * - severity distribution
+   * - action_type distribution
+   * Read-only; powers the public Toxic Topic Trends panel.
+   */
+  async getTrends(days: number) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+
+    const cats = await db.execute(sql`
+      SELECT jsonb_array_elements_text(a.categories::jsonb) AS cat, COUNT(*)::int AS c
+      FROM moderation_actions a
+      WHERE a.created_at >= ${since} AND a.categories IS NOT NULL AND a.categories != '[]' AND a.categories != ''
+      GROUP BY cat
+      ORDER BY c DESC
+      LIMIT 15
+    `);
+    const catRows = (cats.rows as Record<string, unknown>[]) || [];
+
+    const sev = await db.execute(sql`
+      SELECT severity, COUNT(*)::int AS c
+      FROM moderation_actions
+      WHERE created_at >= ${since} AND severity IS NOT NULL
+      GROUP BY severity
+    `);
+    const sevRows = (sev.rows as Record<string, unknown>[]) || [];
+
+    const act = await db.execute(sql`
+      SELECT action_type, COUNT(*)::int AS c
+      FROM moderation_actions
+      WHERE created_at >= ${since}
+      GROUP BY action_type
+      ORDER BY c DESC
+    `);
+    const actRows = (act.rows as Record<string, unknown>[]) || [];
+
+    return {
+      categories: catRows.map((r) => ({
+        name: String(r.cat),
+        count: Number(r.c ?? 0),
+      })),
+      severities: sevRows.map((r) => ({
+        level: String(r.severity),
+        count: Number(r.c ?? 0),
+      })),
+      actions: actRows.map((r) => ({
+        type: String(r.action_type),
+        count: Number(r.c ?? 0),
+      })),
+    };
+  }
+
+  /**
+   * Top flagged domains over the last `days` days.
+   * Extracts the host from any URL in `content`/`reason`/`evidence` and ranks
+   * by how often it appears in moderation actions. Powers the Scam Domain panel.
+   */
+  async getTopFlaggedDomains(days: number) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+    const result = await db.execute(sql`
+      SELECT host, COUNT(*)::int AS c
+      FROM (
+        SELECT DISTINCT a.id,
+          (regexp_matches(COALESCE(a.content,'') || ' ' || COALESCE(a.reason,'') || ' ' || COALESCE(a.evidence,''), 'https?://([^/\s?#]+)', 'g'))[1] AS host
+        FROM moderation_actions a
+        WHERE a.created_at >= ${since}
+          AND (a.content IS NOT NULL OR a.reason IS NOT NULL OR a.evidence IS NOT NULL)
+      ) sub
+      WHERE host IS NOT NULL
+      GROUP BY host
+      ORDER BY c DESC
+      LIMIT 20
+    `);
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      domain: String(r.host).toLowerCase(),
+      count: Number(r.c ?? 0),
+    }));
+  }
+
+  /**
+   * Top flagged channels over the last `days` days.
+   * Joins moderation_actions → messages to attribute each action to a channel.
+   * Powers the Top Flagged Channels panel.
+   */
+  async getTopFlaggedChannels(days: number) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+    const result = await db.execute(sql`
+      SELECT
+        m.channel_id,
+        COALESCE(NULLIF((m.metadata::jsonb -> 'channel' ->> 'channelName'), ''), m.channel_id) AS channel_name,
+        COUNT(*)::int AS flagged_count
+      FROM moderation_actions a
+      LEFT JOIN messages m ON m.id = a.message_id
+      WHERE a.created_at >= ${since} AND m.channel_id IS NOT NULL
+      GROUP BY m.channel_id, (m.metadata::jsonb -> 'channel' ->> 'channelName')
+      ORDER BY flagged_count DESC
+      LIMIT 15
+    `);
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      channel_id: String(r.channel_id),
+      channel_name: r.channel_name ? String(r.channel_name) : null,
+      flagged_count: Number(r.flagged_count),
+    }));
+  }
+
+  /**
+   * Hour-of-day distribution of moderation actions over the last `days` days.
+   * 24 rows (hour 0..23), with total + flagged-by-severity counts.
+   * Powers the Moderation Heatmap by Hour panel.
+   */
+  async getHourlyModeration(days: number) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+    const result = await db.execute(sql`
+      SELECT
+        EXTRACT(HOUR FROM to_timestamp(created_at / 1000))::int AS hour,
+        COUNT(*)::int AS total
+      FROM moderation_actions
+      WHERE created_at >= ${since}
+      GROUP BY hour
+      ORDER BY hour
+    `);
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    const byHour = new Map<number, number>();
+    for (const r of rows) byHour.set(Number(r.hour), Number(r.total));
+    return Array.from({ length: 24 }, (_, h) => ({
+      hour: h,
+      total: byHour.get(h) ?? 0,
+    }));
+  }
+
+  /**
+   * Moderation actions filtered to a single category (drill-down).
+   * Powers the Flag Category Drill-down panel.
+   */
+  async getByCategory(days: number, category: string, limit = 50) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+    const result = await db.execute(
+      sql.raw(`
+      SELECT
+        a.id, a.message_id, a.user_id, a.guild_id, a.action_type,
+        a.reason, a.status, a.created_at, a.severity, a.confidence, a.score,
+        m.username, LEFT(m.content, 300) AS content
+      FROM moderation_actions a
+      LEFT JOIN messages m ON m.id = a.message_id
+      WHERE a.created_at >= ${since}
+        AND a.categories IS NOT NULL
+        AND a.categories::jsonb @> ${JSON.stringify([category])}::jsonb
+      ORDER BY a.created_at DESC
+      LIMIT ${limit}
+    `),
+    );
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    return rows.map((r) => ({
+      id: String(r.id ?? ""),
+      message_id: r.message_id ? String(r.message_id) : null,
+      user_id: r.user_id ? String(r.user_id) : null,
+      guild_id: String(r.guild_id ?? ""),
+      action_type: String(r.action_type ?? "unknown"),
+      reason: r.reason ? String(r.reason) : null,
+      status: String(r.status ?? "unknown"),
+      created_at: r.created_at ? Number(r.created_at) : null,
+      severity: r.severity ? String(r.severity) : null,
+      confidence: r.confidence != null ? Number(r.confidence) : null,
+      score: r.score != null ? Number(r.score) : null,
+      username: r.username ? String(r.username) : null,
+      content: r.content ? String(r.content) : null,
+    }));
+  }
+
+  /**
+   * Auto-moderation coverage over the last `days` days.
+   * Run completion rate from ai_analysis_runs — what fraction of analysis runs
+   * completed (vs failed/pending). Public "how much is automated" trust metric.
+   */
+  async getCoverage(days: number) {
+    const db = getDatabase();
+    const since = Date.now() - days * 24 * 60 * 60 * 1000;
+    const result = await db.execute(sql`
+      SELECT status, COUNT(*)::int AS c
+      FROM ai_analysis_runs
+      WHERE created_at >= ${since}
+      GROUP BY status
+    `);
+    const rows = (result.rows as Record<string, unknown>[]) || [];
+    const counts: Record<string, number> = {};
+    let total = 0;
+    for (const r of rows) {
+      const s = String(r.status);
+      const c = Number(r.c ?? 0);
+      counts[s] = c;
+      total += c;
+    }
+    const completed = counts.completed ?? 0;
+    const failed = counts.failed ?? 0;
+    const pending = (counts.pending ?? 0) + (counts.processing ?? 0);
+    return {
+      total,
+      completed,
+      failed,
+      pending,
+      coverage_rate:
+        total > 0 ? Number(((completed / total) * 100).toFixed(1)) : 0,
+      failed_rate: total > 0 ? Number(((failed / total) * 100).toFixed(1)) : 0,
+    };
+  }
 }
 
 export const moderationRepository = new ModerationRepository();

services/backend/src/modules/moderation/moderation.routes.ts

@@ -1,43 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "../../shared/logger/index.js";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { moderationService } from "./moderation.service.js";
-
-const logger = createChildLogger("moderation.routes");
-
-export function createModerationRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/moderation/stats — moderation action summary
-  router.get(
-    "/moderation/stats",
-    asyncHandler(async (_req: Request, res: Response) => {
-      const stats = await moderationService.getStats();
-      res.json(stats);
-    }),
-  );
-
-  // GET /api/moderation/actions — paginated moderation action log
-  router.get(
-    "/moderation/actions",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 50;
-      const status = req.query.status as string | undefined;
-      const actionType = req.query.actionType as string | undefined;
-      const cursor = req.query.cursor as string | undefined;
-
-      const result = await moderationService.listActions({
-        limit,
-        status,
-        actionType,
-        cursor: cursor ? Number(cursor) : undefined,
-      });
-
-      logger.debug({ count: result.data.length }, "Moderation actions listed");
-      res.json(result);
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/moderation/moderation.service.ts

@@ -8,10 +8,33 @@ const logger = createChildLogger("moderation.service");
 
 export class ModerationService {
   async getStats() {
-    logger.debug("Fetching moderation stats");
     return moderationRepository.getStats();
   }
 
+  async getTrends(days = 30) {
+    return moderationRepository.getTrends(days);
+  }
+
+  async getTopFlaggedDomains(days = 30) {
+    return moderationRepository.getTopFlaggedDomains(days);
+  }
+
+  async getTopFlaggedChannels(days = 30) {
+    return moderationRepository.getTopFlaggedChannels(days);
+  }
+
+  async getHourlyModeration(days = 30) {
+    return moderationRepository.getHourlyModeration(days);
+  }
+
+  async getByCategory(days = 30, category: string) {
+    return moderationRepository.getByCategory(days, category);
+  }
+
+  async getCoverage(days = 30) {
+    return moderationRepository.getCoverage(days);
+  }
+
   async listActions(query: ListModerationQuery) {
     logger.debug({ query }, "Listing moderation actions");
     return moderationRepository.listActions(query);

services/backend/src/modules/recordings/index.ts

@@ -1 +0,0 @@
-export { createRecordingsRouter } from "./recordings.routes.js";

services/backend/src/modules/recordings/recordings.routes.ts

@@ -1,41 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { recordingsService } from "./recordings.service.js";
-
-const logger = createChildLogger("recordings.routes");
-
-export function createRecordingsRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/recordings
-  router.get(
-    "/recordings",
-    asyncHandler(async (req: Request, res: Response) => {
-      const limit = Number(req.query.limit) || 50;
-      const channelId = req.query.channelId as string | undefined;
-      const userId = req.query.userId as string | undefined;
-      const cursor = req.query.cursor as string | undefined;
-      logger.debug({ limit, channelId, userId, cursor }, "Fetching recordings");
-      const result = await recordingsService.getRecent(limit, {
-        channelId,
-        userId,
-        cursor,
-      });
-      res.json(result);
-    }),
-  );
-
-  // DELETE /api/recordings/:id
-  router.delete(
-    "/recordings/:id",
-    asyncHandler(async (req: Request, res: Response) => {
-      const id = req.params.id as string;
-      await recordingsService.deleteById(id);
-      res.json({ ok: true });
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/ui-state/index.ts

@@ -1 +0,0 @@
-export { createUiStateRouter } from "./ui-state.routes.js";

services/backend/src/modules/ui-state/ui-state.routes.ts

@@ -1,34 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { uiStateService } from "./ui-state.service.js";
-
-const logger = createChildLogger("ui-state.routes");
-
-export function createUiStateRouter(): Router {
-  const router = express.Router();
-
-  // GET /api/ui-state
-  router.get(
-    "/ui-state",
-    asyncHandler(async (_req: Request, res: Response) => {
-      logger.debug("Fetching UI state");
-      const state = await uiStateService.getState();
-      res.json(state);
-    }),
-  );
-
-  // POST /api/ui-state
-  router.post(
-    "/ui-state",
-    asyncHandler(async (req: Request, res: Response) => {
-      const updates = req.body as Record<string, unknown>;
-      logger.debug({ keys: Object.keys(updates) }, "Updating UI state");
-      const result = await uiStateService.updateState(updates);
-      res.json(result);
-    }),
-  );
-
-  return router;
-}

services/backend/src/modules/voice/index.ts

@@ -1 +0,0 @@
-export { createVoiceRouter } from "./voice.routes.js";

services/backend/src/modules/voice/voice.controller.ts

@@ -1,45 +0,0 @@
-import type { Request, Response } from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler } from "../../shared/middlewares/index.js";
-import { publishCommandNoReply } from "../../shared/redis/index.js";
-import type { ConnectVoiceInput, VoiceCommandInput } from "./voice.schema.js";
-import {
-  connectVoice,
-  disconnectVoice,
-  getVoiceStatus,
-} from "./voice.service.js";
-
-const logger = createChildLogger("voice.controller");
-
-export const handleGetVoiceStatus = asyncHandler(
-  async (_req: Request, res: Response) => {
-    const status = await getVoiceStatus();
-    res.json(status);
-  },
-);
-
-export const handleConnectVoice = asyncHandler(
-  async (req: Request, res: Response) => {
-    const { guildId, channelId } = req.body as ConnectVoiceInput;
-    logger.debug({ guildId, channelId }, "Connecting to voice channel");
-    const status = await connectVoice(guildId, channelId);
-    res.json(status);
-  },
-);
-
-export const handleDisconnectVoice = asyncHandler(
-  async (_req: Request, res: Response) => {
-    logger.debug("Disconnecting from voice");
-    const status = await disconnectVoice();
-    res.json(status);
-  },
-);
-
-export const handleVoiceCommand = asyncHandler(
-  async (req: Request, res: Response) => {
-    const { command } = req.body as VoiceCommandInput;
-    logger.debug({ command }, "Publishing voice command");
-    await publishCommandNoReply(command);
-    res.json({ success: true, command });
-  },
-);

services/backend/src/modules/voice/voice.routes.ts

@@ -1,80 +0,0 @@
-import type { Request, Response, Router } from "express";
-import express from "express";
-import { createChildLogger } from "@/shared/logger/index";
-import { asyncHandler, validateBody } from "../../shared/middlewares/index.js";
-import {
-  handleConnectVoice,
-  handleDisconnectVoice,
-  handleGetVoiceStatus,
-  handleVoiceCommand,
-} from "./voice.controller.js";
-import { connectVoiceSchema, voiceCommandSchema } from "./voice.schema.js";
-import {
-  getGuilds,
-  getTextChannels,
-  getVoiceChannels,
-} from "./voice.service.js";
-
-const logger = createChildLogger("voice.routes");
-
-export function createVoiceRouter(): Router {
-  const router = express.Router();
-
-  // ── Guilds ──────────────────────────────────────────────────────────────
-
-  // GET /api/guilds
-  router.get(
-    "/guilds",
-    asyncHandler(async (_req: Request, res: Response) => {
-      logger.debug("Fetching guilds");
-      const guilds = await getGuilds();
-      res.json(guilds);
-    }),
-  );
-
-  // GET /api/guilds/:guildId/channels
-  router.get(
-    "/guilds/:guildId/channels",
-    asyncHandler(async (req: Request, res: Response) => {
-      const guildId = req.params.guildId as string;
-      logger.debug({ guildId }, "Fetching text channels");
-      const channels = await getTextChannels(guildId);
-      res.json(channels);
-    }),
-  );
-
-  // GET /api/guilds/:guildId/voice-channels
-  router.get(
-    "/guilds/:guildId/voice-channels",
-    asyncHandler(async (req: Request, res: Response) => {
-      const guildId = req.params.guildId as string;
-      logger.debug({ guildId }, "Fetching voice channels");
-      const channels = await getVoiceChannels(guildId);
-      res.json(channels);
-    }),
-  );
-
-  // ── Voice connection ────────────────────────────────────────────────────
-
-  // GET /api/voice/status
-  router.get("/voice/status", handleGetVoiceStatus);
-
-  // POST /api/voice/connect
-  router.post(
-    "/voice/connect",
-    validateBody(connectVoiceSchema),
-    handleConnectVoice,
-  );
-
-  // POST /api/voice/disconnect
-  router.post("/voice/disconnect", handleDisconnectVoice);
-
-  // POST /api/voice/command — send arbitrary voice command (transmit start/stop)
-  router.post(
-    "/voice/command",
-    validateBody(voiceCommandSchema),
-    handleVoiceCommand,
-  );
-
-  return router;
-}

services/backend/src/orpc/router.ts

@@ -0,0 +1,444 @@
+import { os } from "@orpc/server";
+import { z } from "zod";
+import { analysisService } from "../modules/analysis/analysis.service";
+import { chatRequestSchema } from "../modules/chatbot/chatbot.schema";
+import { chatbotService } from "../modules/chatbot/chatbot.service";
+import { dashboardService } from "../modules/dashboard/dashboard.service";
+import { knowledgeService } from "../modules/knowledge/knowledge.service";
+import {
+  mediaLoopSchema,
+  mediaQueueSchema,
+} from "../modules/media/media.schema";
+import {
+  getStatus,
+  queue,
+  setLoop,
+  skip,
+  stop,
+} from "../modules/media/media.service";
+import {
+  messageQuerySchema,
+  semanticSearchSchema,
+} from "../modules/messages/messages.schema";
+import { messagesService } from "../modules/messages/messages.service";
+import { moderationService } from "../modules/moderation/moderation.service";
+import { recordingsService } from "../modules/recordings/recordings.service";
+import { uiStateService } from "../modules/ui-state/ui-state.service";
+import {
+  connectVoice,
+  disconnectVoice,
+  getGuilds,
+  getTextChannels,
+  getVoiceChannels,
+  getVoiceStatus,
+} from "../modules/voice/voice.service";
+import { config } from "../shared/config/index";
+import { publishCommandNoReply } from "../shared/redis/index";
+
+// ── Dashboard ────────────────────────────────────────────────────
+const dashboardRouter = {
+  stats: os.handler(() => dashboardService.getStats()),
+  activity: os
+    .input(
+      z.object({ days: z.coerce.number().int().min(1).max(90).default(14) }),
+    )
+    .handler(({ input }) => dashboardService.getActivity(input.days)),
+  users: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(20),
+        cursor: z.string().optional(),
+        search: z.string().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      dashboardService.listUsers({
+        limit: input.limit,
+        cursor: input.cursor,
+        search: input.search,
+      }),
+    ),
+  userDetail: os
+    .input(z.object({ userId: z.string() }))
+    .handler(({ input }) => dashboardService.getUserDetail(input.userId)),
+  channels: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(20),
+        search: z.string().optional(),
+        guildId: z.string().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      dashboardService.listChannels({
+        limit: input.limit,
+        search: input.search,
+        guildId: input.guildId,
+      }),
+    ),
+  channelDetail: os
+    .input(z.object({ channelId: z.string() }))
+    .handler(({ input }) => dashboardService.getChannelDetail(input.channelId)),
+  reactions: os
+    .input(z.object({ limit: z.coerce.number().int().positive().default(20) }))
+    .handler(({ input }) => dashboardService.getTopReactions(input.limit)),
+  reactors: os
+    .input(z.object({ limit: z.coerce.number().int().positive().default(20) }))
+    .handler(({ input }) => dashboardService.getTopReactors(input.limit)),
+};
+
+// ── Messages ─────────────────────────────────────────────────────
+const messagesRouter = {
+  list: os
+    .input(messageQuerySchema)
+    .handler(({ input }) => messagesService.listMessages(input)),
+  byChannel: os
+    .input(
+      z.object({
+        channelId: z.string(),
+        query: messageQuerySchema,
+      }),
+    )
+    .handler(({ input }) =>
+      messagesService.getMessagesByChannel(input.channelId, input.query),
+    ),
+  detail: os
+    .input(z.object({ id: z.string() }))
+    .handler(({ input }) => messagesService.getMessageById(input.id)),
+  images: os
+    .input(
+      z.object({
+        guildId: z.string(),
+        limit: z.coerce.number().int().positive().default(50),
+      }),
+    )
+    .handler(({ input }) =>
+      messagesService.getImageMessages(input.guildId, input.limit),
+    ),
+  attachmentsByChannel: os
+    .input(
+      z.object({
+        channelId: z.string(),
+        query: messageQuerySchema,
+      }),
+    )
+    .handler(({ input }) =>
+      messagesService.getAttachmentsByChannel(input.channelId, input.query),
+    ),
+  review: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(20),
+        channelId: z.string().optional(),
+      }),
+    )
+    .handler(async ({ input }) => {
+      const rows = await messagesService.getReviewMessages(
+        input.channelId,
+        input.limit,
+      );
+      return { results: rows, limit: input.limit, cursor: null };
+    }),
+  // Public, read-only semantic search over the message archive.
+  semanticSearch: os
+    .input(semanticSearchSchema)
+    .handler(({ input }) => messagesService.semanticSearch(input)),
+  // Public, read-only activity heatmap data (per-hour volume by channel).
+  activity: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+      }),
+    )
+    .handler(({ input }) => messagesService.getActivity(input.days)),
+  // Public, read-only recent message edits (evasion tracker).
+  editHistory: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(50),
+        channelId: z.string().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      messagesService.getRecentEdits(input.limit, input.channelId),
+    ),
+};
+
+// ── Moderation ───────────────────────────────────────────────────
+const moderationRouter = {
+  stats: os.handler(() => moderationService.getStats()),
+  actions: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(50),
+        status: z.string().optional(),
+        actionType: z.string().optional(),
+        cursor: z.coerce.number().int().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      moderationService.listActions({
+        limit: input.limit,
+        status: input.status,
+        actionType: input.actionType,
+        cursor: input.cursor,
+      }),
+    ),
+  trends: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+      }),
+    )
+    .handler(({ input }) => moderationService.getTrends(input.days)),
+  // Flagged link / scam domain ranking (public Scam Domain panel).
+  topDomains: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+      }),
+    )
+    .handler(({ input }) => moderationService.getTopFlaggedDomains(input.days)),
+  // Top flagged channels (join moderation_actions → messages).
+  topChannels: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+      }),
+    )
+    .handler(({ input }) =>
+      moderationService.getTopFlaggedChannels(input.days),
+    ),
+  // Hour-of-day moderation distribution (heatmap by hour).
+  byHour: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+      }),
+    )
+    .handler(({ input }) => moderationService.getHourlyModeration(input.days)),
+  // Flag category drill-down (list actions for one category).
+  byCategory: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+        category: z.string().min(1),
+      }),
+    )
+    .handler(({ input }) =>
+      moderationService.getByCategory(input.days, input.category),
+    ),
+  // Auto-moderation coverage (analysis run completion rate).
+  coverage: os
+    .input(
+      z.object({
+        days: z.coerce.number().int().positive().max(365).default(30),
+      }),
+    )
+    .handler(({ input }) => moderationService.getCoverage(input.days)),
+};
+
+// ── Media ────────────────────────────────────────────────────────
+const mediaRouter = {
+  status: os.handler(() => getStatus()),
+  queue: os.input(mediaQueueSchema).handler(async ({ input }) => {
+    await queue(input.source, input.mode);
+    return getStatus();
+  }),
+  skip: os.handler(async () => {
+    await skip();
+    return getStatus();
+  }),
+  stop: os.handler(async () => {
+    await stop();
+    return getStatus();
+  }),
+  loop: os.input(mediaLoopSchema).handler(async ({ input }) => {
+    await setLoop(input.loop);
+    return getStatus();
+  }),
+};
+
+// ── Voice ─────────────────────────────────────────────────────────
+const voiceRouter = {
+  guilds: os.handler(() => getGuilds()),
+  textChannels: os
+    .input(z.object({ guildId: z.string() }))
+    .handler(({ input }) => getTextChannels(input.guildId)),
+  voiceChannels: os
+    .input(z.object({ guildId: z.string() }))
+    .handler(({ input }) => getVoiceChannels(input.guildId)),
+  status: os.handler(() => getVoiceStatus()),
+  connect: os
+    .input(z.object({ guildId: z.string(), channelId: z.string() }))
+    .handler(async ({ input }) => {
+      await connectVoice(input.guildId, input.channelId);
+      return getVoiceStatus();
+    }),
+  disconnect: os.handler(async () => {
+    await disconnectVoice();
+    return getVoiceStatus();
+  }),
+  command: os
+    .input(z.object({ command: z.string().min(1) }))
+    .handler(async ({ input }) => {
+      await publishCommandNoReply(input.command);
+      return { success: true, command: input.command };
+    }),
+};
+
+// ── Recordings ───────────────────────────────────────────────────
+const recordingsRouter = {
+  list: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(50),
+        channelId: z.string().optional(),
+        userId: z.string().optional(),
+        cursor: z.string().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      recordingsService.getRecent(input.limit, {
+        channelId: input.channelId,
+        userId: input.userId,
+        cursor: input.cursor,
+      }),
+    ),
+  delete: os.input(z.object({ id: z.string() })).handler(async ({ input }) => {
+    await recordingsService.deleteById(input.id);
+    return { ok: true };
+  }),
+};
+
+// ── Analysis (search) ──────────────────────────────────────────────
+const analysisRouter = {
+  search: os
+    .input(
+      z.object({
+        q: z.string().default(""),
+        channelId: z.string().optional(),
+        limit: z.coerce.number().int().positive().default(20),
+      }),
+    )
+    .handler(({ input }) =>
+      analysisService.search({
+        q: input.q,
+        channelId: input.channelId,
+        limit: input.limit,
+      }),
+    ),
+};
+
+// ── Chatbot ───────────────────────────────────────────────────────
+const chatbotRouter = {
+  chat: os
+    .input(
+      chatRequestSchema.extend({
+        // Per-device actor id; the old REST layer used an X-User-Id header.
+        // Anonymous sessions use a stable "anonymous" id.
+        userId: z.string().optional(),
+      }),
+    )
+    .handler(async ({ input }) => {
+      const userId = input.userId ?? "anonymous";
+      const response = await chatbotService.processMessage(
+        input.message,
+        input.context,
+        userId,
+      );
+      await chatbotService.saveConversation({
+        userId,
+        userMessage: input.message,
+        botResponse: response,
+        context: input.context,
+        timestamp: new Date(),
+      });
+      return { response, timestamp: new Date().toISOString() };
+    }),
+  history: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().max(100).default(50),
+        userId: z.string().optional(),
+      }),
+    )
+    .handler(async ({ input }) => {
+      const userId = input.userId ?? "anonymous";
+      const history = await chatbotService.getChatHistory(userId, input.limit);
+      return { history, total: history.length };
+    }),
+  clearHistory: os
+    .input(z.object({ userId: z.string().optional() }))
+    .handler(async ({ input }) => {
+      const userId = input.userId ?? "anonymous";
+      await chatbotService.clearChatHistory(userId);
+      return { ok: true };
+    }),
+};
+
+// ── Knowledge (public read-only culture glossary + term KB) ───────
+const knowledgeRouter = {
+  channelCultures: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(50),
+        search: z.string().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      knowledgeService.listChannelCultures(input.limit, input.search),
+    ),
+  glossary: os
+    .input(
+      z.object({
+        limit: z.coerce.number().int().positive().default(50),
+        search: z.string().optional(),
+      }),
+    )
+    .handler(({ input }) =>
+      knowledgeService.listGlossary(input.limit, input.search),
+    ),
+};
+const configRouter = {
+  get: os.handler(() => ({
+    monitorGuildId: config.MONITOR_GUILD_ID || null,
+    webserverPort: config.WEBSERVER_PORT,
+    nodeEnv: config.NODE_ENV,
+    backlogSyncHours: config.BACKLOG_SYNC_HOURS,
+    backlogSyncBatchSize: config.BACKLOG_SYNC_BATCH_SIZE,
+    retentionMessagesDays: config.RETENTION_MESSAGES_DAYS,
+    retentionAttachmentsDays: config.RETENTION_ATTACHMENTS_DAYS,
+    retentionVoiceDays: config.RETENTION_VOICE_DAYS,
+    autoDeleteFlaggedEnabled: config.AUTO_DELETE_FLAGGED_ENABLED,
+    aiAnalysisEnabled: config.AI_ANALYSIS_ENABLED,
+    voiceGuildId: config.VOICE_GUILD_ID || null,
+    voiceChannelId: config.VOICE_CHANNEL_ID || null,
+    logLevel: config.LOG_LEVEL,
+  })),
+};
+
+// ── UI State ──────────────────────────────────────────────────────
+const uiStateRouter = {
+  get: os.handler(() => uiStateService.getState()),
+  update: os
+    .input(z.record(z.string(), z.unknown()))
+    .handler(({ input }) => uiStateService.updateState(input)),
+};
+
+// ── Root router ───────────────────────────────────────────────────
+export const appRouter = {
+  dashboard: dashboardRouter,
+  messages: messagesRouter,
+  moderation: moderationRouter,
+  media: mediaRouter,
+  voice: voiceRouter,
+  recordings: recordingsRouter,
+  analysis: analysisRouter,
+  chatbot: chatbotRouter,
+  config: configRouter,
+  uiState: uiStateRouter,
+  knowledge: knowledgeRouter,
+};
+
+export type AppRouter = typeof appRouter;

services/backend/src/orpc/ws.ts

@@ -0,0 +1,43 @@
+import type { IncomingMessage, Server } from "node:http";
+import type { Duplex } from "node:stream";
+import { onError } from "@orpc/server";
+import { RPCHandler } from "@orpc/server/ws";
+import { WebSocketServer } from "ws";
+import { createChildLogger } from "@/shared/logger/index";
+import { appRouter } from "./router";
+
+const logger = createChildLogger("orpc.ws");
+
+/**
+ * Attach the oRPC WebSocket handler to the shared HTTP server, on a path
+ * SEPARATE from the voice/binary WebSocket (`/ws`). All structured data RPCs
+ * (dashboard, messages, moderation, media, voice control, recordings,
+ * analysis, chatbot, config, ui-state) flow over this `/trpc` socket; the
+ * `/ws` socket is left untouched for Discord PCM audio + gateway events.
+ *
+ * We use `noServer` + a manual `upgrade` router (instead of
+ * `new WebSocketServer({ server, path: "/trpc" })`) because two `ws` servers
+ * mounted with the `server` option on the SAME http.Server both register
+ * `upgrade` listeners, and `ws`'s path-guarded listener can reject (400) the
+ * other server's path. Routing the upgrade ourselves by URL keeps `/trpc`
+ * and `/ws` fully isolated.
+ */
+export function createORPCWebSocketServer(server: Server): WebSocketServer {
+  const handler = new RPCHandler(appRouter, {
+    interceptors: [
+      onError((error) => logger.error({ error }, "oRPC WS error")),
+    ],
+  });
+
+  const wss = new WebSocketServer({ noServer: true, perMessageDeflate: false });
+
+  server.on("upgrade", (req: IncomingMessage, socket: Duplex, head: Buffer) => {
+    if (!req.url?.startsWith("/trpc")) return; // let the /ws server handle it
+    wss.handleUpgrade(req, socket, head, (ws) => {
+      handler.upgrade(ws, { context: {} });
+    });
+  });
+
+  logger.info({ path: "/trpc" }, "oRPC WebSocket server attached");
+  return wss;
+}

services/backend/src/shared/config/index.ts

@@ -134,6 +134,7 @@ export const configSchema = z
       .default("https://9router.asepharyana.my.id/v1"),
     AI_LLM_MODEL: z.string().default("text"),
     AI_LLM_VISION_MODEL: z.string().optional(),
+    AI_LLM_EMBEDDING_MODEL: z.string().optional(),
     AI_LLM_MAX_CONCURRENT: z.coerce.number().int().positive().default(5),
     AI_LLM_IMAGE_MAX_DIMENSION: z.coerce
       .number()
@@ -208,6 +209,11 @@ export const configSchema = z
       .default("https://api.openai.com/v1"),
     OPENAI_MODERATION_MODEL: z.string().default("omni-moderation-latest"),
 
+    // ── Qdrant (message archive for semantic search) ──────────────────
+    QDRANT_URL: z.string().optional(),
+    QDRANT_API_KEY: z.string().optional(),
+    QDRANT_ARCHIVE_COLLECTION: z.string().default("gmw_message_archive"),
+
     // ── Auto Delete ─────────────────────────────────────────────────────
     AUTO_DELETE_FLAGGED_ENABLED: z
       .string()

services/backend/src/shared/database/schema.ts

@@ -62,6 +62,9 @@ export const pgMessagesTable = pgTable(
       enum: ["none", "monitor", "warn", "review", "delete", "escalate"],
     }),
     ai_analyzed_at: pgBigint("ai_analyzed_at", { mode: "number" }),
+    ai_analysis_duration_ms: pgBigint("ai_analysis_duration_ms", {
+      mode: "number",
+    }),
     ai_error: pgText("ai_error"),
   },
   (table) => ({

services/backend/src/shared/moderation-types.ts

@@ -80,6 +80,7 @@ export interface MessageRecord {
   ai_confidence?: number | null;
   ai_recommended_action?: AIRecommendedAction | null;
   ai_analyzed_at?: number | null;
+  ai_analysis_duration_ms?: number | null;
   ai_error?: string | null;
 }
 

services/backend/src/shared/redis-channels.ts

@@ -30,6 +30,7 @@ export const DISCORD_CHANNEL_TOPIC_UPDATED = "discord:channel:topic_updated";
 export const DISCORD_PRESENCE_UPDATED = "discord:presence:updated";
 export const DISCORD_GUILD_MEMBER_ADDED = "discord:guild_member:added";
 export const DISCORD_GUILD_MEMBER_REMOVED = "discord:guild_member:removed";
+export const DISCORD_MODERATION_ACTION = "discord:moderation:action";
 
 // ---------------------------------------------------------------------------
 // Command channels (backend -> discord-gateway)
@@ -126,4 +127,5 @@ export const DISCORD_CHANNEL_TO_WS_EVENT: Record<string, string> = {
   [DISCORD_PRESENCE_UPDATED]: "presence_updated",
   [DISCORD_GUILD_MEMBER_ADDED]: "guild_member_added",
   [DISCORD_GUILD_MEMBER_REMOVED]: "guild_member_removed",
+  [DISCORD_MODERATION_ACTION]: "moderation_action",
 };

services/backend/src/shared/utils/index.ts

@@ -108,5 +108,5 @@ export async function retryWithBackoff<T>(
       });
     }
   }
-  throw lastError!;
+  throw lastError ?? new Error("Request failed after all retries");
 }

services/backend/src/shared/utils/messageMapper.ts

@@ -24,6 +24,7 @@ export interface MappedMessage {
   ai_confidence: number | null;
   ai_recommended_action: string | null;
   ai_analyzed_at: number | null;
+  ai_analysis_duration_ms: number | null;
   ai_error: string | null;
   is_reply: boolean | null;
   is_forward: boolean | null;
@@ -58,6 +59,8 @@ export function mapMessageRow(row: Record<string, unknown>): MappedMessage {
     ai_confidence: (row.ai_confidence as number | null) ?? null,
     ai_recommended_action: (row.ai_recommended_action as string | null) ?? null,
     ai_analyzed_at: (row.ai_analyzed_at as number | null) ?? null,
+    ai_analysis_duration_ms:
+      (row.ai_analysis_duration_ms as number | null) ?? null,
     ai_error: (row.ai_error as string | null) ?? null,
     is_reply: row.is_reply === null ? null : Boolean(row.is_reply),
     is_forward: row.is_forward === null ? null : Boolean(row.is_forward),

services/backend/src/ws/server.ts

@@ -1,5 +1,7 @@
-import type { Server } from "node:http";
+import type { IncomingMessage, Server } from "node:http";
+import type { Duplex } from "node:stream";
 import { WebSocket, WebSocketServer } from "ws";
+import { messagesService } from "../modules/messages/messages.service.js";
 import { config } from "../shared/config/index.js";
 import { BACKEND_COMMAND, BACKEND_VOICE_TRANSMIT } from "../shared/index.js";
 import { createChildLogger } from "../shared/logger/index.js";
@@ -96,9 +98,20 @@ export function createWebSocketServer(server: Server): WebSocketServer {
   const frontendClients = new Set<WebSocket>();
   const gatewayClients = new Set<WebSocket>();
 
-  const wss = new WebSocketServer({ server, path: "/ws" });
+  const wss = new WebSocketServer({ noServer: true, perMessageDeflate: true });
   _wss = wss;
 
+  // Manual upgrade routing: without this, two `ws` servers bound to the same
+  // http.Server via the `server` option both register `upgrade` listeners and
+  // the path-guarded one destructively rejects the other's path (400). We own
+  // the upgrade event and dispatch by URL instead.
+  server.on("upgrade", (req: IncomingMessage, socket: Duplex, head: Buffer) => {
+    if (!req.url?.startsWith("/ws")) return;
+    wss.handleUpgrade(req, socket, head, (ws) => {
+      wss.emit("connection", ws, req);
+    });
+  });
+
   // Map-based dispatcher for JSON WebSocket message types
   const jsonHandlers = new Map<string, MessageHandler>();
 
@@ -128,6 +141,73 @@ export function createWebSocketServer(server: Server): WebSocketServer {
     );
   });
 
+  // Stream historical messages one-by-one over WS (no 50-row batch).
+  // The frontend requests it once per channel switch; the backend emits one
+  // `message_snapshot` frame per message so the UI renders progressively.
+  jsonHandlers.set("stream_messages", async (ws, message) => {
+    if (ws.readyState !== WebSocket.OPEN) return;
+    const payload = (message.payload ?? {}) as {
+      guildId?: string;
+      channelId?: string;
+      cursor?: string;
+      limit?: number;
+    };
+    const guildId = payload.guildId;
+    const channelId = payload.channelId;
+    if (!guildId && !channelId) {
+      logger.warn({ payload }, "stream_messages requires guildId or channelId");
+      return;
+    }
+
+    const pageSize = 50; // internal DB page size; still emitted one frame at a time
+    const maxFrames = Math.min(payload.limit ?? 200, 500);
+
+    let sent = 0;
+    let nextCursor: string | null = null;
+    try {
+      for await (const msg of messagesService.streamMessages(
+        {
+          guildId,
+          channelId,
+          cursor: payload.cursor,
+        } as never,
+        pageSize,
+      )) {
+        if (ws.readyState !== WebSocket.OPEN) break;
+        // Streamed DESC (newest first); the oldest emitted carries the smallest
+        // created_at, which is exactly the next-page cursor for "load older".
+        const createdAt = (msg as { created_at?: number }).created_at;
+        if (createdAt !== undefined) nextCursor = String(createdAt);
+        ws.send(
+          JSON.stringify({
+            type: "message_snapshot",
+            data: msg,
+          }),
+        );
+        sent++;
+        if (sent >= maxFrames) break;
+      }
+      if (ws.readyState === WebSocket.OPEN) {
+        ws.send(
+          JSON.stringify({
+            type: "message_snapshot_end",
+            data: { sent, nextCursor },
+          }),
+        );
+      }
+    } catch (err) {
+      logger.error({ err }, "stream_messages failed");
+      if (ws.readyState === WebSocket.OPEN) {
+        ws.send(
+          JSON.stringify({
+            type: "message_snapshot_end",
+            data: { sent, nextCursor, error: true },
+          }),
+        );
+      }
+    }
+  });
+
   wss.on("connection", (ws: WebSocket, req) => {
     // Parse auth token from query string
     const rawUrl = req.url ?? "/";

services/backend/tests/chatbot-tools.test.ts

@@ -0,0 +1,57 @@
+import { describe, expect, it } from "vitest";
+import { tools } from "../src/modules/chatbot/chatbot.toolDefs.js";
+
+const names = tools.map((t) => t.function.name);
+
+describe("chatbot tool definitions", () => {
+  it("exposes a stable, non-empty tool set", () => {
+    expect(tools.length).toBeGreaterThanOrEqual(10);
+    expect(new Set(names).size).toBe(names.length); // no dup names
+  });
+
+  it("every tool declares a name, description, and object parameters", () => {
+    for (const t of tools) {
+      expect(t.type).toBe("function");
+      expect(typeof t.function.name).toBe("string");
+      expect(t.function.description.length).toBeGreaterThan(10);
+      expect(t.function.parameters.type).toBe("object");
+    }
+  });
+
+  it("required-only tools declare required args", () => {
+    const byName = new Map(tools.map((t) => [t.function.name, t]));
+    for (const [name, required] of [
+      ["search_messages", "query"],
+      ["get_user_messages", "userId"],
+      ["get_user_profile", "userId"],
+      ["get_user_reputation", "userId"],
+      ["get_channel_culture", "channelId"],
+      ["get_message_detail", "messageId"],
+    ] as const) {
+      const tool = byName.get(name);
+      expect(tool, `missing tool ${name}`).toBeDefined();
+      expect(tool?.function.parameters.required).toContain(required);
+    }
+  });
+
+  it("covers the core server-watcher situations", () => {
+    for (const required of [
+      "get_server_stats",
+      "get_top_channels",
+      "get_recent_activity",
+      "get_top_flagged",
+      "search_messages",
+      "get_user_messages",
+      "get_user_profile",
+      "get_user_reputation",
+      "get_channel_culture",
+      "get_message_detail",
+      "get_message_reviews",
+      "get_voice_recordings",
+      "get_moderation_timeline",
+      "get_corrections",
+    ]) {
+      expect(names, `missing ${required}`).toContain(required);
+    }
+  });
+});

services/backend/tests/stream-many.test.ts

@@ -0,0 +1,114 @@
+import { describe, expect, it } from "vitest";
+
+/**
+ * Lock the contract that the WS `stream_messages` handler + frontend
+ * `useMessagesStream` depend on.
+ *
+ * Real behavior (src/modules/messages/messages.repository.ts → streamMany, and
+ * src/ws/server.ts stream_messages handler):
+ *  - ONE `stream_messages` request streams the WHOLE history for the scope,
+ *    internally paging `limit+1` at a time (cursor = oldest created_at of the
+ *    page) until exhausted or maxFrames is hit.
+ *  - Messages are emitted ONE AT A TIME, DESC (newest first).
+ *  - The final `message_snapshot_end` carries `nextCursor` = the OLDEST emitted
+ *    row's `created_at`, so the FE's next "load older" request pages forward.
+ *
+ * We replicate streamMany's pagination algorithm over an in-memory array so the
+ * test needs no DB.
+ */
+
+type Row = { id: string; created_at: number; guild_id: string };
+
+function makeStream(
+  rows: Row[],
+  query: { guildId?: string; channelId?: string; cursor?: string },
+  pageSize = 50,
+): () => Generator<Row, void, unknown> {
+  return function* () {
+    let cursor = query.cursor;
+    while (true) {
+      const page = rows
+        .filter((r) => (query.guildId ? r.guild_id === query.guildId : true))
+        .filter((r) => (cursor ? r.created_at < Number(cursor) : true))
+        .sort((a, b) => b.created_at - a.created_at)
+        .slice(0, pageSize + 1);
+
+      if (page.length === 0) return;
+      const hasMore = page.length > pageSize;
+      const pageRows = hasMore ? page.slice(0, pageSize) : page;
+      for (const r of pageRows) yield r;
+      if (!hasMore) return;
+      cursor = String(page[pageSize - 1].created_at);
+    }
+  };
+}
+
+function streamAll(
+  rows: Row[],
+  query: { guildId?: string; channelId?: string; cursor?: string },
+  pageSize = 50,
+  maxFrames = Infinity,
+): { data: Row[]; nextCursor: string | null } {
+  const data: Row[] = [];
+  let nextCursor: string | null = null;
+  for (const r of makeStream(rows, query, pageSize)()) {
+    nextCursor = String(r.created_at);
+    data.push(r);
+    if (data.length >= maxFrames) break;
+  }
+  return { data, nextCursor };
+}
+
+const mk = (id: string, created_at: number, guild_id = "g1"): Row => ({
+  id,
+  created_at,
+  guild_id,
+});
+
+describe("messages.streamMany contract", () => {
+  it("emits newest-first and sets nextCursor to oldest created_at", () => {
+    const rows = [mk("a", 300), mk("b", 200), mk("c", 100)];
+    const { data, nextCursor } = streamAll(rows, { guildId: "g1" });
+    expect(data.map((r) => r.id)).toEqual(["a", "b", "c"]);
+    expect(nextCursor).toBe("100"); // oldest emitted
+  });
+
+  it("streams the entire history in one request, one frame at a time", () => {
+    // 120 rows; one request must yield all 120 (no 50-row batch boundary).
+    const rows = Array.from({ length: 120 }, (_, i) => mk(`m${i}`, 1000 - i));
+    const { data, nextCursor } = streamAll(rows, { guildId: "g1" }, 50);
+    expect(data).toHaveLength(120);
+    expect(data[0].id).toBe("m0"); // newest first
+    expect(nextCursor).toBe("881"); // oldest = m119 (1000-119)
+  });
+
+  it("honors a frame cap and leaves nextCursor mid-history", () => {
+    const rows = Array.from({ length: 120 }, (_, i) => mk(`m${i}`, 1000 - i));
+    const { data, nextCursor } = streamAll(rows, { guildId: "g1" }, 50, 60);
+    expect(data).toHaveLength(60);
+    // nextCursor = 60th oldest = m59 (1000-59=941)
+    expect(nextCursor).toBe("941");
+  });
+
+  it("paginates correctly across subsequent load-older requests", () => {
+    const rows = Array.from({ length: 120 }, (_, i) => mk(`m${i}`, 1000 - i));
+    const first = streamAll(rows, { guildId: "g1" }, 50, 50);
+    expect(first.data).toHaveLength(50);
+    expect(first.nextCursor).toBe("951"); // 50th oldest = m49
+
+    const older = streamAll(
+      rows,
+      { guildId: "g1", cursor: first.nextCursor ?? undefined },
+      50,
+      50,
+    );
+    expect(older.data[0].id).toBe("m50"); // continues right after m49
+    expect(older.nextCursor).toBe("901"); // 100th oldest
+  });
+
+  it("filters by guild", () => {
+    const rows = [mk("x", 500, "g1"), mk("y", 400, "g2")];
+    const { data } = streamAll(rows, { guildId: "g2" });
+    expect(data.map((r) => r.id)).toEqual(["y"]);
+  });
+});

services/discord-gateway/ARCHITECTURE.md

@@ -1,172 +1,143 @@
+# Discord Gateway — Architecture
+
+Pure event-driven microservice (no HTTP server). Captures Discord
+messages/voice/attachments/reactions/threads/presence, runs LLM-based AI
+moderation, and publishes everything to Redis pub/sub for the backend to
+consume. The backend serves the HTTP/WS API to the frontend.
+
+> NOTE: this doc is the source of truth for the module layout. The older
+> `MODULE_STRUCTURE.md` was stale (referenced `winston`, `mock-crc.ts`,
+> `indonesianTextNormalizer.ts`, and `aiAnalysisWorker.ts`/`llmModerationClient.ts`
+> which were renamed/merged). If they disagree, this file wins.
+
+## Top-level layout
+
+```
 services/discord-gateway/
 ├── src/
+│   ├── index.ts                     # Entry point → initializeDiscordGateway()
 │   ├── app/
-│   │   ├── bootstrap.ts          # Discord Gateway initialization (no HTTP server)
-│   │   └── shutdown.ts           # Graceful shutdown handler
+│   │   ├── bootstrap.ts             # Wires client, DB, Redis, workers, schedulers
+│   │   ├── shutdown.ts              # Graceful shutdown (SIGINT/SIGTERM + transient errors)
+│   │   └── retention.ts             # Expired-record cleanup scheduler
 │   ├── shared/
-│   │   ├── config/
-│   │   │   └── config.ts         # Environment configuration (Zod validated)
-│   │   ├── database/
-│   │   │   ├── schema.ts         # Drizzle ORM schema
-│   │   │   ├── drizzle.ts        # Database connection
-│   │   │   ├── migrate.ts        # Migration runner
-│   │   │   └── voiceRecordingRepo.ts
-│   │   ├── errors/
-│   │   │   └── errors.ts         # Custom error classes
-│   │   ├── logger/
-│   │   │   ├── logger.ts         # Winston logger wrapper
-│   │   │   └── serialization.ts  # Log value serialization
-│   │   ├── utils/
-│   │   │   └── retry.ts          # Retry with backoff utility
-│   │   └── discord/
-│   │       └── clientOptions.ts  # Discord.js client configuration
-│   ├── modules/
-│   │   ├── message-capture/      # Modular MVC: Message capture & storage
-│   │   │   ├── messageCapture.ts # Controller: Discord event listeners
-│   │   │   ├── messageStore.ts   # Repository: Database operations
-│   │   │   ├── messageMetadata.ts # Service: Message metadata extraction
-│   │   │   ├── types.ts          # Domain types
-│   │   │   └── index.ts          # Module exports
-│   │   ├── ai-moderation/        # Modular MVC: AI analysis & moderation
-│   │   │   ├── aiAnalyzer.ts     # Controller: Analysis orchestration
-│   │   │   ├── llmModerationClient.ts # Service: LLM API client
-│   │   │   ├── aiAnalysisWorker.ts # Service: Worker pool management
-│   │   │   ├── indonesianTextNormalizer.ts # Service: Text normalization
-│   │   │   ├── moderationPrompt.ts # Service: Prompt generation
-│   │   │   └── index.ts          # Module exports
-│   │   ├── voice-recording/      # Modular MVC: Voice recording & streaming
-│   │   │   ├── voiceController.ts # Controller: Voice connection management
-│   │   │   ├── recorder.ts       # Service: Recording orchestration
-│   │   │   ├── recorder/
-│   │   │   │   ├── audioStream.ts # Service: Audio stream subscription
-│   │   │   │   ├── decoder.ts    # Service: Opus decoding
-│   │   │   │   ├── segment.ts    # Service: OGG segment rotation
-│   │   │   │   ├── metadata.ts   # Service: Segment metadata
-│   │   │   │   ├── sessionRecording.ts # Service: Session management
-│   │   │   │   └── uploader.ts   # Service: Segment upload
-│   │   │   └── index.ts          # Module exports
-│   │   ├── attachment-upload/    # Modular MVC: Attachment handling
-│   │   │   ├── attachmentUploader.ts # Service: Upload orchestration
-│   │   │   ├── imageResizer.ts   # Service: Image resizing
-│   │   │   └── index.ts          # Module exports
-│   │   └── event-broadcaster/    # Event-driven: Redis pub/sub
-│   │       ├── eventBroadcaster.ts # Service: Event publishing
-│   │       ├── eventTypes.ts     # Domain: Event type definitions
-│   │       └── index.ts          # Module exports
-│   ├── mock-crc.ts               # CRC polyfill for discord.js
-│   └── index.ts                  # Service entry point
-├── package.json                  # Service dependencies
-└── tsconfig.json                 # TypeScript configuration
+│   │   ├── config/                  # Zod-validated env (index.ts = schema+loader)
+│   │   ├── database/                # Drizzle ORM + pg Pool + migrations
+│   │   │   ├── init.ts drizzle.ts pool.ts migrate.ts migrateCli.ts
+│   │   │   └── schema/              # messages, cache, voice, analytics, meta
+│   │   ├── logger/                  # pino wrapper + createChildLogger()
+│   │   ├── errors/                  # AppError / ConfigError / AudioError ...
+│   │   ├── utils/                   # retry, pagination
+│   │   ├── discord/clientOptions.ts # discord.js-selfbot-v13 client options
+│   │   ├── uploader.ts              # Shared attachment upload helper
+│   │   ├── redis-channels.ts        # Redis channel-name constants
+│   │   └── moderation-types.ts      # Shared AI analysis domain types
+│   └── modules/
+│       ├── message-capture/         # Discord event listeners + DB store
+│       ├── ai-moderation/           # LLM moderation pipeline (see below)
+│       ├── voice-recording/         # Voice connect + Opus→OGG recording
+│       │   └── recorder/            # decoder, segment, session, uploader, oggCrc
+│       ├── voice-pcm-ws/            # Real-time PCM → backend WebSocket (bypasses Redis)
+│       ├── attachment-upload/       # Download + (sharp) resize + upload
+│       ├── event-broadcaster/        # RedisEventPublisher + EventBroadcaster
+│       ├── command-handler/         # Redis-subscribed backend→gateway commands
+│       ├── reaction-tracking/ thread-tracking/ user-presence/
+│       ├── channel-topic/ guild-member-events/
+│       └── gateway-metrics/         # Prometheus /metrics endpoint (port 4016)
+```
 
-## Architecture Patterns
+## AI moderation pipeline (`ai-moderation/`)
 
-### Modular MVC Structure
-Each module follows Controller-Service-Repository pattern:
-- **Controller**: Discord event listeners (messageCapture, aiAnalyzer, voiceController)
-- **Service**: Business logic (messageStore, llmModerationClient, recorder)
-- **Repository**: Data access (messageStore, voiceRecordingRepo)
+LLM-only judge — no regex/heuristic classification. One orchestrator call
+handles a whole batch (text + media split internally, parallel paths).
 
-### Event-Driven Design
-- **Redis Pub/Sub**: All events published to Redis channels
-- **Event Channels**:
-  - `discord:message:created` — New message captured
-  - `discord:message:updated` — Message edited
-  - `discord:message:deleted` — Message deleted
-  - `discord:message:analyzed` — AI analysis complete
-  - `discord:attachment:created` — Attachment detected
-  - `discord:attachment:uploaded` — Attachment uploaded to storage
-  - `discord:voice:started` — Voice recording started
-  - `discord:voice:stopped` — Voice recording stopped
-  - `discord:voice:uploaded` — Voice segment uploaded
-  - `discord:analysis:queue_status` — Analysis queue status update
+- `aiAnalyzer.ts` — public API: `queueMessageAnalysis`, `getAnalysisQueueStatus`,
+  `startPendingAIAnalysisWorker` (recovery worker + cache-prune).
+- `batchScheduler.ts` — per-conversation debounce → `processBatch`.
+- `batchProcessor.ts` — batch lock/circuit-breaker, fans failed targets to
+  individual fallback.
+- `individualFallbackProcessor.ts` — one-message-at-a-time retry path, own CB.
+- `conversationState.ts` / `circuitBreaker.ts` — per-conversation state,
+  Piscina `workerPool`, `getConversationKey`.
+- `ai-analysis-worker.ts` — Piscina entry point (`batch` / `individual` jobs).
+  Runs `runModerationAnalysis` off the main thread.
+- `moderationOrchestrator.ts` — exact-hash cache → batched semantic (Qdrant)
+  cache → LLM. Text and media paths run in parallel.
+- `textBatchProcessor.ts` / `mediaBatchProcessor.ts` — actual LLM calls
+  (one call per sub-batch, not per message).
+- `llmClient.ts` — central OpenAI-compatible chat client (streaming, retries,
+  thinking-disable injection). `visionAnalyzer.ts` / `mediaAnalysisClient.ts`
+  share the same router/base URL (different model alias for vision).
+- `embeddingClient.ts` + `qdrantClient.ts` — semantic cache (one embed call +
+  one batched Qdrant search for all uncached targets).
+- `textCacheStore.ts` / `channelCultureStore.ts` / `userProfileStore.ts` /
+  `userProfileStore.ts` — caches learned user profile summaries (optional).
 
-### Shared Infrastructure
-- **Config**: Zod-validated environment variables
-- **Logger**: Winston logger with context support
-- **Database**: Drizzle ORM with PostgreSQL
-- **Errors**: Custom error classes with codes and status codes
-- **Utils**: Retry logic with exponential backoff
+### Concurrency model
 
-### No HTTP Server
-- Discord Gateway service is **event-driven only**
-- No Express, WebSocket, or HTTP routes
-- All communication via Redis pub/sub
-- Backend service consumes events and serves HTTP API
+- Main thread owns the LLM semaphore (`AI_LLM_MAX_CONCURRENT`, default 5) via
+  `llmClient.withLlmConcurrency`.
+- Piscina pool (`PISCINA_MAX_THREADS`, default 4) runs the heavy LLM work off
+  the event loop; **each worker thread initializes its own pg Pool** (min 0,
+  grows to `POSTGRES_POOL_MAX`). See "Memory & connections" below.
 
-## Initialization Flow
+## Memory & DB connections
 
-1. Load environment config (Zod validation)
-2. Initialize database connection
-3. Run pending migrations
-4. Create Discord client with optimized cache settings
-5. Initialize Redis event broadcaster
-6. Register Discord event listeners (messageCapture, aiAnalyzer)
-7. Login to Discord
-8. Listen for graceful shutdown signals (SIGINT, SIGTERM)
+`MemoryMax=1G` (raised from 512M — live RSS sits at ~500 MiB, peak 508 MiB,
+so 512M left ~2% headroom and risked an OOM-kill restart). Host has 8 GB free.
 
-## Graceful Shutdown
+`POSTGRES_POOL_MIN=0` (default). The gateway = main process + up to 4 Piscina
+worker threads, each with its own pg Pool. With min:0 the pools stay empty
+until a query runs and drop idle clients afterward, instead of holding
+`(1 main + 4 workers) × 2 = 10` permanently-open idle connections against
+PgBouncer. The pool still grows on demand up to `POSTGRES_POOL_MAX`.
 
-On shutdown signal:
-1. Close database connection
-2. Disconnect from voice channels
-3. Close Redis connection
-4. Destroy Discord client
-5. Exit process
+## Event channels (Redis pub/sub)
 
-## Dependencies
+`discord:message:{created,updated,deleted,analyzed}`,
+`discord:attachment:{created,uploaded}`,
+`discord:voice:{started,stopped,uploaded,active_user,pcm,analyzed}`,
+`discord:analysis:queue_status`,
+`discord:reaction:{added,removed}`,
+`discord:thread:{created,deleted,updated}`,
+`discord:channel_topic:updated`,
+`discord:presence:updated`,
+`discord:guild_member:{added,removed}`.
+See `src/shared/redis-channels.ts` for the canonical names.
 
-**Core Discord**:
-- discord.js-selfbot-v13
-- @discordjs/voice
-- @discordjs/opus
+## Initialization flow
 
-**Audio Processing**:
-- prism-media (Opus encoding/decoding)
-- opusscript (Opus fallback)
-- sharp (Image resizing)
+1. Validate env (Zod). Refuse to start if `AI_ANALYSIS_ENABLED` but no key.
+2. `AUTO_MIGRATE_ON_STARTUP` → run pending Drizzle migrations.
+3. `initializeDatabase()` (pg Pool, min 0).
+4. Create discord.js-selfbot-v13 client; register listeners on `ready`.
+5. Start `gmw-discord-gateway` metrics server (port `METRICS_PORT`, default 4016).
+6. `client.login(token)`.
 
-**Data & Config**:
-- drizzle-orm (ORM)
-- pg (PostgreSQL driver)
-- zod (Config validation)
-- ioredis (Redis client)
+## Graceful shutdown
 
-**Logging & Utilities**:
-- winston (Structured logging)
-- p-retry (Retry logic)
-- p-limit (Concurrency limiting)
-- piscina (Worker pool)
+`SIGINT`/`SIGTERM` (and uncaught transient stream errors: EPIPE / ECONNRESET /
+ERR_STREAM_DESTROYED / ERR_STREAM_WRITE_AFTER_END are treated as non-fatal):
+stop metrics → stop muxer → disconnect voice → close PCM WS → close Redis →
+close command handler → close DB → destroy client → exit.
 
-## Event Flow Example
+## Observability
 
-### Message Capture Flow
-1. Discord emits `messageCreate` event
-2. `messageCapture.ts` listener receives event
-3. Extract metadata (user, channel, content, timestamp)
-4. `messageStore.ts` inserts into database
-5. `eventBroadcaster.messageCreated()` publishes to Redis
-6. Backend service subscribes to `discord:message:created` channel
-7. Backend processes and stores in its own database
+Prometheus scrapes `127.0.0.1:4016/metrics` (`bete_*` prefix). Collectors run
+per-scrape and expose: process memory/uptime, and (when AI analysis is on) live
+pipeline gauges — `ai_analysis_queued_conversations`,
+`ai_analysis_active_batch_requests`, `ai_analysis_active_individual_requests`,
+`ai_analysis_individual_in_flight`, `ai_analysis_individual_circuit_breaker_active`,
+`ai_analysis_worker_threads`, `ai_analysis_worker_threads_active`.
 
-### Voice Recording Flow
-1. `voiceController.connect()` joins voice channel
-2. `recorder.ts` subscribes to user audio streams
-3. For each speaking user:
-   - Create audio stream subscription
-   - Decode Opus packets to PCM
-   - Rotate OGG segments (5s default)
-   - Collect user metadata
-4. On silence (3s):
-   - Finalize segment
-   - Create metadata JSON
-   - Upload segment to storage
-   - Publish `discord:voice:uploaded` event
-5. Backend service receives event and indexes recording
+## Key invariants (do not break)
 
-## No Breaking Changes
-
-- Original `src/` remains untouched for now
-- Discord Gateway is a **new service** in `services/discord-gateway/`
-- Can run alongside existing monolith during transition
-- Backend service will consume Redis events
-- Frontend continues to use Backend HTTP API
+- **LLM is the only judge.** Failed LLM → `status:"error"` + recovery retry.
+  Never reintroduce regex/heuristic content classification.
+- **Discord tokens are sanitized** (`discordTokens.ts`: `<:emoji:id>` →
+  `[emoji:name]`, `<@id>` → `@user`, etc.) before content reaches the LLM, so
+  numeric snowflake IDs never trigger false positives.
+- **Semantic cache is batched** (one embed call + one Qdrant batch search),
+  not N sequential round-trips. `ensureQdrantCollection` is memoized.
+- **Streaming is mandatory** against the 9router base URL (non-stream waits for
+  the full body and times out). `llmClient` aggregates SSE chunks.

services/discord-gateway/MODULE_STRUCTURE.md

@@ -1,408 +1,80 @@
-# Discord Gateway Service - Module Structure
+# Discord Gateway Service — Module Structure
 
-## Complete Directory Tree
+> Kept as a compact module map. For the authoritative layout, design
+> decisions, and invariants, see `ARCHITECTURE.md`. This file was rewritten
+> on 2026-08-16 to fix stale references (`winston` → pino,
+> `mock-crc.ts`/`indonesianTextNormalizer.ts` removed,
+> `aiAnalysisWorker.ts` → `ai-analysis-worker.ts`,
+> `llmModerationClient.ts` → `llmClient.ts`).
+
+## Top-level
 
 ```
 services/discord-gateway/
 ├── src/
-│   ├── app/
-│   │   ├── bootstrap.ts
-│   │   │   └── Initializes Discord client, database, Redis broadcaster
-│   │   │       Registers event listeners, handles graceful shutdown
-│   │   └── shutdown.ts
-│   │       └── Graceful shutdown handler for SIGINT/SIGTERM/exceptions
-│   │
-│   ├── shared/
-│   │   ├── config/
-│   │   │   └── config.ts
-│   │   │       └── Zod-validated environment configuration
-│   │   │           - Discord token, database URL, Redis URL
-│   │   │           - AI LLM settings, recording parameters
-│   │   │           - Attachment upload settings, retention policies
-│   │   │
-│   │   ├── database/
-│   │   │   ├── schema.ts
-│   │   │   │   └── Drizzle ORM schema definitions
-│   │   │   ├── drizzle.ts
-│   │   │   │   └── PostgreSQL connection and initialization
-│   │   │   ├── migrate.ts
-│   │   │   │   └── Database migration runner
-│   │   │   ├── migrateCli.ts
-│   │   │   │   └── CLI for programmatic migrations
-│   │   │   ├── voiceRecordingRepo.ts
-│   │   │   │   └── Voice recording repository
-│   │   │   └── migrations/
-│   │   │       └── Database migration files
-│   │   │
-│   │   ├── errors/
-│   │   │   └── errors.ts
-│   │   │       └── Custom error classes
-│   │   │           - AppError (base)
-│   │   │           - ConfigError
-│   │   │           - AudioError
-│   │   │           - VoiceConnectionError
-│   │   │           - ValidationError
-│   │   │
-│   │   ├── logger/
-│   │   │   ├── logger.ts
-│   │   │   │   └── Winston logger wrapper with context support
-│   │   │   └── serialization.ts
-│   │   │       └── Log value serialization utilities
-│   │   │
-│   │   ├── utils/
-│   │   │   └── retry.ts
-│   │   │       └── Retry with exponential backoff utility
-│   │   │
-│   │   └── discord/
-│   │       └── clientOptions.ts
-│   │           └── Discord.js client configuration
-│   │
-│   ├── modules/
-│   │   │
-│   │   ├── message-capture/
-│   │   │   ├── messageCapture.ts
-│   │   │   │   └── CONTROLLER: Discord event listeners
-│   │   │   │       - messageCreate, messageUpdate, messageDelete
-│   │   │   │       - Validates capture target, publishes events
-│   │   │   │
-│   │   │   ├── messageStore.ts
-│   │   │   │   └── REPOSITORY: Database CRUD operations
-│   │   │   │       - upsertMessageForCapture
-│   │   │   │       - updateMessageAsEdited
-│   │   │   │       - updateMessageAsDeleted
-│   │   │   │       - insertAttachment
-│   │   │   │       - getMessageById
-│   │   │   │
-│   │   │   ├── messageMetadata.ts
-│   │   │   │   └── SERVICE: Message metadata extraction
-│   │   │   │       - getMessageMetadata
-│   │   │   │       - getMessageLocation
-│   │   │   │       - getDisplayContent
-│   │   │   │
-│   │   │   ├── types.ts
-│   │   │   │   └── Domain types
-│   │   │   │       - MessageRecord
-│   │   │   │       - AttachmentRecord
-│   │   │   │       - VoiceSegmentRecord
-│   │   │   │       - AIStatus, AISeverity, AIRecommendedAction
-│   │   │   │
-│   │   │   └── index.ts
-│   │       └── Module exports
-│   │
-│   │   ├── ai-moderation/
-│   │   │   ├── aiAnalyzer.ts
-│   │   │   │   └── CONTROLLER: Analysis orchestration
-│   │   │   │       - startPendingAIAnalysisWorker
-│   │   │   │       - queueMessageAnalysis
-│   │   │   │       - Manages analysis queue and worker pool
-│   │   │   │
-│   │   │   ├── llmModerationClient.ts
-│   │   │   │   └── SERVICE: LLM API integration
-│   │   │   │       - Calls LLM for text/image moderation
-│   │   │   │       - Parses responses, handles errors
-│   │   │   │       - Retry logic with backoff
-│   │   │   │
-│   │   │   ├── aiAnalysisWorker.ts
-│   │   │   │   └── SERVICE: Worker pool management
-│   │   │   │       - Piscina worker pool for parallel analysis
-│   │   │   │       - Conversation context batching
-│   │   │   │
-│   │   │   ├── indonesianTextNormalizer.ts
-│   │   │   │   └── SERVICE: Text preprocessing
-│   │   │   │       - Normalize Indonesian text
-│   │   │   │       - Handle diacritics, abbreviations
-│   │   │   │
-│   │   │   ├── moderationPrompt.ts
-│   │   │   │   └── SERVICE: Prompt generation
-│   │   │   │       - Generate LLM prompts for moderation
-│   │   │   │       - Include context and policy
-│   │   │   │
-│   │   │   └── index.ts
-│   │       └── Module exports
-│   │
-│   │   ├── voice-recording/
-│   │   │   ├── voiceController.ts
-│   │   │   │   └── CONTROLLER: Voice connection management
-│   │   │   │       - connect(guildId, channelId)
-│   │   │   │       - disconnect()
-│   │   │   │       - listGuilds(), listVoiceChannels()
-│   │   │   │       - getStatus()
-│   │   │   │
-│   │   │   ├── recorder.ts
-│   │   │   │   └── SERVICE: Recording orchestration
-│   │   │   │       - startRecording(client, channel)
-│   │   │   │       - stopRecording(guildId)
-│   │   │   │       - Manages active recording sessions
-│   │   │   │
-│   │   │   ├── recorder/
-│   │   │   │   ├── audioStream.ts
-│   │   │   │   │   └── SERVICE: Audio stream subscription
-│   │   │   │   │       - subscribeToAudioStream
-│   │   │   │   │       - Opus packet handling
-│   │   │   │   │
-│   │   │   │   ├── decoder.ts
-│   │   │   │   │   └── SERVICE: Opus decoding
-│   │   │   │   │       - OpusDecoder class
-│   │   │   │   │       - Decode Opus to PCM
-│   │   │   │   │       - Rotation and cooldown logic
-│   │   │   │   │
-│   │   │   │   ├── segment.ts
-│   │   │   │   │   └── SERVICE: OGG segment rotation
-│   │   │   │   │       - SegmentManager class
-│   │   │   │   │       - Rotate segments (5s default)
-│   │   │   │   │       - Write OGG files
-│   │   │   │   │
-│   │   │   │   ├── metadata.ts
-│   │   │   │   │   └── SERVICE: Segment metadata
-│   │   │   │   │       - collectUserMetadata
-│   │   │   │   │       - createSegmentMetadata
-│   │   │   │   │       - User info, roles, timestamps
-│   │   │   │   │
-│   │   │   │   ├── sessionRecording.ts
-│   │   │   │   │   └── SERVICE: Session management
-│   │   │   │   │       - createRecordingSession
-│   │   │   │   │       - finalizeRecordingSession
-│   │   │   │   │       - Track active sessions
-│   │   │   │   │
-│   │   │   │   └── uploader.ts
-│   │   │   │       └── SERVICE: Segment upload
-│   │   │   │           - uploadRecordingSegment
-│   │   │   │           - Upload to external storage
-│   │   │   │           - Retry logic
-│   │   │   │
-│   │   │   └── index.ts
-│   │       └── Module exports
-│   │
-│   │   ├── attachment-upload/
-│   │   │   ├── attachmentUploader.ts
-│   │   │   │   └── SERVICE: Upload orchestration
-│   │   │   │       - processAttachmentUpload
-│   │   │   │       - Download from Discord
-│   │   │   │       - Upload to external storage
-│   │   │   │       - Retry with backoff
-│   │   │   │
-│   │   │   ├── imageResizer.ts
-│   │   │   │   └── SERVICE: Image processing
-│   │   │   │       - resizeImage
-│   │   │   │       - Resize to max dimension
-│   │   │   │       - Preserve aspect ratio
-│   │   │   │
-│   │   │   └── index.ts
-│   │       └── Module exports
-│   │
-│   │   └── event-broadcaster/
-│   │       ├── eventBroadcaster.ts
-│   │       │   └── SERVICE: Redis pub/sub publisher
-│   │       │       - EventBroadcaster class
-│   │       │       - RedisEventPublisher class
-│   │       │       - Publish to Redis channels
-│   │       │       - Methods:
-│   │       │         - messageCreated()
-│   │       │         - messageUpdated()
-│   │       │         - messageDeleted()
-│   │       │         - messageAnalyzed()
-│   │       │         - attachmentCreated()
-│   │       │         - attachmentUploaded()
-│   │       │         - voiceRecordingStarted()
-│   │       │         - voiceRecordingStopped()
-│   │       │         - voiceRecordingUploaded()
-│   │       │         - analysisQueueStatus()
-│   │       │
-│   │       ├── eventTypes.ts
-│   │       │   └── Domain types
-│   │       │       - DiscordGatewayEvent interface
-│   │       │       - EventChannels constants
-│   │       │       - Event channel names
-│   │       │
-│   │       └── index.ts
-│           └── Module exports
-│
-│   ├── mock-crc.ts
-│   │   └── CRC polyfill for discord.js compatibility
-│   │
-│   └── index.ts
-│       └── Service entry point
-│           - Initialize Discord Gateway
-│           - Handle startup errors
-│
-├── ARCHITECTURE.md
-│   └── Detailed architecture documentation
-│
-├── README.md
-│   └── Complete service documentation
-│
-├── MODULE_STRUCTURE.md
-│   └── This file - module structure reference
-│
-└── package.json
-    └── Service dependencies and scripts
+│   ├── index.ts                     # Entry point
+│   ├── app/                         # bootstrap, shutdown, retention
+│   ├── shared/                      # config, database, logger, errors, utils, discord, uploader
+│   └── modules/
+│       ├── message-capture/         # Discord listeners + DB store + metadata
+│       ├── ai-moderation/           # LLM moderation pipeline (largest module)
+│       ├── voice-recording/         # Voice connect + Opus→OGG recording (+ recorder/)
+│       ├── voice-pcm-ws/            # Real-time PCM → backend WebSocket
+│       ├── attachment-upload/       # Download + sharp resize + upload
+│       ├── event-broadcaster/        # RedisEventPublisher + EventBroadcaster
+│       ├── command-handler/         # Backend→gateway Redis commands
+│       ├── reaction-tracking/ thread-tracking/ user-presence/
+│       ├── channel-topic/ guild-member-events/
+│       └── gateway-metrics/         # Prometheus /metrics (port 4016)
+├── tests/                           # Vitest suites (129 tests)
+├── drizzle/                         # Drizzle migration SQL + journal
+├── ARCHITECTURE.md  README.md  package.json  tsconfig.json  vitest.config.ts
 ```
 
-## Module Responsibilities
+## Module responsibilities (summary)
 
 ### message-capture
-**Purpose**: Capture Discord messages (create, update, delete)
-**Pattern**: Controller-Service-Repository
-- **Controller** (messageCapture.ts): Listens to Discord events
-- **Service** (messageMetadata.ts): Extracts metadata
-- **Repository** (messageStore.ts): Database operations
-- **Events Published**:
-  - `discord:message:created`
-  - `discord:message:updated`
-  - `discord:message:deleted`
+Captures `messageCreate`/`messageUpdate`/`messageDelete`, extracts metadata,
+stores to Postgres, publishes to Redis. Controller–Service–Repository split:
+`messageCapture.ts` (listener) → `messageStore.ts` (DB) + `messageMetadata.ts`
+(service).
 
 ### ai-moderation
-**Purpose**: Analyze messages with LLM for moderation
-**Pattern**: Controller-Service-Service-Service
-- **Controller** (aiAnalyzer.ts): Orchestrates analysis workflow
-- **Service** (llmModerationClient.ts): LLM API integration
-- **Service** (aiAnalysisWorker.ts): Worker pool management
-- **Service** (indonesianTextNormalizer.ts): Text preprocessing
-- **Service** (moderationPrompt.ts): Prompt generation
-- **Events Published**:
-  - `discord:message:analyzed`
-  - `discord:analysis:queue_status`
+LLM-only moderation. Entry: `aiAnalyzer.ts` (`queueMessageAnalysis`,
+`startPendingAIAnalysisWorker`, `getAnalysisQueueStatus`). Scheduling:
+`batchScheduler.ts` → `batchProcessor.ts` (batch lock + circuit breaker) →
+`individualFallbackProcessor.ts` (per-message retry). Heavy work runs in the
+Piscina pool via `ai-analysis-worker.ts` (jobs `batch` / `individual`).
+Orchestration/caching: `moderationOrchestrator.ts` (exact hash → batched
+semantic Qdrant → LLM), `textBatchProcessor.ts` / `mediaBatchProcessor.ts`
+(one LLM call per sub-batch), `llmClient.ts` (central streaming client),
+`embeddingClient.ts` + `qdrantClient.ts` (semantic cache), plus
+`channelCultureStore.ts` / `userProfileStore.ts`.
 
 ### voice-recording
-**Purpose**: Record voice channel audio
-**Pattern**: Controller-Service-SubServices
-- **Controller** (voiceController.ts): Voice connection management
-- **Service** (recorder.ts): Recording orchestration
-- **Sub-services** (recorder/*): Audio processing pipeline
-  - audioStream.ts: Opus packet subscription
-  - decoder.ts: Opus to PCM decoding
-  - segment.ts: OGG file rotation
-  - metadata.ts: User metadata collection
-  - sessionRecording.ts: Session lifecycle
-  - uploader.ts: Segment upload
-- **Events Published**:
-  - `discord:voice:started`
-  - `discord:voice:stopped`
-  - `discord:voice:uploaded`
+`voiceController.ts` (connect/disconnect/list) + `recorder.ts` (orchestration)
++ `recorder/` (decoder, segment, session, uploader, oggCrc). Publishes
+`discord:voice:*` events. Real-time audio also streamed via `voice-pcm-ws`.
 
 ### attachment-upload
-**Purpose**: Upload message attachments to external storage
-**Pattern**: Service-Service
-- **Service** (attachmentUploader.ts): Upload orchestration
-- **Service** (imageResizer.ts): Image processing
-- **Events Published**:
-  - `discord:attachment:created`
-  - `discord:attachment:uploaded`
+`attachmentUploader.ts` (download → upload to storage) + `imageResizer.ts`
+(sharp resize). Emits `discord:attachment:*`.
 
 ### event-broadcaster
-**Purpose**: Publish events to Redis pub/sub
-**Pattern**: Service-Domain
-- **Service** (eventBroadcaster.ts): Redis publisher
-- **Domain** (eventTypes.ts): Event type definitions
-- **Channels**:
-  - discord:message:* (message events)
-  - discord:attachment:* (attachment events)
-  - discord:voice:* (voice events)
-  - discord:analysis:* (analysis events)
+`RedisEventPublisher` (ioredis publish) + `EventBroadcaster` (typed methods).
+Channel names in `src/shared/redis-channels.ts`.
 
-## Shared Infrastructure
+### gateway-metrics
+`metrics.ts` Prometheus HTTP server on `METRICS_PORT` (4016). Collectors run
+per scrape; live pipeline gauges registered in `bootstrap.ts`.
 
-### config
-- Zod-validated environment variables
-- Type-safe configuration access
-- Sensible defaults
+## Shared infrastructure
+- **config** — Zod schema in `shared/config/index.ts` (single source of truth).
+- **database** — Drizzle ORM over `pg`; pool `min:0` (`shared/config`).
+- **logger** — `pino` wrapper, `createChildLogger()` for context loggers.
+- **errors** — `AppError` hierarchy (`ConfigError`, `AudioError`, …).
 
-### database
-- Drizzle ORM schema
-- PostgreSQL connection
-- Migration management
-- Voice recording repository
-
-### logger
-- Winston logger wrapper
-- Context-aware logging
-- Log serialization utilities
-
-### errors
-- Custom error classes
-- Error codes and HTTP status codes
-- Proper error hierarchy
-
-### utils
-- Retry with exponential backoff
-- Configurable retry parameters
-
-### discord
-- Discord.js client configuration
-- Cache optimization
-- Partial handling
-
-## Event Flow
-
-```
-Discord Events
-    ↓
-message-capture (Controller)
-    ↓
-messageStore (Repository) → PostgreSQL
-    ↓
-eventBroadcaster (Service)
-    ↓
-Redis Pub/Sub
-    ↓
-Backend Service (Subscriber)
-    ↓
-HTTP API / WebSocket
-    ↓
-Frontend Application
-```
-
-## No HTTP Server
-
-- ✅ No Express
-- ✅ No WebSocket server
-- ✅ No HTTP routes
-- ✅ No middleware
-- ✅ Pure event-driven service
-
-## Graceful Shutdown
-
-1. Close PostgreSQL connection
-2. Disconnect from voice channels
-3. Close Redis connection
-4. Destroy Discord client
-5. Exit process
-
-## Dependencies
-
-**Discord**:
-- discord.js-selfbot-v13
-- @discordjs/voice
-- @discordjs/opus
-
-**Audio**:
-- prism-media
-- opusscript
-- sharp
-
-**Data**:
-- drizzle-orm
-- pg
-- zod
-- ioredis
-
-**Logging**:
-- winston
-- p-retry
-- p-limit
-- piscina
-
-## Summary
-
-The Discord Gateway service is a **pure event-driven microservice** that:
-- Captures Discord messages, voice, and attachments
-- Performs AI moderation analysis
-- Publishes events to Redis pub/sub
-- Has no HTTP server or WebSocket
-- Follows Modular MVC pattern
-- Maintains clean module boundaries
-- Provides type-safe configuration
-- Includes structured logging
-- Handles graceful shutdown
-
-The service is designed to run alongside the Backend service, which consumes Redis events and serves the HTTP API to the Frontend.
+## Notes
+- No HTTP server (other than the metrics endpoint). Pure event-driven.
+- `MODULE_STRUCTURE.md` is intentionally a sketch; `ARCHITECTURE.md` is the
+  detailed reference. When they diverge, `ARCHITECTURE.md` wins.

services/discord-gateway/drizzle/migrations/0014_add_term_glossary_cache.sql

@@ -0,0 +1,9 @@
+CREATE TABLE IF NOT EXISTS "term_glossary_cache" (
+	"term" text PRIMARY KEY NOT NULL,
+	"definition" text NOT NULL,
+	"source_url" text DEFAULT '' NOT NULL,
+	"resolved_at" bigint NOT NULL,
+	"hit_count" integer DEFAULT 0 NOT NULL
+);
+--> statement-breakpoint
+CREATE INDEX IF NOT EXISTS "idx_term_glossary_cache_resolved_at" ON "term_glossary_cache" USING btree ("resolved_at");

services/discord-gateway/drizzle/migrations/0015_add_moderation_explainability.sql

@@ -0,0 +1,16 @@
+-- Migration: 0015_add_moderation_explainability.sql
+-- Date: 2026-08-18
+-- Description: Add structured explainability columns to moderation_actions.
+-- These are READ (surfaced read-only to the public web) so they are never
+-- "written but never read" — they back the public moderation transparency view.
+-- Idempotent: no-ops on databases that already carry the columns.
+
+ALTER TABLE IF EXISTS "moderation_actions"
+  ADD COLUMN IF NOT EXISTS "flags" text,
+  ADD COLUMN IF NOT EXISTS "categories" text,
+  ADD COLUMN IF NOT EXISTS "severity" text
+    CHECK ("severity" IS NULL OR "severity" IN ('none','low','medium','high','critical')),
+  ADD COLUMN IF NOT EXISTS "confidence" real,
+  ADD COLUMN IF NOT EXISTS "score" real,
+  ADD COLUMN IF NOT EXISTS "evidence" text,
+  ADD COLUMN IF NOT EXISTS "policy_version" text;

services/discord-gateway/drizzle/migrations/0016_drop_user_reputations.sql

@@ -0,0 +1,3 @@
+-- Remove the user reputation feature entirely (trust scores, infractions).
+-- The feature was removed from the codebase; this drops the orphaned table.
+DROP TABLE IF EXISTS "user_reputations";

services/discord-gateway/drizzle/migrations/meta/_journal.json

@@ -99,6 +99,27 @@
       "when": 1785551832190,
       "tag": "0013_rename_mascot_chat_to_chatbot",
       "breakpoints": true
+    },
+    {
+      "idx": 14,
+      "version": "7",
+      "when": 1785621600000,
+      "tag": "0014_add_term_glossary_cache",
+      "breakpoints": true
+    },
+    {
+      "idx": 15,
+      "version": "7",
+      "when": 1787184000000,
+      "tag": "0015_add_moderation_explainability",
+      "breakpoints": true
+    },
+    {
+      "idx": 16,
+      "version": "7",
+      "when": 1787185000000,
+      "tag": "0016_drop_user_reputations",
+      "breakpoints": true
     }
   ]
 }

services/discord-gateway/package.json

@@ -7,11 +7,8 @@
   "pnpm": {
     "onlyBuiltDependencies": [
       "@discordjs/opus",
-      "@lng2004/node-datachannel",
       "esbuild",
-      "node-av",
-      "sharp",
-      "zeromq"
+      "sharp"
     ]
   },
   "scripts": {
@@ -24,7 +21,6 @@
     "test": "vitest run"
   },
   "dependencies": {
-    "@dank074/discord-video-stream": "6.0.0",
     "@discordjs/opus": "^0.10.0",
     "@discordjs/voice": "^0.19.2",
     "@snazzah/davey": "^0.1.11",
@@ -32,7 +28,6 @@
     "discord.js-selfbot-v13": "^3.7.1",
     "dotenv": "^17.4.2",
     "drizzle-orm": "^0.45.2",
-    "imghash": "^1.1.4",
     "ioredis": "^5.11.0",
     "libsodium-wrappers": "^0.8.4",
     "lru-cache": "^11.5.1",

services/discord-gateway/pnpm-workspace.yaml

@@ -3,6 +3,7 @@ allowBuilds:
   "@lng2004/node-datachannel": true
   esbuild: true
   node-av: true
+  sharp: true
   zeromq: true
 # pnpm 11 requires build-script approvals here (the legacy `pnpm` field in
 # package.json is ignored). Native voice deps need their postinstall build.

services/discord-gateway/scripts/fix-imports.mjs

@@ -0,0 +1,58 @@
+// Rewrite import specifiers in the compiled dist/ so the output runs under
+// plain `node dist/index.js` (native ESM, no bundler / no tsx).
+//
+// Background: tsconfig uses moduleResolution:"bundler", so `tsc` emits BARE
+// relative specifiers WITHOUT extensions (e.g. `import "./router"`) and leaves
+// the `@/*` path-alias imports untouched. Node's native ESM resolver rejects
+// extensionless relative specifiers and knows nothing about the `@/` alias, so
+// the emitted dist/ crashes at startup (`ERR_MODULE_NOT_FOUND`). This script
+// fixes both:
+//   1. `@/foo`            -> relative path to dist/foo.js
+//   2. `./foo` / `../foo` -> `./foo.js` / `../foo.js` (append .js)
+// Already-extensioned relative imports (.js/.json/.node/.mjs/.cjs) and bare
+// package specifiers are left untouched (idempotent).
+import { readFileSync, writeFileSync, existsSync, readdirSync } from "node:fs";
+import { join, relative, dirname } from "node:path";
+
+let count = 0;
+function walk(dir) {
+  if (!existsSync(dir)) return;
+  for (const e of readdirSync(dir, { withFileTypes: true })) {
+    const p = join(dir, e.name);
+    if (e.isDirectory()) walk(p);
+    else if (e.name.endsWith(".js")) {
+      const c = readFileSync(p, "utf8");
+      const pat = /from\s+['"]([^'"]+)['"]/g;
+      const n = c.replace(pat, (m, spec) => {
+        if (spec.startsWith("@/")) {
+          // Source may already carry an extension (e.g. "@/shared/config/index.js");
+          // only append ".js" when the specifier has none — otherwise we'd
+          // produce "index.js.js".
+          const core = spec.slice(2);
+          let target;
+          if (/\.(js|json|node|mjs|cjs)$/.test(core)) {
+            target = join("dist", core);
+          } else {
+            target = join("dist", core) + ".js";
+          }
+          let rel = relative(dirname(p), target);
+          if (!rel.startsWith(".")) rel = "./" + rel;
+          return `from "${rel}"`;
+        }
+        if (
+          (spec.startsWith("./") || spec.startsWith("../")) &&
+          !/\.(js|json|node|mjs|cjs)$/.test(spec)
+        ) {
+          return `from "${spec}.js"`;
+        }
+        return m;
+      });
+      if (n !== c) {
+        writeFileSync(p, n);
+        count++;
+      }
+    }
+  }
+}
+walk("dist");
+console.log(`Fixed ${count} import specifiers in dist/`);

services/discord-gateway/src/app/bootstrap.ts

@@ -3,7 +3,11 @@ import { inArray, lt } from "drizzle-orm";
 import type { NodePgDatabase } from "drizzle-orm/node-postgres";
 import { ConfigError, DatabaseError } from "@/shared/errors/index";
 import { createChildLogger } from "@/shared/logger/index";
-import { startPendingAIAnalysisWorker } from "../modules/ai-moderation/aiAnalyzer.js";
+import {
+  getAnalysisQueueStatus,
+  startPendingAIAnalysisWorker,
+} from "../modules/ai-moderation/aiAnalyzer.js";
+import { workerPool } from "../modules/ai-moderation/circuitBreaker.js";
 import { registerChannelTopicCapture } from "../modules/channel-topic/index.js";
 import { CommandHandler } from "../modules/command-handler/commandHandler.js";
 import {
@@ -11,6 +15,8 @@ import {
   RedisEventPublisher,
 } from "../modules/event-broadcaster/index.js";
 import {
+  registerCollector,
+  setGauge,
   startMetricsServer,
   stopMetricsServer,
 } from "../modules/gateway-metrics/index.js";
@@ -19,6 +25,8 @@ import {
   registerMessageCapture,
   setEventBroadcaster as setMessageCaptureEventBroadcaster,
 } from "../modules/message-capture/messageCapture.js";
+import { setModerationEventBroadcaster } from "../modules/message-capture/moderationActionsDb.js";
+import { startDigestScheduler } from "../modules/monitor/digestScheduler.js";
 import { registerReactionCapture } from "../modules/reaction-tracking/index.js";
 import { registerThreadCapture } from "../modules/thread-tracking/index.js";
 import { registerPresenceCapture } from "../modules/user-presence/index.js";
@@ -222,7 +230,10 @@ export async function initializeDiscordGateway() {
     await initializeDatabase();
     logger.info("PostgreSQL database initialized");
   } catch (err) {
-    logger.error({ error: err }, "Failed to initialize database");
+    logger.error(
+      { err, errorMsg: err instanceof Error ? err.message : String(err) },
+      "Failed to initialize database",
+    );
     throw new DatabaseError(
       `Database initialization failed: ${err instanceof Error ? err.message : String(err)}`,
     );
@@ -245,6 +256,7 @@ export async function initializeDiscordGateway() {
     logger.info({ user: client.user?.tag }, "Bot logged in");
     setMessageCaptureEventBroadcaster(eventBroadcaster);
     setRecorderEventBroadcaster(eventBroadcaster);
+    setModerationEventBroadcaster(eventBroadcaster);
     registerMessageCapture(client);
     startPendingAIAnalysisWorker(client, eventBroadcaster);
 
@@ -264,10 +276,15 @@ export async function initializeDiscordGateway() {
 
     // Start retention cleanup scheduler
     startRetentionCleanup();
+    // Start weekly moderation digest (public, automated)
+    startDigestScheduler();
   });
 
   client.on("error", (err) => {
-    logger.error({ error: err }, "Client error");
+    logger.error(
+      { err, errorMsg: err instanceof Error ? err.message : String(err) },
+      "Client error",
+    );
   });
 
   process.on("SIGINT", () => {
@@ -279,15 +296,97 @@ export async function initializeDiscordGateway() {
   });
 
   process.on("uncaughtException", (err) => {
-    logger.error({ error: err }, "Uncaught exception");
+    const code =
+      typeof (err as NodeJS.ErrnoException).code === "string"
+        ? (err as NodeJS.ErrnoException).code
+        : "";
+    // Transient stream-teardown errors (voice stop/disconnect races, child
+    // process stdin closed while we still write) are NOT fatal — crashing the
+    // gateway on EPIPE takes the whole bot offline mid-music. Log + continue.
+    if (
+      code === "EPIPE" ||
+      code === "ERR_STREAM_DESTROYED" ||
+      code === "ERR_STREAM_WRITE_AFTER_END" ||
+      code === "ECONNRESET"
+    ) {
+      logger.warn(
+        { error: err },
+        "Uncaught transient stream error — continuing",
+      );
+      return;
+    }
+    logger.error(
+      {
+        err,
+        errorMsg: err instanceof Error ? err.message : String(err),
+        stack: err?.stack,
+      },
+      "Uncaught exception",
+    );
     gracefulShutdown("uncaughtException");
   });
 
-  process.on("unhandledRejection", (reason, promise) => {
-    logger.error({ reason, promise }, "Unhandled rejection");
+  process.on("unhandledRejection", (reason) => {
+    const err =
+      reason instanceof Error ? reason : new Error(String(reason ?? "unknown"));
+    const code = (err as NodeJS.ErrnoException).code ?? "";
+    // Same transient-teardown policy as uncaughtException: a rejection that
+    // fires while a stream is being torn down (EPIPE after ffmpeg stdin
+    // closes, write-after-destroy, socket reset) must NOT take the whole
+    // gateway offline. Log detail + continue. Everything else still shuts
+    // down so real bugs surface.
+    if (
+      code === "EPIPE" ||
+      code === "ERR_STREAM_DESTROYED" ||
+      code === "ERR_STREAM_WRITE_AFTER_END" ||
+      code === "ECONNRESET"
+    ) {
+      logger.warn(
+        { error: err },
+        "Unhandled rejection transient stream error — continuing",
+      );
+      return;
+    }
+    logger.error({ error: err, reason: String(reason) }, "Unhandled rejection");
     gracefulShutdown("unhandledRejection");
   });
 
+  // ── Metrics: register live pipeline collectors before starting server ──
+  // These refresh on every scrape so Prometheus sees real AI-analysis
+  // queue depth, concurrency, and DB pool state instead of an empty stub.
+  registerCollector(() => {
+    if (!config.AI_ANALYSIS_ENABLED) return;
+    try {
+      const status = getAnalysisQueueStatus();
+      setGauge("ai_analysis_queued_conversations", status.queuedConversations);
+      setGauge("ai_analysis_active_batch_requests", status.activeRequests);
+      setGauge(
+        "ai_analysis_active_individual_requests",
+        status.activeIndividualRequests,
+      );
+      setGauge(
+        "ai_analysis_individual_in_flight",
+        status.individualInFlightCount,
+      );
+      setGauge(
+        "ai_analysis_individual_circuit_breaker_active",
+        status.individualCircuitBreakerActive ? 1 : 0,
+      );
+      if (typeof status.lastError === "string") {
+        setGauge("ai_analysis_last_error_present", status.lastError ? 1 : 0);
+      }
+      const pool = workerPool as unknown as {
+        _poolState?: { size: number; active: number };
+      };
+      if (pool._poolState) {
+        setGauge("ai_analysis_worker_threads", pool._poolState.size);
+        setGauge("ai_analysis_worker_threads_active", pool._poolState.active);
+      }
+    } catch (err) {
+      logger.warn({ error: String(err) }, "AI metrics collector failed");
+    }
+  });
+
   // Start metrics server
   startMetricsServer();
 

services/discord-gateway/src/modules/ai-moderation/ai-analysis-worker.ts

@@ -21,7 +21,11 @@ import { config } from "../../shared/config/config.js";
 import { initializeDatabase } from "../../shared/database/drizzle.js";
 import { messageStore } from "../message-capture/messageStore.js";
 import type { MessageRecord } from "../message-capture/types.js";
-import { buildConversationContext } from "./conversationContext.js";
+import {
+  buildConversationContext,
+  buildLocationContext,
+} from "./conversationContext.js";
+import { buildConversationContextBlock } from "./moderationBuilders.js";
 import { runModerationAnalysis } from "./moderationOrchestrator.js";
 
 const logger = createChildLogger("ai-analysis-worker");
@@ -274,29 +278,56 @@ async function processBatch(job: {
     contextBefore,
     targets: messages,
     maxTokens: config.AI_ANALYSIS_MAX_CONTEXT_TOKENS,
+    maxAgeMs: config.AI_ANALYSIS_CONTEXT_MAX_AGE_MS,
+    gapMs: config.AI_ANALYSIS_CONTEXT_GAP_MS,
+  });
+  const contextBlock = buildConversationContextBlock({
+    location: buildLocationContext(messages),
+    descriptor: contextLines.descriptor,
+    lines: contextLines.lines,
   });
-  const contextText = contextLines.join("\n");
 
-  const targetIds = messages.map((m) => m.id);
+  const allTargetIds = messages.map((m) => m.id);
   const contextIds = contextBefore.map((m) => m.id);
   const attachments = await messageStore.getAttachmentsForMessages([
-    ...targetIds,
+    ...allTargetIds,
     ...contextIds,
   ]);
 
+  // Attachment-upload race guard: a message whose attachment is still being
+  // uploaded (upload_status='pending') must not be analyzed yet. Its
+  // uploaded_url is not ready, and falling back to the Discord CDN link often
+  // 404s (expired/purged) — which used to silently produce a text-only
+  // verdict ("lampiran yang gagal terbaca"). Leave those targets pending; the
+  // next worker cycle picks them up after the upload lands.
+  const pendingUploadTargetIds = new Set(
+    (attachments ?? [])
+      .filter((a) => a.upload_status === "pending")
+      .map((a) => a.message_id),
+  );
+  const readyMessages =
+    pendingUploadTargetIds.size === 0
+      ? messages
+      : messages.filter((m) => !pendingUploadTargetIds.has(m.id));
+  if (readyMessages.length === 0) {
+    return { ok: true, conversationKey, rows: [] };
+  }
+
   // The orchestrator handles text/media split + caching + parallel paths
   // internally, so a 20-message batch = 1 text LLM call (+1 media call
   // when media is present), not N per-message calls.
+  const analysisStart = Date.now();
   const moderationResult = await runModerationAnalysis({
-    targets: messages,
-    contextText,
+    targets: readyMessages,
+    contextBlock,
     attachments,
   });
+  const analysisDurationMs = Date.now() - analysisStart;
 
   const results = moderationResult.results.map((r) =>
     normalizeResult(
       r as unknown as AnalysisResult,
-      messages.find((m) => m.id === r.messageId),
+      readyMessages.find((m) => m.id === r.messageId),
     ),
   );
 
@@ -313,6 +344,7 @@ async function processBatch(job: {
       confidence: result.confidence,
       recommendedAction: result.recommendedAction,
       analyzedAt: Date.now(),
+      analysisDurationMs,
       error: result.status === "error" ? result.analysis : null,
     },
   }));
@@ -324,9 +356,10 @@ async function processBatch(job: {
 
   logger.info(
     {
-      total: messages.length,
+      total: readyMessages.length,
       saved: allRows.length,
       conversationKey,
+      skippedPendingUpload: messages.length - readyMessages.length,
     },
     "LLM batch analysis complete",
   );
@@ -359,8 +392,14 @@ async function processIndividual(job: {
     contextBefore,
     targets: [message],
     maxTokens: config.AI_ANALYSIS_MAX_CONTEXT_TOKENS,
+    maxAgeMs: config.AI_ANALYSIS_CONTEXT_MAX_AGE_MS,
+    gapMs: config.AI_ANALYSIS_CONTEXT_GAP_MS,
+  });
+  const contextBlock = buildConversationContextBlock({
+    location: buildLocationContext([message]),
+    descriptor: contextLines.descriptor,
+    lines: contextLines.lines,
   });
-  const contextText = contextLines.join("\n");
 
   const contextIds = contextBefore.map((m) => m.id);
   const attachments = await messageStore.getAttachmentsForMessages([
@@ -368,10 +407,21 @@ async function processIndividual(job: {
     ...contextIds,
   ]);
 
+  // Same attachment-upload race guard as the batch path: while the upload is
+  // still in-flight the uploaded_url is not ready and the Discord CDN fallback
+  // often 404s — analyzing now would silently produce a text-only verdict.
+  // Return no results so the message stays pending for the next cycle.
+  const uploadStillPending = (attachments ?? []).some(
+    (a) => a.message_id === message.id && a.upload_status === "pending",
+  );
+  if (uploadStillPending) {
+    return { ok: true, results: [] };
+  }
+
   try {
     const moderationResult = await runModerationAnalysis({
       targets: [message],
-      contextText,
+      contextBlock,
       attachments,
     });
 

services/discord-gateway/src/modules/ai-moderation/aiAnalyzer.ts

@@ -136,9 +136,11 @@ export function startPendingAIAnalysisWorker(
   import("./cultureLearner.js")
     .then((m) => m.startCultureLearnerWorker())
     .catch(console.error);
-  import("./userProfileLearner.js")
-    .then((m) => m.startUserProfileLearnerWorker())
-    .catch(console.error);
+  if (config.AI_USER_PROFILE_LEARNING_ENABLED) {
+    import("./userProfileLearner.js")
+      .then((m) => m.startUserProfileLearnerWorker())
+      .catch(console.error);
+  }
 
   setInterval(() => {
     // [D] Periodic cache hygiene: purge expired moderation verdicts from

services/discord-gateway/src/modules/ai-moderation/autoDeleteEligibility.ts

@@ -47,6 +47,40 @@ export function deriveRecommendedAction(msg: MessageRecord): string {
   return "none";
 }
 
+/** Parse the flag list from a structured result or the stored column. */
+export function parseModerationFlags(
+  message: MessageRecord,
+  analysisResult?: AnalysisResult,
+): string[] {
+  const flags = analysisResult?.flags ?? null;
+  if (flags && flags.length > 0) return flags;
+  const stored = message.ai_moderation_flags;
+  if (!stored) return [];
+  try {
+    const parsed = JSON.parse(stored) as unknown;
+    return Array.isArray(parsed)
+      ? parsed.filter((f): f is string => typeof f === "string")
+      : [];
+  } catch {
+    return [];
+  }
+}
+
+/**
+ * True when the ONLY violation is the member's server nickname — the message
+ * content itself is clean. Such messages must NOT be auto-deleted; the
+ * correct enforcement is resetting the nickname to the default username.
+ * Any other flag (sara, harassment, vulgar_language, ...) keeps the normal
+ * delete path.
+ */
+export function isNicknameOnlyViolation(
+  message: MessageRecord,
+  analysisResult?: AnalysisResult,
+): boolean {
+  const flags = parseModerationFlags(message, analysisResult);
+  return flags.length > 0 && flags.every((f) => f === "offensive_username");
+}
+
 /**
  * Check whether a message qualifies for auto-deletion.
  * Uses the structured `analysisResult` fields when provided, falling back

services/discord-gateway/src/modules/ai-moderation/autoDeleteManager.ts

@@ -1,11 +1,16 @@
 import type { Client, PermissionString } from "discord.js-selfbot-v13";
+import { LRUCache } from "lru-cache";
 import { createChildLogger } from "@/shared/logger/index";
 import { config } from "../../shared/config/config.js";
 import { messageStore } from "../message-capture/messageStore.js";
 import type { MessageRecord } from "../message-capture/types.js";
-import { isEligibleForAutoDelete } from "./autoDeleteEligibility.js";
+import {
+  isEligibleForAutoDelete,
+  isNicknameOnlyViolation,
+} from "./autoDeleteEligibility.js";
 import { logDeletionToChannel } from "./autoDeleteLogger.js";
 import { sendDeletionNotification } from "./autoDeleteNotify.js";
+import { verdictToActionFields } from "./verdictToActionFields.js";
 
 const logger = createChildLogger("auto-delete-manager");
 
@@ -15,6 +20,105 @@ export interface AutoDeleteResult {
   reason: string;
 }
 
+// Cooldown per guild:user — a nick violation fires per message, but the
+// Discord PATCH is idempotent; hammering it on every message by the same
+// member is wasteful and risks rate limits.
+const recentNicknameResets = new LRUCache<string, number>({
+  max: 200,
+  ttl: config.AUTO_NICKNAME_RESET_COOLDOWN_MS ?? 10 * 60 * 1000,
+});
+
+export function isNicknameResetInCooldown(
+  guildId: string,
+  userId: string,
+): boolean {
+  return recentNicknameResets.has(`${guildId}:${userId}`);
+}
+
+/**
+ * Resets a member's server nickname to the default (global username) —
+ * Discord's `setNickname(null)` removes the custom nick so the member is
+ * shown under their default username. Non-blocking; failures are logged
+ * but never throw into the moderation pipeline.
+ */
+export async function resetOffensiveNickname(
+  client: Client | undefined,
+  guildId: string,
+  userId: string,
+  messageId: string,
+): Promise<boolean> {
+  const cooldownKey = `${guildId}:${userId}`;
+  try {
+    if (!client?.user?.id) {
+      logger.warn(
+        { messageId, guildId, userId },
+        "Nick reset skipped: client missing",
+      );
+      return false;
+    }
+    if (userId === client.user.id) {
+      logger.debug({ userId }, "Nick reset skipped: operator's own account");
+      return false;
+    }
+    if (recentNicknameResets.has(cooldownKey)) {
+      logger.debug({ guildId, userId }, "Nick reset skipped: cooldown active");
+      return false;
+    }
+    if (config.AUTO_NICKNAME_RESET_ENABLED === false) return false;
+
+    const guild = client.guilds.cache.get(guildId);
+    if (!guild) {
+      logger.warn(
+        { messageId, guildId },
+        "Nick reset skipped: guild not found",
+      );
+      return false;
+    }
+    const member = await guild.members.fetch(userId);
+    // Discord rejects setNickname with "Missing Permissions" (code 50013)
+    // whenever the target's top role sits above the bot in the role
+    // hierarchy — even when the bot has MANAGE_NICKNAMES. Guard on
+    // `manageable` (hierarchy-aware) so we skip with a clear reason
+    // instead of hammering a doomed PATCH on every message.
+    if (!member.manageable) {
+      logger.debug(
+        {
+          messageId,
+          guildId,
+          userId,
+          reason: "target role above bot in hierarchy (Discord 50013)",
+        },
+        "Nick reset skipped: member not manageable by bot",
+      );
+      return false;
+    }
+    // setNickname(null) = remove nickname → Discord shows global username
+    await member.setNickname(null, "[auto] nickname melanggar aturan server");
+    recentNicknameResets.set(cooldownKey, Date.now());
+    logger.info(
+      { messageId, guildId, userId },
+      "Offensive nickname reset to default username",
+    );
+    return true;
+  } catch (error) {
+    const errCode =
+      error instanceof Error && "code" in error
+        ? (error as { code?: number | string }).code
+        : undefined;
+    logger.warn(
+      {
+        messageId,
+        guildId,
+        userId,
+        error: error instanceof Error ? error.message : String(error),
+        code: errCode,
+      },
+      "Nick reset failed",
+    );
+    return false;
+  }
+}
+
 // ─── Error Handling Utilities ────────────────────────────────────────
 
 function getErrorCode(error: unknown): number | string | undefined {
@@ -71,6 +175,7 @@ async function logAutoDeleteAttempt(
       guild_id: message.guild_id,
       action_type: "delete_message",
       reason: result.reason,
+      ...verdictToActionFields(message),
       executed_by: "auto-delete-manager",
       status: result.deleted
         ? "executed"
@@ -107,6 +212,58 @@ export async function attemptAutoDeleteFlaggedMessage(
     return { deleted: false, skipped: true, reason: "disabled" };
   }
 
+  // ── Nickname-only violation: reset nick, DO NOT delete ─────────────
+  // When the only flag is offensive_username (message content is clean),
+  // the problem is the server nickname, not the message. Enforcement is
+  // removing the nickname back to the default username — the message stays.
+  if (isNicknameOnlyViolation(message)) {
+    if (
+      !config.AUTO_DELETE_FLAGGED_DRY_RUN &&
+      config.AUTO_NICKNAME_RESET_ENABLED !== false
+    ) {
+      const inCooldown = isNicknameResetInCooldown(
+        message.guild_id,
+        message.user_id,
+      );
+      if (!inCooldown) {
+        const resetOk = await resetOffensiveNickname(
+          client,
+          message.guild_id,
+          message.user_id,
+          message.id,
+        );
+        try {
+          await messageStore.createModerationAction({
+            message_id: message.id,
+            user_id: message.user_id,
+            guild_id: message.guild_id,
+            action_type: "reset_nickname",
+            reason:
+              "nickname melanggar aturan server (offensive_username); pesan dibiarkan",
+            ...verdictToActionFields(message),
+            executed_by: "auto-delete-manager",
+            status: resetOk ? "executed" : "failed",
+            error: resetOk ? null : "nickname_reset_failed",
+            executed_at: resetOk ? Date.now() : null,
+          });
+        } catch (error) {
+          logger.warn(
+            {
+              messageId: message.id,
+              error: error instanceof Error ? error.message : String(error),
+            },
+            "Failed to persist nickname reset action log",
+          );
+        }
+      }
+    }
+    logger.info(
+      { messageId: message.id, userId: message.user_id },
+      "Nickname-only violation: message kept, nickname reset attempted",
+    );
+    return { deleted: false, skipped: true, reason: "nickname_only_violation" };
+  }
+
   // ── Status gate ──────────────────────────────────────────────────
 
   if (message.ai_status !== "flagged" && message.ai_status !== "warn") {

services/discord-gateway/src/modules/ai-moderation/batchBudget.ts

@@ -0,0 +1,45 @@
+/**
+ * batchBudget.ts
+ *
+ * Pure batch-sizing helper extracted from batchProcessor.ts so it can be
+ * unit-tested without pulling in the Piscina worker pool, message store,
+ * or any other side-effectful import chain.
+ */
+import type { MessageRecord } from "../message-capture/types.js";
+
+/** Token estimator contract (satisfied by conversationContext.estimateTokens). */
+export type TokenEstimator = (text: string) => number;
+
+/**
+ * Picks a batch of messages within a token budget.
+ * `tokensPerMessage` accounts for JSON structure overhead around each entry.
+ * The estimator is injected so this stays a pure function — callers in the
+ * batch pipeline pass the tiktoken-based estimateTokens.
+ */
+export function pickBatchWithinBudget(
+  messages: MessageRecord[],
+  maxTokens: number,
+  tokensPerMessage: number,
+  estimateTokens: TokenEstimator,
+): MessageRecord[] {
+  const batch: MessageRecord[] = [];
+  let usedTokens = 0;
+
+  for (const msg of messages) {
+    const content = msg.edited_content ?? msg.content;
+    const msgTokens = estimateTokens(content) + tokensPerMessage;
+
+    // Stop at the first overflow instead of skipping: input is ordered
+    // created_at ASC, so a contiguous chronological prefix keeps the batch
+    // gap-free. Skipped-over messages would leave unanalyzed holes mid-
+    // timeline; anything past the budget is picked up by the next wave
+    // (processBatch always re-schedules after success).
+    if (usedTokens + msgTokens > maxTokens) {
+      break;
+    }
+    batch.push(msg);
+    usedTokens += msgTokens;
+  }
+
+  return batch;
+}

services/discord-gateway/src/modules/ai-moderation/batchProcessor.ts

@@ -3,6 +3,7 @@ import { config } from "../../shared/config/config.js";
 import { isAgeRestrictedMetadata } from "../message-capture/messageMetadata.js";
 import { messageStore } from "../message-capture/messageStore.js";
 import type { MessageRecord } from "../message-capture/types.js";
+import { pickBatchWithinBudget as pickBatchWithinBudgetPure } from "./batchBudget.js";
 import { workerPool } from "./circuitBreaker.js";
 import { estimateTokens } from "./conversationContext.js";
 import {
@@ -39,30 +40,21 @@ export let activeRequests = 0;
 
 /**
  * Picks a batch of messages within a token budget.
- * `tokensPerMessage` accounts for JSON structure overhead around each entry.
- * Uses a rough character-based token estimate (avoids async formatMessageForPrompt
- * since this function runs in a synchronous promise chain).
+ * Thin wrapper over the pure helper in batchBudget.ts (kept here so the
+ * existing import surface stays stable); passes the tiktoken-based
+ * estimateTokens. See batchBudget.ts for the overflow-stopping semantics.
  */
 export function pickBatchWithinBudget(
   messages: MessageRecord[],
   maxTokens: number,
   tokensPerMessage: number,
 ): MessageRecord[] {
-  const batch: MessageRecord[] = [];
-  let usedTokens = 0;
-
-  for (const msg of messages) {
-    const content = msg.edited_content ?? msg.content;
-    // Accurate token count via tiktoken (+ overhead for JSON structure)
-    const msgTokens = estimateTokens(content) + tokensPerMessage;
-
-    if (usedTokens + msgTokens <= maxTokens) {
-      batch.push(msg);
-      usedTokens += msgTokens;
-    }
-  }
-
-  return batch;
+  return pickBatchWithinBudgetPure(
+    messages,
+    maxTokens,
+    tokensPerMessage,
+    estimateTokens,
+  );
 }
 
 // ---------------------------------------------------------------------------
@@ -128,30 +120,6 @@ export async function skipAgeRestrictedMessages(
 // Batch pipeline
 // ---------------------------------------------------------------------------
 
-async function postBatchReputationUpdate(rows: MessageRecord[]): Promise<void> {
-  for (const row of rows) {
-    if (row.ai_status === "clean") {
-      import("./userReputationStore.js")
-        .then((store) => store.recordCleanMessage(row.user_id, row.guild_id))
-        .catch((e) =>
-          logger.error({ error: e }, "Failed to record clean message streak"),
-        );
-    } else if (row.ai_status === "flagged" && row.ai_severity !== "none") {
-      import("./userReputationStore.js")
-        .then((store) =>
-          store.recordInfraction(
-            row.user_id,
-            row.guild_id,
-            row.ai_severity as "low" | "medium" | "high" | "critical",
-          ),
-        )
-        .catch((e) =>
-          logger.error({ error: e }, "Failed to record infraction penalty"),
-        );
-    }
-  }
-}
-
 export async function processBatch(
   conversationKey: string,
   messages: MessageRecord[],
@@ -196,21 +164,6 @@ export async function processBatch(
       }
     }
 
-    // Post-batch reputation updates (fire-and-forget)
-    postBatchReputationUpdate(
-      result.rows.filter((r) => {
-        if (r.ai_status === "error") {
-          try {
-            const flags = JSON.parse(r.ai_moderation_flags ?? "[]") as string[];
-            return !flags.includes("analysis_api_failed");
-          } catch {
-            return false;
-          }
-        }
-        return true;
-      }),
-    );
-
     if (!result.ok) {
       recordConversationBatchFailure(conversationKey);
 

services/discord-gateway/src/modules/ai-moderation/cacheStore.ts

@@ -0,0 +1,78 @@
+/**
+ * cacheStore.ts
+ *
+ * Shared Redis cache used by the AI-moderation modules (term glossary, etc.).
+ *
+ * Extracted when SearXNG was removed (replaced by the Wikipedia adapter in
+ * wikipediaClient.ts). The cache was never SearXNG-specific — it is a generic
+ * namespaced key/value store with graceful degradation when Redis is
+ * unavailable. Other modules import `makeCacheKey`, `cacheGet`, `cacheSet`,
+ * and `initCacheStore` instead of reaching into a search module.
+ */
+
+import Redis from "ioredis";
+import { createChildLogger } from "@/shared/logger/index";
+
+const log = createChildLogger("cache-store");
+
+const CACHE_PREFIX = "gmw:";
+const CACHE_TTL = 86400; // 24 hours (used as a sane default)
+
+let redis: Redis | null = null;
+
+/**
+ * Initialize the shared Redis connection for the moderation cache.
+ * Safe to call multiple times — only creates one connection.
+ * Degrades gracefully to `null` (no-cache) when Redis is unavailable.
+ */
+export function initCacheStore(redisUrl: string): void {
+  if (redis) return;
+  redis = new Redis(redisUrl, {
+    maxRetriesPerRequest: 3,
+    retryStrategy(times) {
+      const delay = Math.min(times * 200, 2000);
+      return delay;
+    },
+    lazyConnect: true,
+    enableReadyCheck: false,
+  });
+  redis.on("error", (err) => {
+    log.warn({ err: err.message }, "Cache Redis error");
+  });
+  redis.connect().catch(() => {
+    log.warn("Cache Redis unavailable — falling back to no-cache");
+    redis = null;
+  });
+  log.info("Cache Redis initialized");
+}
+
+/** Exposes the shared Redis connection; null when Redis is unavailable. */
+export function getCacheRedis(): Redis | null {
+  return redis;
+}
+
+/** Builds a namespaced cache key (shared across modules). */
+export function makeCacheKey(namespace: string, key: string): string {
+  return `${CACHE_PREFIX}${namespace}:${key.toLowerCase().trim()}`;
+}
+
+/** Reads a value from the cache; null on miss/unavailable. */
+export async function cacheGet(key: string): Promise<string | null> {
+  if (!redis) return null;
+  try {
+    return await redis.get(key);
+  } catch {
+    return null;
+  }
+}
+
+/** Writes a value to the cache, fire-and-forget. */
+export function cacheSet(key: string, value: string, ttlSeconds: number): void {
+  if (!redis) return;
+  redis.setex(key, ttlSeconds, value).catch(() => {
+    // Cache write failed silently
+  });
+}
+
+/** Default TTL (exposed for callers that want the standard window). */
+export const DEFAULT_CACHE_TTL = CACHE_TTL;

services/discord-gateway/src/modules/ai-moderation/conversationContext.ts

@@ -6,6 +6,7 @@ import {
 } from "../message-capture/messageMetadata.js";
 import type { MessageRecord } from "../message-capture/types.js";
 import { sanitizeDiscordTokens } from "./discordTokens.js";
+import { escapeXml, resolveDisplayName } from "./moderationBuilders.js";
 
 const logger = createChildLogger("conversationContext");
 
@@ -13,6 +14,26 @@ export interface ConversationContextInput {
   contextBefore: MessageRecord[];
   targets: MessageRecord[];
   maxTokens: number;
+  /**
+   * Hard age cap for context messages (ms). Messages older than this
+   * relative to the target are stale conversation noise and dropped.
+   */
+  maxAgeMs?: number;
+  /**
+   * Silence threshold (ms). A gap between consecutive context messages
+   * larger than this means the conversation restarted — older messages
+   * belong to a previous conversation and are dropped.
+   */
+  gapMs?: number;
+}
+
+export interface ConversationContextResult {
+  /** Formatted context lines (oldest → newest, recency-gated). */
+  lines: string[];
+  /** One-line flow descriptor: status, span, dropped counts. */
+  descriptor: string;
+  /** Number of context messages dropped by the recency gates. */
+  dropped: number;
 }
 
 let _encoder: ReturnType<typeof encodingForModel> | null = null;
@@ -103,26 +124,143 @@ export function formatMessageForPrompt(
   msg: MessageRecord,
   label: "context" | "target",
 ): string {
-  const content = sanitizeDiscordTokens(
-    renderDiscordMentions(msg.edited_content ?? msg.content, msg.metadata),
+  const content = truncateContextLine(
+    sanitizeDiscordTokens(
+      renderDiscordMentions(msg.edited_content ?? msg.content, msg.metadata),
+    ),
   );
   const timestamp = formatTimestamp(msg.created_at);
   const mediaEvidence = formatMediaEvidenceForPrompt(msg.metadata);
   const mediaSuffix = mediaEvidence ? ` ${mediaEvidence}` : "";
   const refInfo = formatReferenceInfo(msg);
-  return `[${label}] id=${msg.id} time=${timestamp} user=${msg.username}: ${content}${mediaSuffix}${refInfo}`;
+  return `[${label}] id=${msg.id} time=${timestamp} user=${resolveDisplayName(msg)}: ${content}${mediaSuffix}${refInfo}`;
+}
+
+/** Max content chars per context line — a single huge paste (log dump,
+ *  copypasta) must not eat the whole conversation budget. */
+const CONTEXT_LINE_CONTENT_MAX_CHARS = 1500;
+
+/** Marker appended when a context line's content was cut. Distinct from the
+ *  target-content marker so the model knows which side was truncated. */
+export const CONTEXT_TRUNC_MARKER = "…[konteks dipotong: terlalu panjang]";
+
+/** Cap one context message's content to CONTEXT_LINE_CONTENT_MAX_CHARS. */
+export function truncateContextLine(content: string): string {
+  if (content.length <= CONTEXT_LINE_CONTENT_MAX_CHARS) return content;
+  return `${content.slice(0, CONTEXT_LINE_CONTENT_MAX_CHARS).trimEnd()}${CONTEXT_TRUNC_MARKER}`;
+}
+
+/**
+ * Builds a structured `<location_context .../>` element for the batch —
+ * channel/thread name and age-restriction flags from captured message
+ * metadata. The LLM uses it to judge messages in the right channel context
+ * (e.g. a thread about a specific topic, or an age-restricted channel).
+ * Returns "" when no channel metadata was captured.
+ */
+export function buildLocationContext(targets: MessageRecord[]): string {
+  const target = targets[0];
+  if (!target?.metadata) return "";
+  try {
+    const meta = JSON.parse(target.metadata) as {
+      channel?: {
+        channelName?: string | null;
+        threadName?: string | null;
+        topic?: string | null;
+        nsfw?: boolean;
+        ageRestricted?: boolean;
+        nsfwLevel?: string | null;
+      } | null;
+    };
+    const ch = meta?.channel;
+    if (!ch) return "";
+    const attrs: string[] = [`channel_id="${escapeXml(target.channel_id)}"`];
+    if (ch.channelName)
+      attrs.push(`channel_name="${escapeXml(ch.channelName)}"`);
+    if (target.thread_id || ch.threadName) {
+      if (target.thread_id)
+        attrs.push(`thread_id="${escapeXml(target.thread_id)}"`);
+      if (ch.threadName)
+        attrs.push(`thread_name="${escapeXml(ch.threadName)}"`);
+    }
+    if (typeof ch.topic === "string" && ch.topic.trim().length > 0) {
+      const topic =
+        ch.topic.length > 200
+          ? `${ch.topic.slice(0, 200).trimEnd()}…`
+          : ch.topic;
+      attrs.push(`topic="${escapeXml(topic)}"`);
+    }
+    if (typeof ch.nsfw === "boolean") attrs.push(`nsfw="${ch.nsfw}"`);
+    if (typeof ch.ageRestricted === "boolean") {
+      attrs.push(`age_restricted="${ch.ageRestricted}"`);
+    }
+    return `<location_context ${attrs.join(" ")}/>`;
+  } catch {
+    return "";
+  }
 }
 
 /**
  * Builds conversation historical context without including targets.
- * Calculates how much token budget targets use, and fills the rest with context.
+ *
+ * Two recency gates decide whether a conversation is STILL the same one
+ * ("obrolan berlanjut") or already restarted:
+ *  - `gapMs`: a silence longer than this between two context messages cuts
+ *    the block there — earlier messages belong to a previous conversation.
+ *  - `maxAgeMs`: anything older than this relative to the target is noise.
+ *
+ * On a cold start (no recent context), the nearest messages are kept as a
+ * sparse anchor and the descriptor says `cold_start` instead of `ongoing`,
+ * so the LLM does not mistake scattered old messages for an active chat.
  */
 export function buildConversationContext(
   input: ConversationContextInput,
-): string[] {
+): ConversationContextResult {
   const { contextBefore, targets, maxTokens } = input;
+  const maxAgeMs = input.maxAgeMs ?? 45 * 60 * 1000;
+  const gapMs = input.gapMs ?? 12 * 60 * 1000;
 
-  // Calculate tokens used by targets (parallel)
+  const targetTime = targets.reduce(
+    (min, t) => Math.min(min, t.created_at),
+    targets[0]?.created_at ?? Date.now(),
+  );
+
+  // ── Recency gating (walk newest → oldest) ───────────────────────────────
+  const gated: MessageRecord[] = [];
+  let latestSelected: MessageRecord | null = null;
+  let gapBeforeMs: number | null = null;
+  let dropped = 0;
+
+  for (let i = contextBefore.length - 1; i >= 0; i--) {
+    const msg = contextBefore[i];
+    // Age gate
+    if (targetTime - msg.created_at > maxAgeMs) {
+      dropped += i + 1; // everything older also exceeds the age cap
+      break;
+    }
+    // Gap gate — silence between this message and the newer one already selected
+    if (latestSelected && latestSelected.created_at - msg.created_at > gapMs) {
+      gapBeforeMs = latestSelected.created_at - msg.created_at;
+      dropped += i + 1;
+      break;
+    }
+    gated.push(msg);
+    latestSelected = msg;
+  }
+
+  const gatedNewestFirst = gated.reverse();
+  let status: "ongoing" | "cold_start" | "sparse";
+  if (gatedNewestFirst.length === 0) {
+    // Cold start — keep a small anchor of the nearest messages so the LLM
+    // still senses the channel, but mark it clearly.
+    status = "cold_start";
+    gatedNewestFirst.push(...contextBefore.slice(-2)); // ± 2 nearest to target
+  } else if (gapBeforeMs === null) {
+    status = "ongoing";
+  } else {
+    status = "sparse";
+  }
+
+  // ── Format + token budget (most recent first, like before) ─────────────
   const targetLines = targets.map((msg) =>
     formatMessageForPrompt(msg, "target"),
   );
@@ -131,7 +269,7 @@ export function buildConversationContext(
     0,
   );
 
-  const contextLines = contextBefore.map((msg) =>
+  const contextLines = gatedNewestFirst.map((msg) =>
     formatMessageForPrompt(msg, "context"),
   );
   const selectedContextLines: string[] = [];
@@ -148,14 +286,26 @@ export function buildConversationContext(
     }
   }
 
+  const descriptorParts = [
+    `[conversation_flow] status=${status}`,
+    `context_msgs=${selectedContextLines.length}`,
+    `dropped=${dropped}`,
+  ];
+  if (gapBeforeMs !== null) {
+    descriptorParts.push(`gap_before_min=${Math.round(gapBeforeMs / 60000)}`);
+  }
+  const descriptor = descriptorParts.join(" ");
+
   logger.debug(
     {
       targetCount: targets.length,
       contextCount: selectedContextLines.length,
+      status,
+      dropped,
       usedTokens,
       maxTokens,
     },
     "Conversation context built",
   );
-  return selectedContextLines;
+  return { lines: selectedContextLines, descriptor, dropped };
 }

services/discord-gateway/src/modules/ai-moderation/individualFallbackProcessor.ts

@@ -123,33 +123,6 @@ async function processIndividualFallback(
     for (const row of rows) {
       broadcastAnalysisCompleted(row);
       scheduleAutoDelete(row);
-
-      // Update reputation autonomously
-      if (row.ai_status === "clean") {
-        import("./userReputationStore.js")
-          .then((store) => store.recordCleanMessage(row.user_id, row.guild_id))
-          .catch((e) =>
-            logger.error(
-              { error: e },
-              "Failed to record clean message streak in fallback",
-            ),
-          );
-      } else if (row.ai_status === "flagged" && row.ai_severity !== "none") {
-        import("./userReputationStore.js")
-          .then((store) =>
-            store.recordInfraction(
-              row.user_id,
-              row.guild_id,
-              row.ai_severity as "low" | "medium" | "high" | "critical",
-            ),
-          )
-          .catch((e) =>
-            logger.error(
-              { error: e },
-              "Failed to record infraction penalty in fallback",
-            ),
-          );
-      }
     }
 
     const resultSummary = analysisResult.results[0];

services/discord-gateway/src/modules/ai-moderation/llmCaller.ts

@@ -49,6 +49,10 @@ export async function callModerationLLM(
   targetIds: string[],
   label: string,
   signal?: AbortSignal,
+  // Output-side token cap. Defaults to the previous hard-coded value; batch
+  // callers pass a prompt-derived ceiling so small batches don't reserve a
+  // 16k completion budget (some routers pre-allocate KV cache per max_tokens).
+  maxTokens?: number,
 ): Promise<{
   results: AnalysisResult[];
   raw: ChatCompletion | null;
@@ -75,7 +79,7 @@ export async function callModerationLLM(
                 ];
           const completion = await llmChat({
             messages,
-            max_tokens: 16384,
+            max_tokens: maxTokens ?? 16384,
             jsonResponse: { type: "json_object" },
             retries: 0,
             signal,
@@ -119,6 +123,7 @@ export async function callModerationLLM(
               {
                 error: state.lastParseError,
                 contentLength: rawContent.length,
+                contentPreview: rawContent.slice(0, 200),
                 targetIds,
                 model: config.AI_LLM_MODEL,
               },

services/discord-gateway/src/modules/ai-moderation/llmClient.ts

@@ -18,7 +18,20 @@ const log = createChildLogger("llm-client");
 // Concurrency limiter for LLM API calls (inlined from concurrencyLimiter.ts)
 // ---------------------------------------------------------------------------
 
-const llmSemaphore = pLimit(config.AI_LLM_MAX_CONCURRENT ?? 5);
+// The limiter is cached per configured concurrency value so it can be tuned
+// (env / BWS) without a code change and always reflects the current config —
+// a module-level `pLimit(config.X)` would freeze the cap at import time.
+let llmSemaphore = pLimit(config.AI_LLM_MAX_CONCURRENT ?? 5);
+let llmSemaphoreLimit = config.AI_LLM_MAX_CONCURRENT ?? 5;
+
+function getLlmSemaphore() {
+  const wanted = config.AI_LLM_MAX_CONCURRENT ?? 5;
+  if (wanted !== llmSemaphoreLimit) {
+    llmSemaphore = pLimit(wanted);
+    llmSemaphoreLimit = wanted;
+  }
+  return llmSemaphore;
+}
 
 let activeCount = 0;
 let pendingCount = 0;
@@ -30,7 +43,7 @@ export async function withLlmConcurrency<T>(fn: () => Promise<T>): Promise<T> {
     "Queuing LLM request",
   );
 
-  return llmSemaphore(async () => {
+  return getLlmSemaphore()(async () => {
     pendingCount--;
     activeCount++;
 
@@ -56,7 +69,16 @@ export async function withLlmConcurrency<T>(fn: () => Promise<T>): Promise<T> {
  */
 type LLMResponseChunk = {
   choices?: Array<{
-    delta?: { content?: string | null };
+    delta?: {
+      content?: string | null;
+      reasoning_content?: string | null;
+      reasoning?: string | null;
+      reasoning_details?: Array<{
+        type?: string;
+        text?: string;
+        index?: number;
+      }> | null;
+    };
     message?: { content?: string | null };
     finish_reason?: string | null;
     text?: string;
@@ -67,6 +89,39 @@ type LLMResponseChunk = {
   finish_reason?: string;
 };
 
+/**
+ * Extract the textual payload from a single streaming chunk. Prefers
+ * `delta.content`; falls back to reasoning fields so reasoning-only models
+ * still produce usable aggregated text. Providers differ in the field name:
+ * - DeepSeek-style / Cloudflare gemma → `delta.reasoning_content`
+ * - mimo (via 9router) streams reasoning in `delta.reasoning` +
+ *   `delta.reasoning_details[].text` (content:"") — without these fallbacks
+ *   vision aggregation came back empty ("Vision API null response").
+ * Exported for unit tests.
+ */
+export function extractChunkText(
+  chunk: LLMResponseChunk | null | undefined,
+): string {
+  if (!chunk) return "";
+  const choice = chunk.choices?.[0];
+  const reasoningDetails = choice?.delta?.reasoning_details
+    ?.map((d) => d.text ?? "")
+    .filter(Boolean)
+    .join("");
+  return (
+    choice?.delta?.content ||
+    choice?.delta?.reasoning_content ||
+    choice?.delta?.reasoning ||
+    reasoningDetails ||
+    choice?.message?.content ||
+    choice?.text ||
+    chunk?.message?.content ||
+    chunk?.response ||
+    chunk?.content ||
+    ""
+  );
+}
+
 // ---------------------------------------------------------------------------
 // Lazy singleton — created on first use so that config is always resolved.
 // ---------------------------------------------------------------------------
@@ -105,12 +160,78 @@ export interface LlmCallOpts {
   top_p?: number;
   /** Force JSON output via response_format: { type: "json_object" }. */
   jsonResponse?: { type: "json_object" };
+  /**
+   * Disable LLM chain-of-thought (reasoning/thinking) for faster analysis.
+   * Defaults to config.AI_LLM_DISABLE_THINKING when omitted.
+   */
+  disableThinking?: boolean;
   /** Extra retries beyond DEFAULT_RETRIES (default 2). */
   retries?: number;
   /** Whether to use streaming (if true, will consume stream and return aggregated result) */
   stream?: boolean;
   /** Optional AbortSignal to cancel the API request */
   signal?: AbortSignal;
+  /**
+   * Per-request timeout in ms. Falls back to the client-level default
+   * (60s) when omitted. Vision/image analysis passes a longer budget here
+   * so a single large-image call isn't killed early by the shared default.
+   */
+  timeout?: number;
+}
+
+/**
+ * Build the request params for an LLM chat completion. Pulled out of `llmChat`
+ * so the thinking-disable injection can be unit-tested without network access.
+ *
+ * Optional params (temperature/top_p/max_tokens) are only attached when
+ * explicitly provided, to maximise compatibility with various providers/local
+ * APIs. When `disableThinking` is set, we inject the common provider params
+ * used to switch OFF chain-of-thought reasoning. OpenAI-compatible routers
+ * ignore the variants their backend does not understand, so sending the
+ * OpenAI (`reasoning_effort`), OpenRouter (`reasoning.enabled`) and
+ * vLLM/Qwen/litellm (`chat_template_kwargs.enable_thinking`) forms together
+ * covers the popular reasoning backends behind a proxy.
+ */
+export function buildLlmParams(
+  opts: LlmCallOpts,
+  disableThinking: boolean,
+): OpenAI.Chat.Completions.ChatCompletionCreateParams {
+  const {
+    messages,
+    model = config.AI_LLM_MODEL,
+    max_tokens,
+    temperature,
+    top_p,
+    jsonResponse,
+    stream,
+  } = opts;
+
+  const params = {
+    model,
+    messages,
+    ...(stream !== undefined ? { stream } : {}),
+  } as OpenAI.Chat.Completions.ChatCompletionCreateParams;
+
+  if (temperature !== undefined) params.temperature = temperature;
+  if (top_p !== undefined) params.top_p = top_p;
+  if (max_tokens !== undefined) params.max_tokens = max_tokens;
+  if (jsonResponse) params.response_format = jsonResponse;
+
+  if (disableThinking) {
+    Object.assign(params, {
+      // OpenAI o-series
+      reasoning_effort: "none",
+      // OpenRouter
+      reasoning: { enabled: false },
+      // vLLM / Qwen / litellm
+      chat_template_kwargs: { enable_thinking: false },
+      // Anthropic / Claude-format (9router exposes thinkingFormat
+      // "claude-adaptive" / "claude-budget" on its reasoning models)
+      thinking: { type: "disabled" },
+    } as Record<string, unknown>);
+  }
+
+  return params;
 }
 
 /**
@@ -125,33 +246,12 @@ export async function llmChat(
   const client = getClient();
   if (!client) return null;
 
-  const {
-    messages,
-    model = config.AI_LLM_MODEL,
-    max_tokens,
-    temperature,
-    top_p,
-    jsonResponse,
-    retries = DEFAULT_RETRIES,
-    stream,
-    signal,
-  } = opts;
+  const { retries = DEFAULT_RETRIES, signal } = opts;
+  const disableThinking =
+    opts.disableThinking ?? config.AI_LLM_DISABLE_THINKING;
 
-  const params = {
-    model,
-    messages,
-    ...(stream !== undefined ? { stream } : {}),
-  } as OpenAI.Chat.Completions.ChatCompletionCreateParams;
-
-  // Attach optional parameters only if explicitly provided to maintain
-  // maximum compatibility with various LLM providers and local APIs.
-  if (temperature !== undefined) params.temperature = temperature;
-  if (top_p !== undefined) params.top_p = top_p;
-  if (max_tokens !== undefined) params.max_tokens = max_tokens;
-
-  if (jsonResponse) {
-    params.response_format = jsonResponse;
-  }
+  const params = buildLlmParams(opts, disableThinking);
+  const model = params.model;
 
   return retryWithBackoff(
     async () => {
@@ -161,21 +261,14 @@ export async function llmChat(
         ) => {
           const response = await client.chat.completions.create(currentParams, {
             signal,
+            ...(opts.timeout ? { timeout: opts.timeout } : {}),
           });
           if (currentParams.stream) {
             let content = "";
             let finishReason = "stop";
             for await (const chunk of response as unknown as AsyncIterable<LLMResponseChunk>) {
               const choice = chunk?.choices?.[0];
-              const textChunk =
-                choice?.delta?.content ||
-                choice?.message?.content ||
-                choice?.text ||
-                chunk?.message?.content ||
-                chunk?.response ||
-                chunk?.content ||
-                "";
-              content += textChunk;
+              content += extractChunkText(chunk);
               const fr = choice?.finish_reason || chunk?.finish_reason;
               if (fr) finishReason = fr;
             }
@@ -249,6 +342,12 @@ export async function llmChat(
  * Convenience for vision (image/sticker/emoji) analysis.
  * Returns the raw completion content (trimmed) or null.
  *
+ * Vision routes through the SAME router/base URL as text moderation
+ * (AI_LLM_BASE_URL) — the dedicated NVIDIA multimodal endpoint was removed.
+ * It uses AI_LLM_VISION_MODEL (a different model alias from the text combo)
+ * so image analysis stays on a vision-capable model. Thinking-disable from
+ * config.AI_LLM_DISABLE_THINKING applies automatically via buildLlmParams.
+ *
  * NOTE: retries are disabled here on purpose — visionAnalyzer.ts already
  * wraps this call in its own 3-attempt loop with exponential backoff.
  * A second retry layer would multiply worst-case API calls (3×3=9/image).
@@ -273,6 +372,7 @@ export async function llmVision(
     top_p: 0.9,
     retries: 0,
     stream: true, // router always streams SSE; non-stream waits for full body and times out
+    timeout: config.AI_LLM_VISION_ANALYSIS_TIMEOUT_MS ?? 60_000,
   });
 
   if (!completion) return null;

services/discord-gateway/src/modules/ai-moderation/mediaAnalysisClient.ts

@@ -6,7 +6,6 @@
  */
 export {
   acquireMediaAnalysisLock,
-  computeImagePhash,
   deleteCachedMediaAnalysis,
   getCachedMediaAnalysis,
   setCachedMediaAnalysis,

services/discord-gateway/src/modules/ai-moderation/mediaBatchProcessor.ts

@@ -13,6 +13,7 @@ import type {
   MessageRecord,
 } from "../message-capture/types.js";
 import { getChannelCulture } from "./channelCultureStore.js";
+import { estimateTokens } from "./conversationContext.js";
 import type { RetryState } from "./llmCaller.js";
 import { callModerationLLM } from "./llmCaller.js";
 import { prepareMediaMessage } from "./mediaAnalysisClient.js";
@@ -26,7 +27,7 @@ const log = createChildLogger("mediaBatchProcessor");
 // ---------------------------------------------------------------------------
 export async function runMediaBatch(
   targets: MessageRecord[],
-  contextText: string,
+  contextBlock: string,
   attachments: AttachmentRecord[] | undefined,
 ): Promise<{ results: AnalysisResult[]; raw: unknown }> {
   if (!targets.length) return { results: [], raw: null };
@@ -58,14 +59,23 @@ export async function runMediaBatch(
   const channelCulture = channelCultureObj?.culture_summary;
   const correctedExamples = await buildCorrectedFewShotExamples();
   const systemText = buildSystemPromptModular({
-    contextText,
     mode: "mixed",
     correctedExamples,
     channelCulture,
   });
 
+  // Per-message blocks (from prepareMediaMessage) contain the message
+  // content + reference/reply context only — no per-user reputation or
+  // profile context is injected (kept minimal per user request).
   const messagesBlock = prepared.map((p) => p.messageBlock).join("\n");
-  const userContent = `<messages_to_analyze>\n${messagesBlock}\n</messages_to_analyze>`;
+  // Data/instruction separation: the system prompt is stable per mode — all
+  // per-batch context (conversation) lives in the USER payload, ordered
+  // oldest-first so targets come last.
+  const userBlocks = [
+    contextBlock?.trimEnd() ?? "",
+    `<messages_to_analyze>\n${messagesBlock}\n</messages_to_analyze>`,
+  ].filter((b) => b.trim().length > 0);
+  const userContent = userBlocks.join("\n\n");
 
   const perMsgTimeout = config.AI_LLM_MEDIA_ANALYSIS_TIMEOUT_MS ?? 60000;
   const batchTimeout = Math.min(
@@ -78,11 +88,22 @@ export async function runMediaBatch(
   timeoutId.unref();
 
   try {
+    // Output budget scales with the prompt (see textBatchProcessor): small
+    // media batches don't need the full 16k completion window.
+    const promptEstimate =
+      2000 +
+      estimateTokens(userContent) +
+      targets.reduce((sum, m) => sum + estimateTokens(m.content ?? "") + 50, 0);
+    const dynamicMaxTokens = Math.min(
+      16384,
+      Math.max(2048, Math.ceil(promptEstimate * 1.5)),
+    );
     const result = await callModerationLLM(
       async (_state: RetryState) => ({ system: systemText, user: userContent }),
       targetIds,
       `media-batch:${targetIds.length}msgs`,
       abortController.signal,
+      dynamicMaxTokens,
     );
     log.info(
       { mediaCount: targets.length, resultCount: result.results.length },

services/discord-gateway/src/modules/ai-moderation/mediaCache.ts

@@ -7,28 +7,22 @@
 import { LRUCache } from "lru-cache";
 import {
   acquireMediaAnalysisLock,
-  computeImagePhash,
   deleteCachedMediaAnalysis,
   getCachedMediaAnalysis,
-  getCachedMediaByPhash,
   makeCustomEmojiCacheKey,
   makeImageCacheKey,
   makeStickerCacheKey,
   upsertCachedMediaAnalysis,
-  upsertCachedMediaByPhash,
 } from "./textCacheStore.js";
 
 export {
   acquireMediaAnalysisLock,
-  computeImagePhash,
   deleteCachedMediaAnalysis,
   getCachedMediaAnalysis,
-  getCachedMediaByPhash,
   makeCustomEmojiCacheKey,
   makeImageCacheKey,
   makeStickerCacheKey,
   upsertCachedMediaAnalysis,
-  upsertCachedMediaByPhash,
 };
 
 /** Convenience alias for upsertCachedMediaAnalysis. */

services/discord-gateway/src/modules/ai-moderation/mediaDownloader.ts

@@ -296,101 +296,137 @@ export async function downloadAndExtractFrame(
   imageMap: Map<string, MessageImagePart[]>,
 ): Promise<void> {
   const log = createChildLogger("mediaAnalysis");
-  const urlToUse = att.uploaded_url ?? att.discord_url ?? null;
-  if (!urlToUse) return;
+  // Prefer the upload proxy (uploaded_url); the Discord CDN link can expire
+  // or be purged (404), and a non-OK response used to silently drop the image
+  // from vision analysis (no log, empty image map → text-only verdict). Try
+  // each candidate URL in order and surface failures.
+  const urlCandidates = [
+    att.uploaded_url,
+    att.discord_url && att.discord_url !== att.uploaded_url
+      ? att.discord_url
+      : null,
+  ].filter((u): u is string => Boolean(u));
+  if (urlCandidates.length === 0) return;
 
-  const { controller, clear } = createAbortControllerWithTimeout(15000);
-  try {
-    const res = await fetch(urlToUse, { signal: controller.signal });
-    if (!res.ok || !res.body) return;
-
-    let totalBytes = 0;
-    const chunks: Uint8Array[] = [];
-    const reader = res.body.getReader();
-    while (true) {
-      const { done, value } = await reader.read();
-      if (done) break;
-      if (value) {
-        totalBytes += value.length;
-        if (totalBytes > 10 * 1024 * 1024) {
-          reader.cancel();
-          return;
-        }
-        chunks.push(value);
-      }
-    }
-    const imageBytes = Buffer.concat(chunks);
-    const sniffedMime = sniffImageMimeType(imageBytes);
-
-    if (!sniffedMime && att.type.startsWith("video/")) {
-      await extractVideoFrames(
-        att,
-        imageBytes,
-        targetId,
-        maxDimension,
-        imageMap,
-      );
-      return;
-    }
-
-    // Fallback: try attachment type metadata, then filename extension
-    let resolvedMime = sniffedMime;
-    if (!resolvedMime) {
-      if (att.type.startsWith("image/")) {
-        resolvedMime = att.type;
+  let imageBytes: Buffer | null = null;
+  let lastStatus = 0;
+  let lastError: string | null = null;
+  for (const urlToUse of urlCandidates) {
+    const { controller, clear } = createAbortControllerWithTimeout(15000);
+    try {
+      const res = await fetch(urlToUse, { signal: controller.signal });
+      if (!res.ok || !res.body) {
+        lastStatus = res.status;
         log.warn(
-          { attachmentId: att.id, filename: att.filename, type: att.type },
-          "Image MIME sniff failed — using attachment metadata type as fallback",
+          {
+            attachmentId: att.id,
+            urlHost: new URL(urlToUse).host,
+            status: res.status,
+          },
+          "Attachment fetch non-OK — trying next URL",
         );
-      } else {
-        // Last resort: check file extension
-        const ext = att.filename?.toLowerCase().split(".").pop();
-        if (ext && ["jpg", "jpeg", "png", "gif", "webp", "bmp"].includes(ext)) {
-          const mimeMap: Record<string, string> = {
-            jpg: "image/jpeg",
-            jpeg: "image/jpeg",
-            png: "image/png",
-            gif: "image/gif",
-            webp: "image/webp",
-            bmp: "image/bmp",
-          };
-          resolvedMime = mimeMap[ext];
-          log.warn(
-            { attachmentId: att.id, filename: att.filename, ext },
-            "Image MIME sniff failed — using file extension fallback",
-          );
+        continue;
+      }
+
+      let totalBytes = 0;
+      const chunks: Uint8Array[] = [];
+      const reader = res.body.getReader();
+      while (true) {
+        const { done, value } = await reader.read();
+        if (done) break;
+        if (value) {
+          totalBytes += value.length;
+          if (totalBytes > 10 * 1024 * 1024) {
+            reader.cancel();
+            return;
+          }
+          chunks.push(value);
         }
       }
-    }
-
-    // If all fallbacks fail, still try with generic image/jpeg
-    if (!resolvedMime) {
-      resolvedMime = "image/jpeg";
+      imageBytes = Buffer.concat(chunks);
+      break;
+    } catch (err) {
+      lastError = err instanceof Error ? err.message : String(err);
       log.warn(
-        { attachmentId: att.id, filename: att.filename },
-        "All MIME detection failed — forcing image/jpeg as last resort",
+        {
+          attachmentId: att.id,
+          urlHost: new URL(urlToUse).host,
+          error: lastError,
+        },
+        "Attachment download failed — trying next URL",
       );
+    } finally {
+      clear();
     }
+  }
 
-    const { data: resizedBuffer, mimeType: resizedMime } =
-      await resizeImageForVision(imageBytes, maxDimension);
-    const dataUrl = `data:${resizedMime};base64,${resizedBuffer.toString("base64")}`;
-    addImageToMap(imageMap, targetId, {
-      type: "image_url",
-      image_url: { url: dataUrl },
-      sourceLabel: `[gambar di atas adalah attachment ${att.filename} dari pesan id=${att.message_id}]`,
-    });
-  } catch (err) {
+  if (!imageBytes) {
     log.warn(
       {
         attachmentId: att.id,
-        error: err instanceof Error ? err.message : String(err),
+        filename: att.filename,
+        lastStatus,
+        lastError,
       },
-      "Download failed",
+      "All attachment URLs failed — skipping media analysis",
     );
-  } finally {
-    clear();
+    return;
   }
+
+  const sniffedMime = sniffImageMimeType(imageBytes);
+
+  if (!sniffedMime && att.type.startsWith("video/")) {
+    await extractVideoFrames(att, imageBytes, targetId, maxDimension, imageMap);
+    return;
+  }
+
+  // Fallback: try attachment type metadata, then filename extension
+  let resolvedMime = sniffedMime;
+  if (!resolvedMime) {
+    if (att.type.startsWith("image/")) {
+      resolvedMime = att.type;
+      log.warn(
+        { attachmentId: att.id, filename: att.filename, type: att.type },
+        "Image MIME sniff failed — using attachment metadata type as fallback",
+      );
+    } else {
+      // Last resort: check file extension
+      const ext = att.filename?.toLowerCase().split(".").pop();
+      if (ext && ["jpg", "jpeg", "png", "gif", "webp", "bmp"].includes(ext)) {
+        const mimeMap: Record<string, string> = {
+          jpg: "image/jpeg",
+          jpeg: "image/jpeg",
+          png: "image/png",
+          gif: "image/gif",
+          webp: "image/webp",
+          bmp: "image/bmp",
+        };
+        resolvedMime = mimeMap[ext];
+        log.warn(
+          { attachmentId: att.id, filename: att.filename, ext },
+          "Image MIME sniff failed — using file extension fallback",
+        );
+      }
+    }
+  }
+
+  // If all fallbacks fail, still try with generic image/jpeg
+  if (!resolvedMime) {
+    resolvedMime = "image/jpeg";
+    log.warn(
+      { attachmentId: att.id, filename: att.filename },
+      "All MIME detection failed — forcing image/jpeg as last resort",
+    );
+  }
+
+  const { data: resizedBuffer, mimeType: resizedMime } =
+    await resizeImageForVision(imageBytes, maxDimension);
+  const dataUrl = `data:${resizedMime};base64,${resizedBuffer.toString("base64")}`;
+  addImageToMap(imageMap, targetId, {
+    type: "image_url",
+    image_url: { url: dataUrl },
+    sourceLabel: `[gambar di atas adalah attachment ${att.filename} dari pesan id=${att.message_id}]`,
+  });
 }
 
 // ---------------------------------------------------------------------------
@@ -414,7 +450,7 @@ export async function downloadMediaCandidate(
   if (candidate.customEmojiId || candidate.stickerName) {
     const vck = candidate.customEmojiId
       ? makeCustomEmojiCacheKey(candidate.customEmojiId)
-      : makeStickerCacheKey(candidate.stickerName!);
+      : makeStickerCacheKey(candidate.stickerName ?? "");
     const cached = await getCachedMediaAnalysis(vck);
     if (cached) {
       const existing = mediaAnalysisMap.get(targetId) ?? [];
@@ -494,8 +530,9 @@ export async function fetchUrlInline(
       sourceLabel: `[gambar dari URL ${url} (inline), pesan id=${targetId}]`,
     });
   } else if (result.type === "text" && result.textContent) {
+    const titleAttr = result.title ? ` title="${escapeXml(result.title)}"` : "";
     webTexts.push(
-      `<web_content url="${escapeXml(url)}">${escapeXml(result.textContent.slice(0, 2000))}</web_content>`,
+      `<web_content url="${escapeXml(url)}"${titleAttr}>${escapeXml(result.textContent.slice(0, 2000))}</web_content>`,
     );
   }
 }

services/discord-gateway/src/modules/ai-moderation/moderationBuilders.ts

@@ -9,6 +9,7 @@ import { renderDiscordMentions } from "../message-capture/messageMetadata.js";
 import { messageStore } from "../message-capture/messageStore.js";
 import type { MessageRecord } from "../message-capture/types.js";
 import { sanitizeDiscordTokens } from "./discordTokens.js";
+import { sanitizeAiContent } from "./prompts/output.js";
 
 /** Simple XML-escaping for content text. */
 export function escapeXml(s: string): string {
@@ -19,6 +20,101 @@ export function escapeXml(s: string): string {
     .replace(/"/g, """);
 }
 
+// ---------------------------------------------------------------------------
+// Conversation context block — structured data for the USER message.
+//
+// All per-batch context lives in the USER message (not the SYSTEM prompt) so
+// the system prompt is stable per mode (cacheable on routers/providers) and
+// the role boundary is clean: instructions in SYSTEM, data in USER.
+// ---------------------------------------------------------------------------
+
+/** Outer char cap for the assembled `<conversation_context>` inner text. */
+export const CONVERSATION_CONTEXT_MAX_CHARS = 40_000;
+
+/**
+ * Wraps per-batch context data into structured XML blocks for the USER
+ * message:
+ *
+ *   <location_context channel_id="..." channel_name="..." nsfw="..."/>
+ *   <conversation_context>
+ *     [conversation_flow] status=ongoing context_msgs=12 dropped=0
+ *     [context] id=... time=... user=...: isi pesan
+ *     ...
+ *   </conversation_context>
+ *
+ * Empty blocks are omitted entirely (never emit a hollow `<conversation_context>`
+ * with no content). The inner text is AI/user-derived and passed through
+ * `sanitizeAiContent` (CDATA + XML-escape) to block prompt injection.
+ */
+export function buildConversationContextBlock(input: {
+  /** Pre-built `<location_context .../>` string (or ""). */
+  location?: string;
+  /** `[conversation_flow]` descriptor line from buildConversationContext. */
+  descriptor?: string;
+  /** `[context]` lines, oldest → newest. */
+  lines: string[];
+}): string {
+  const blocks: string[] = [];
+  const location = input.location?.trim();
+  if (location) blocks.push(location);
+
+  const inner = [input.descriptor ?? "", ...input.lines]
+    .map((line) => line.trim())
+    .filter((line) => line.length > 0)
+    .join("\n");
+  if (inner) {
+    blocks.push(
+      `<conversation_context>\n${sanitizeAiContent(inner, CONVERSATION_CONTEXT_MAX_CHARS)}\n</conversation_context>`,
+    );
+  }
+  return blocks.join("\n");
+}
+
+// ---------------------------------------------------------------------------
+// Per-message content bounds — protects the LLM token budget from a single
+// huge paste (stack traces, log dumps, copypasta). Truncation is explicit so
+// the model never mistakes the cut for a real message boundary.
+// ---------------------------------------------------------------------------
+export const AI_CONTENT_MAX_CHARS = 4000;
+
+/** Marker appended when a message is longer than AI_CONTENT_MAX_CHARS. */
+export const AI_CONTENT_TRUNC_MARKER = "\n…[pesan dipotong: terlalu panjang]";
+
+/** Truncate a message's content for the LLM `<content>` payload. */
+export function truncateForAi(content: string): string {
+  if (content.length <= AI_CONTENT_MAX_CHARS) return content;
+  return `${content.slice(0, AI_CONTENT_MAX_CHARS)}${AI_CONTENT_TRUNC_MARKER}`;
+}
+
+// ---------------------------------------------------------------------------
+// User profile deduplication — REMOVED (2026-08-22).
+// Per-user profile/history context was stripped from the moderation prompt
+// (context minimization): buildUserProfilesBlock / buildUserProfileRef /
+// UserProfileEntry / buildUserHistoryXml had no remaining production callers.
+// ---------------------------------------------------------------------------
+
+/**
+ * Whether the message author was a bot (captured in metadata.author.bot).
+ * Bot posts (logging bots, webhook-style automation) deserve different
+ * scrutiny than user posts — expose the flag instead of hiding it.
+ */
+export function resolveIsBot(msg: MessageRecord): boolean {
+  if (!msg.metadata) return false;
+  try {
+    const meta = JSON.parse(msg.metadata) as {
+      author?: { bot?: boolean } | null;
+    };
+    return Boolean(meta?.author?.bot);
+  } catch {
+    return false;
+  }
+}
+
+/** Whether the shown content is an EDIT of the original post (evasion signal). */
+export function resolveIsEdited(msg: MessageRecord): boolean {
+  return Boolean(msg.edited_content);
+}
+
 /**
  * Returns the real text content for AI analysis, stripping fallback text
  * that getDisplayContent() synthesized ("[Attachment: ...]", "[Sticker: ...]",
@@ -36,6 +132,27 @@ export function getAnalysisContent(message: MessageRecord): string {
   ).trim();
 }
 
+/**
+ * Server nickname (member.displayName) when captured, else the author
+ * username. Discord shows the server nickname to other members, so the LLM
+ * should see the same name the channel sees — and a nickname can carry
+ * moderation signal itself (offensive nick + clean message → low warn).
+ */
+export function resolveDisplayName(msg: MessageRecord): string {
+  if (msg.metadata) {
+    try {
+      const meta = JSON.parse(msg.metadata) as {
+        member?: { displayName?: string | null } | null;
+      };
+      const dn = meta?.member?.displayName;
+      if (dn && dn.trim().length > 0) return dn;
+    } catch {
+      // malformed metadata — fall back to username
+    }
+  }
+  return msg.username;
+}
+
 /**
  * Builds a <reference> XML element for reply/forward/crosspost context.
  */

services/discord-gateway/src/modules/ai-moderation/moderationOrchestrator.ts

@@ -4,6 +4,8 @@
  * Orchestrates LLM-based moderation analysis — manages batch splitting,
  * parallel text+media analysis, LLM calls with retry, and cache handling.
  */
+
+import { LRUCache } from "lru-cache";
 import { createChildLogger } from "@/shared/logger/index";
 import { config } from "../../shared/config/config.js";
 import { extractMessageMediaEvidence } from "../message-capture/messageMetadata.js";
@@ -12,30 +14,48 @@ import type {
   AttachmentRecord,
   MessageRecord,
 } from "../message-capture/types.js";
+import { initCacheStore } from "./cacheStore.js";
 import { embedTexts, isEmbeddingEnabled } from "./embeddingClient.js";
 import { hasMediaContent } from "./mediaAnalysisClient.js";
 import { runMediaBatch } from "./mediaBatchProcessor.js";
 import { isQdrantConfigured, searchQdrantBatch } from "./qdrantClient.js";
 import { logCacheEvent } from "./responseLogger.js";
-import { initSearxngCache } from "./searxngSearch.js";
 import { runTextOnlyBatch } from "./textBatchProcessor.js";
 import {
+  bumpTextModerationHitCounts,
+  ERROR_ARTIFACT_FLAGS,
   findSimilarTextModeration,
-  getCachedTextModeration,
+  getCachedTextModerations,
+  isGloballyReusableCleanVerdict,
+  isSemanticBandAccepted,
   makeModerationContextKey,
   makeTextModerationCacheKey,
   parseQdrantVerdict,
+  type StoredModerationVerdict,
   setCachedTextModeration,
 } from "./textCacheStore.js";
 
 const log = createChildLogger("moderationOrchestrator");
 
+/**
+ * Bare keys already written this process (dual-key write-back dedupe).
+ * LRU-bounded so a long-lived gateway can't grow it without limit; the DB
+ * upsert underneath is idempotent anyway — this just avoids redundant writes.
+ */
+const globalBareKeysWritten = new LRUCache<string, true>({ max: 5000 });
+
 // ---------------------------------------------------------------------------
 // Types
 // ---------------------------------------------------------------------------
 export interface ModerationInput {
   targets: MessageRecord[];
-  contextText: string;
+  /**
+   * Pre-built XML context block for the USER message (from
+   * `buildConversationContextBlock`): `<location_context .../>` +
+   * `<conversation_context>...</conversation_context>`. Kept out of the
+   * system prompt so it stays stable/cacheable per mode.
+   */
+  contextBlock: string;
   attachments?: AttachmentRecord[];
 }
 
@@ -62,102 +82,169 @@ export interface ModerationOutput {
 export async function runModerationAnalysis(
   input: ModerationInput,
 ): Promise<ModerationOutput> {
-  const { targets, contextText, attachments } = input;
+  const { targets, contextBlock, attachments } = input;
 
-  initSearxngCache(config.REDIS_URL);
+  initCacheStore(config.REDIS_URL);
   if (!targets.length) throw new Error("No targets provided for analysis");
 
-  // ── Phase 1: exact-hash cache (per conversation context) ────────────────
+  // ── Phase 1: exact-hash cache — ONE batched DB query ────────────────────
+  // Key is content + conversation context (channel/thread). On a scoped miss
+  // we also probe the legacy bare key: verdicts that CANNOT trigger an action
+  // (clean, flagless, action=none) may be reused across channels under strict
+  // freshness + confidence guards — flagged/warn verdicts never leave their
+  // conversation. This replaced the old N-sequential-query loop (60-message
+  // burst = 60 PgBouncer round-trips before).
   const cacheHits: AnalysisResult[] = [];
   const uncachedTargets: MessageRecord[] = [];
-  // cacheKey → result for identical-content dedupe within one batch
+  // cacheKey → representative result for identical-content dedupe
   const hitByKey = new Map<string, AnalysisResult>();
   // Embedding per exact cache key — computed once during lookup, reused
   // when the fresh LLM verdict is written back to the semantic cache.
   const embeddingsByKey = new Map<string, number[]>();
 
+  interface ExactCandidate {
+    target: MessageRecord;
+    scopedKey: string;
+    bareKey: string;
+  }
+  const candidates: ExactCandidate[] = [];
   for (const target of targets) {
-    const hasMedia = hasMediaContent(target, attachments);
-    if (hasMedia) {
+    if (hasMediaContent(target, attachments)) {
       uncachedTargets.push(target);
       continue;
     }
-
     const rawContent = target.edited_content ?? target.content;
     if (!rawContent.trim()) {
       uncachedTargets.push(target);
       continue;
     }
+    candidates.push({
+      target,
+      scopedKey: makeTextModerationCacheKey(
+        rawContent,
+        makeModerationContextKey(target),
+      ),
+      bareKey: makeTextModerationCacheKey(rawContent),
+    });
+  }
 
-    const cacheKey = makeTextModerationCacheKey(
-      rawContent,
-      makeModerationContextKey(target),
-    );
-    const seen = hitByKey.get(cacheKey);
-    if (seen) {
-      // Same content already resolved this batch — reuse the verdict.
-      cacheHits.push({ ...seen, messageId: target.id });
+  // Identical content within one batch resolves once (representative).
+  const firstByScopedKey = new Map<string, ExactCandidate>();
+  for (const c of candidates) {
+    if (!firstByScopedKey.has(c.scopedKey))
+      firstByScopedKey.set(c.scopedKey, c);
+  }
+
+  // Single round-trip for every key we might serve from (scoped + bare).
+  const storedEntries = await getCachedTextModerations([
+    ...firstByScopedKey.keys(),
+    ...Array.from(firstByScopedKey.values(), (c) => c.bareKey),
+  ]);
+  // Keys actually served — bumped in one UPDATE at the end for metrics.
+  const servedCacheKeys = new Set<string>();
+
+  /** Validate + admit one stored verdict for a candidate. */
+  const acceptExactVerdict = (
+    candidate: ExactCandidate,
+    cacheKey: string,
+    entry: { verdict: StoredModerationVerdict },
+    policyVersion: string,
+  ): boolean => {
+    const { verdict } = entry;
+    const hasMediaInMeta =
+      candidate.target.metadata &&
+      (() => {
+        const ev = extractMessageMediaEvidence(candidate.target.metadata);
+        return (
+          ev.attachments.length > 0 ||
+          ev.stickers.length > 0 ||
+          ev.embeds.length > 0
+        );
+      })();
+
+    if (hasMediaInMeta) {
+      log.debug(
+        { messageId: candidate.target.id, cacheKey },
+        "Cache entry but message has media — treating as miss",
+      );
+      return false;
+    }
+    if (
+      verdict.flags.some((f) =>
+        (ERROR_ARTIFACT_FLAGS as readonly string[]).includes(f),
+      )
+    ) {
+      log.warn(
+        { messageId: candidate.target.id, cacheKey },
+        "Cache entry contains error artifact — treating as miss",
+      );
+      return false;
+    }
+
+    hitByKey.set(candidate.scopedKey, {
+      messageId: candidate.target.id,
+      status: verdict.status,
+      flags: verdict.flags,
+      score: verdict.score,
+      analysis: verdict.analysis,
+      categories: verdict.categories,
+      severity: verdict.severity as AnalysisResult["severity"],
+      confidence: verdict.confidence,
+      recommendedAction:
+        verdict.recommendedAction as AnalysisResult["recommendedAction"],
+      policyVersion,
+      evidence: [],
+    });
+    servedCacheKeys.add(cacheKey);
+    logCacheEvent("hit", cacheKey, "text");
+    return true;
+  };
+
+  for (const candidate of firstByScopedKey.values()) {
+    const scopedEntry = storedEntries.get(candidate.scopedKey);
+    if (
+      scopedEntry &&
+      acceptExactVerdict(
+        candidate,
+        candidate.scopedKey,
+        scopedEntry,
+        "cached-user-moderation-2026-06",
+      )
+    ) {
       continue;
     }
 
-    try {
-      const cached = await getCachedTextModeration(cacheKey);
-      if (cached) {
-        const hasMediaInMeta =
-          target.metadata &&
-          (() => {
-            const ev = extractMessageMediaEvidence(target.metadata);
-            return (
-              ev.attachments.length > 0 ||
-              ev.stickers.length > 0 ||
-              ev.embeds.length > 0
-            );
-          })();
-
-        if (hasMediaInMeta) {
-          log.debug(
-            { messageId: target.id, cacheKey },
-            "Cache entry but message has media — treating as miss",
-          );
-        } else if (
-          cached.flags.some((f) =>
-            [
-              "analysis_api_failed",
-              "analysis_parse_failed",
-              "analysis_incomplete",
-            ].includes(f),
-          )
-        ) {
-          log.warn(
-            { messageId: target.id, cacheKey },
-            "Cache entry contains error artifact — treating as miss",
-          );
-        } else {
-          const hit: AnalysisResult = {
-            messageId: target.id,
-            status: cached.status,
-            flags: cached.flags,
-            score: cached.score,
-            analysis: cached.analysis,
-            categories: cached.categories,
-            severity: cached.severity as AnalysisResult["severity"],
-            confidence: cached.confidence,
-            recommendedAction:
-              cached.recommendedAction as AnalysisResult["recommendedAction"],
-            policyVersion: "cached-user-moderation-2026-06",
-            evidence: [],
-          };
-          cacheHits.push(hit);
-          hitByKey.set(cacheKey, hit);
-          logCacheEvent("hit", cacheKey, "text");
-          continue;
-        }
-      }
-    } catch {
-      /* proceed */
+    // Context-free fallback: ONLY non-actionable clean verdicts qualify
+    // (guard enforces status/flags/action/confidence/freshness). The bare
+    // key equals the scoped key for context-less messages, so the guard
+    // also prevents double-serving the same row.
+    const bareEntry = storedEntries.get(candidate.bareKey);
+    if (
+      bareEntry &&
+      candidate.bareKey !== candidate.scopedKey &&
+      isGloballyReusableCleanVerdict(
+        bareEntry.verdict,
+        bareEntry.analyzedAt ?? undefined,
+      )
+    ) {
+      acceptExactVerdict(
+        candidate,
+        candidate.bareKey,
+        bareEntry,
+        "cached-global-clean-2026-08",
+      );
     }
+  }
 
-    uncachedTargets.push(target);
+  // Fan-out: every candidate (representative + in-batch duplicates) gets its
+  // own copy of the representative verdict; unresolved ones stay queued.
+  for (const candidate of candidates) {
+    const representative = hitByKey.get(candidate.scopedKey);
+    if (representative) {
+      cacheHits.push({ ...representative, messageId: candidate.target.id });
+    } else {
+      uncachedTargets.push(candidate.target);
+    }
   }
 
   // ── Phase 2: semantic cache — batched (one embed call + one Qdrant
@@ -188,15 +275,17 @@ export async function runModerationAnalysis(
       if (embeddings && embeddings.length === texts.length) {
         // index-aligned with semanticCandidates
         for (let i = 0; i < semanticCandidates.length; i++) {
-          const { target, cacheKey } = semanticCandidates[i];
+          const { cacheKey } = semanticCandidates[i];
           embeddingsByKey.set(cacheKey, embeddings[i]);
         }
 
         if (isQdrantConfigured()) {
+          // ONE batch search at the LOOSER threshold; per-hit re-classification
+          // enforces the strict band for actionable verdicts.
           const batchHits = await searchQdrantBatch(
             embeddings,
             config.AI_LLM_EMBEDDING_MAX_CANDIDATES,
-            config.AI_LLM_EMBEDDING_MIN_SIMILARITY,
+            config.AI_LLM_EMBEDDING_MIN_SIMILARITY_CLEAN,
           );
           for (let i = 0; i < semanticCandidates.length; i++) {
             const { target, cacheKey } = semanticCandidates[i];
@@ -204,6 +293,7 @@ export async function runModerationAnalysis(
             if (hits.length === 0) continue;
             const verdict = parseQdrantVerdict(hits[0].payload, hits[0].score);
             if (!verdict) continue;
+            if (!isSemanticBandAccepted(verdict, verdict.similarity)) continue;
             log.debug(
               {
                 messageId: target.id,
@@ -236,10 +326,12 @@ export async function runModerationAnalysis(
             const { target, cacheKey } = semanticCandidates[i];
             const semantic = await findSimilarTextModeration(
               embeddings[i],
-              config.AI_LLM_EMBEDDING_MIN_SIMILARITY,
+              config.AI_LLM_EMBEDDING_MIN_SIMILARITY_CLEAN,
               config.AI_LLM_EMBEDDING_MAX_CANDIDATES,
             );
             if (!semantic) continue;
+            if (!isSemanticBandAccepted(semantic, semantic.similarity))
+              continue;
             log.debug(
               {
                 messageId: target.id,
@@ -284,6 +376,8 @@ export async function runModerationAnalysis(
   }
 
   if (cacheHits.length > 0) {
+    // Metrics: one bulk UPDATE for every exact-cache key actually served.
+    bumpTextModerationHitCounts(Array.from(servedCacheKeys));
     log.info(
       {
         cacheHits: cacheHits.length,
@@ -320,10 +414,10 @@ export async function runModerationAnalysis(
   // Run both paths in parallel
   const [textBatchResult, mediaBatchResult] = await Promise.all([
     textOnlyTargets.length > 0
-      ? runTextOnlyBatch(textOnlyTargets, contextText)
+      ? runTextOnlyBatch(textOnlyTargets, contextBlock)
       : Promise.resolve({ results: [] as AnalysisResult[], raw: null }),
     mediaTargets.length > 0
-      ? runMediaBatch(mediaTargets, contextText, attachments)
+      ? runMediaBatch(mediaTargets, contextBlock, attachments)
       : Promise.resolve({ results: [] as AnalysisResult[], raw: null }),
   ]);
 
@@ -349,20 +443,50 @@ export async function runModerationAnalysis(
       rawContent,
       makeModerationContextKey(target),
     );
+    const stored = {
+      flags: result.flags ?? [],
+      score: result.score ?? 0,
+      analysis: result.analysis ?? "",
+      categories: result.categories ?? result.flags ?? [],
+      severity: result.severity ?? "none",
+      confidence: result.confidence ?? result.score ?? 0,
+      recommendedAction: result.recommendedAction ?? "none",
+      status: result.status,
+    };
     setCachedTextModeration(
       cacheKey,
-      {
-        flags: result.flags ?? [],
-        score: result.score ?? 0,
-        analysis: result.analysis ?? "",
-        categories: result.categories ?? result.flags ?? [],
-        severity: result.severity ?? "none",
-        confidence: result.confidence ?? result.score ?? 0,
-        recommendedAction: result.recommendedAction ?? "none",
-        status: result.status,
-      },
+      stored,
       embeddingsByKey.get(cacheKey),
     ).catch(() => {});
+
+    // Dual-key write-back (2026-08-24): the FIRST analysis of a message runs
+    // WITH conversation context (accurate), but its verdict is also stored
+    // under the context-free bare key so repeats in OTHER channels hit the
+    // exact cache instead of paying a new LLM call. Same guard as the read
+    // path — only non-actionable clean verdicts may cross channels. No
+    // embedding on the bare row: the semantic tier is already global, and
+    // writing one would create a duplicate Qdrant point for this content.
+    const bareKey = makeTextModerationCacheKey(rawContent);
+    if (
+      bareKey !== cacheKey &&
+      !globalBareKeysWritten.has(bareKey) &&
+      isGloballyReusableCleanVerdict(
+        {
+          status: stored.status,
+          flags: stored.flags,
+          score: stored.score,
+          analysis: stored.analysis,
+          categories: stored.categories,
+          severity: stored.severity,
+          confidence: stored.confidence,
+          recommendedAction: stored.recommendedAction,
+        },
+        undefined,
+      )
+    ) {
+      globalBareKeysWritten.set(bareKey, true);
+      setCachedTextModeration(bareKey, stored, null).catch(() => {});
+    }
   }
 
   const allResults = [

services/discord-gateway/src/modules/ai-moderation/prompts/examples.ts

@@ -47,7 +47,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     title: "Pesan bersih dengan slang",
     input: "[target] id=12345 user=budi: anjay wkwk gaskeun santuy bro",
     output:
-      '{"results":[{"message_id":"12345","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Slang Indonesia umum, tanpa pelanggaran."}]}',
+      '{"results":[{"message_id":"12345","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Slang Indonesia umum, tanpa pelanggaran."}]}',
     modes: ["text", "mixed"],
   },
   {
@@ -56,7 +56,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=67890 user=anon: lu goblok banget sih kontol, mampus aja lo",
     output:
-      '{"results":[{"message_id":"67890","status":"flagged","flags":["harassment","vulgar_language"],"score":0.85,"severity":"high","confidence":0.9,"recommended_action":"delete","evidence":["lu goblok banget sih kontol"],"analysis":"Insult langsung dengan kata kasar terarah ke individu."}]}',
+      '{"results":[{"message_id":"67890","status":"flagged","flags":["harassment","vulgar_language"],"severity":"high","evidence":["lu goblok banget sih kontol"],"analysis":"Insult langsung dengan kata kasar terarah ke individu."}]}',
     modes: ["text", "mixed"],
   },
   {
@@ -64,7 +64,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     title: "Emoji Huruf (Evasion)",
     input: "[target] id=16161 user=sneaky: gsap expo 🇬 🇦 🇾",
     output:
-      '{"results":[{"message_id":"16161","status":"flagged","flags":["sexual_deviation"],"score":0.8,"severity":"medium","confidence":0.95,"recommended_action":"delete","evidence":["🇬 🇦 🇾"],"analysis":"Regional indicator mengeja kata terlarang — evasi untuk topik yang dibatasi server."}]}',
+      '{"results":[{"message_id":"16161","status":"flagged","flags":["sexual_deviation"],"severity":"medium","evidence":["🇬 🇦 🇾"],"analysis":"Regional indicator mengeja kata terlarang — evasi untuk topik yang dibatasi server."}]}',
     modes: ["text", "mixed"],
   },
   {
@@ -72,16 +72,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     title: "Typo QWERTY Programming (False Positive Prevention)",
     input: "[target] id=17171 user=dian432: Apakah bisa ngodonf disitu?",
     output:
-      '{"results":[{"message_id":"17171","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Kata \'ngodonf\' typo QWERTY natural (f-g, o-i) dari \'ngoding\', bukan obfuscation. Diskusi teknis wajar."}]}',
-    modes: ["text", "mixed"],
-  },
-  {
-    id: "17",
-    title: "Error log programming (AMAN)",
-    input:
-      "[target] id=17172 user=dev: TypeError: Cannot read properties of undefined (reading 'map'). Kalo ada yang tau solusinya tolong bantu",
-    output:
-      '{"results":[{"message_id":"17172","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Diskusi teknis normal tentang error programming, bukan pelanggaran."}]}',
+      '{"results":[{"message_id":"17171","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Kata \'ngodonf\' typo QWERTY natural (f-g, o-i) dari \'ngoding\', bukan obfuscation. Diskusi teknis wajar."}]}',
     modes: ["text", "mixed"],
   },
   {
@@ -90,19 +81,9 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=17173 user=dev: Guys pake Cursor lebih enak daripada VSCode? Gw pake Claude buat bantuin debugging",
     output:
-      '{"results":[{"message_id":"17173","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Diskusi tools programming biasa (Cursor, VSCode, Claude), tidak ada pelanggaran."}]}',
+      '{"results":[{"message_id":"17173","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Diskusi tools programming biasa (Cursor, VSCode, Claude), tidak ada pelanggaran."}]}',
     modes: ["text", "mixed"],
   },
-  {
-    id: "19",
-    title: "Diskusi orientasi seksual LGBT (dilarang — zero tolerance)",
-    input:
-      "[target] id=17174 user=alex: btw gw gay, semoga ga masalah ya. Gw cmn mau jujur aja",
-    output:
-      '{"results":[{"message_id":"17174","status":"flagged","flags":["sexual_deviation"],"score":0.85,"severity":"high","confidence":0.95,"recommended_action":"delete","evidence":["btw gw gay, semoga ga masalah ya"],"analysis":"Pengakuan orientasi LGBT — server zero tolerance terhadap segala diskusi/coming out. Dihapus."}]}',
-    modes: ["text", "mixed"],
-  },
-
   // ── Mixed examples ──
   {
     id: "3",
@@ -110,7 +91,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       '[target] id=11111 user=citra: <:singa_injek:123456> [sticker: "Singa injek pejabat"]',
     output:
-      '{"results":[{"message_id":"11111","status":"clean","flags":[],"score":0.1,"severity":"none","confidence":0.8,"recommended_action":"none","evidence":[],"analysis":"Sticker kartun satir dengan nama provokatif, bukan ancaman nyata."}]}',
+      '{"results":[{"message_id":"11111","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Sticker kartun satir dengan nama provokatif, bukan ancaman nyata."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -119,7 +100,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=88888 user=sexist: dasar perempuan ngerti apa sih, logika lo aja kagak bener",
     output:
-      '{"results":[{"message_id":"88888","status":"flagged","flags":["hate_speech","harassment"],"score":0.82,"severity":"high","confidence":0.9,"recommended_action":"delete","evidence":["dasar perempuan ngerti apa sih"],"analysis":"Komentar seksis merendahkan yang menyasar gender — stereotip ofensif terarah."}]}',
+      '{"results":[{"message_id":"88888","status":"flagged","flags":["hate_speech","harassment"],"severity":"high","evidence":["dasar perempuan ngerti apa sih"],"analysis":"Komentar seksis merendahkan yang menyasar gender — stereotip ofensif terarah."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -128,7 +109,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=99999 user=drama: si budi kemarin ngomongin lo di belakang, masa tega banget dia, ayo kita konfrontasi di sini aja",
     output:
-      '{"results":[{"message_id":"99999","status":"warn","flags":["conflict_instigation"],"score":0.65,"severity":"low","confidence":0.75,"recommended_action":"warn","evidence":["ayo kita konfrontasi di sini aja"],"analysis":"Mengajak konfrontasi masalah personal di channel publik, berpotensi memicu drama."}]}',
+      '{"results":[{"message_id":"99999","status":"warn","flags":["conflict_instigation"],"severity":"low","evidence":["ayo kita konfrontasi di sini aja"],"analysis":"Mengajak konfrontasi masalah personal di channel publik, berpotensi memicu drama."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -137,7 +118,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=10101 user=fox: mau liat foto pake kostum hewan? DM aja, khusus 18+",
     output:
-      '{"results":[{"message_id":"10101","status":"flagged","flags":["sexual_deviation"],"score":0.85,"severity":"high","confidence":0.9,"recommended_action":"delete","evidence":["mau liat foto pake kostum hewan? DM aja, khusus 18+"],"analysis":"Ajakan aktivitas seksual eksplisit \'DM khusus 18+\'. Melanggar kebijakan."}]}',
+      '{"results":[{"message_id":"10101","status":"flagged","flags":["sexual_deviation"],"severity":"high","evidence":["mau liat foto pake kostum hewan? DM aja, khusus 18+"],"analysis":"Ajakan aktivitas seksual eksplisit \'DM khusus 18+\'. Melanggar kebijakan."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -146,7 +127,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=10505 user=dev: ERROR: Cannot read properties of undefined (reading 'data'). Stack trace: at Module._compile (node:internal/modules/cjs/loader:1256:14)",
     output:
-      '{"results":[{"message_id":"10505","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Error log programming biasa antara developer, aman."}]}',
+      '{"results":[{"message_id":"10505","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Error log programming biasa antara developer, aman."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -155,7 +136,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=12121 user=pejabat_munafik_dajjal: Halo teman-teman, ada yang main game?",
     output:
-      '{"results":[{"message_id":"12121","status":"flagged","flags":["offensive_username"],"score":0.3,"severity":"low","confidence":0.95,"recommended_action":"warn","evidence":["Username \'pejabat_munafik_dajjal\' mengandung unsur ofensif/SARA"],"analysis":"Username ofensif menyerang pejabat dengan label SARA, tapi isi pesan bersih — flag ringan."}]}',
+      '{"results":[{"message_id":"12121","status":"flagged","flags":["offensive_username"],"severity":"low","evidence":["Username \'pejabat_munafik_dajjal\' mengandung unsur ofensif/SARA"],"analysis":"Username ofensif menyerang pejabat dengan label SARA, tapi isi pesan bersih — flag ringan."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -164,7 +145,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=13131 user=nazi_babi_itu: bener tuh nih ras emang harus dibasmi",
     output:
-      '{"results":[{"message_id":"13131","status":"flagged","flags":["offensive_username","hate_speech","sara"],"score":0.9,"severity":"high","confidence":0.95,"recommended_action":"delete","evidence":["bener tuh nih ras emang harus dibasmi"],"analysis":"Username SARA dan isi pesan memperkuat kebencian dengan ajakan kekerasan. Pelanggaran berat."}]}',
+      '{"results":[{"message_id":"13131","status":"flagged","flags":["offensive_username","hate_speech","sara"],"severity":"high","evidence":["bener tuh nih ras emang harus dibasmi"],"analysis":"Username SARA dan isi pesan memperkuat kebencian dengan ajakan kekerasan. Pelanggaran berat."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -173,7 +154,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       '[target] id=14141 user=hater: ++++++K1[[ your $€/F" "~`| \\\\0ve $ 1F ¥°U |}iE ®©',
     output:
-      '{"results":[{"message_id":"14141","status":"flagged","flags":["harassment","hate_speech"],"score":0.95,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["++++++K1[[ your $€/F"],"analysis":"Obfuscation simbol menyembunyikan frasa ancaman \'Kill yourself\'. Ancaman berat yang disamarkan."}]}',
+      '{"results":[{"message_id":"14141","status":"flagged","flags":["harassment","hate_speech"],"severity":"critical","evidence":["++++++K1[[ your $€/F"],"analysis":"Obfuscation simbol menyembunyikan frasa ancaman \'Kill yourself\'. Ancaman berat yang disamarkan."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -181,7 +162,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     title: "Vulgaritas Bahasa Asing / All-Caps",
     input: "[target] id=15151 user=troll: AKU RAJA TITTEN",
     output:
-      '{"results":[{"message_id":"15151","status":"flagged","flags":["vulgar_language"],"score":0.85,"severity":"medium","confidence":0.9,"recommended_action":"delete","evidence":["AKU RAJA TITTEN"],"analysis":"Kata vulgar bahasa asing (\'titten\') dengan huruf kapital — melanggar meski format seperti candaan."}]}',
+      '{"results":[{"message_id":"15151","status":"flagged","flags":["vulgar_language"],"severity":"medium","evidence":["AKU RAJA TITTEN"],"analysis":"Kata vulgar bahasa asing (\'titten\') dengan huruf kapital — melanggar meski format seperti candaan."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -190,7 +171,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       '[target] id=20201 user=parodist: Kitabonia 11:17 — "Dan bersabdalah Sang Admin: barang siapa yang melakukan spam, niscaya akan kena mute tujuh hari tujuh malam"',
     output:
-      '{"results":[{"message_id":"20201","status":"flagged","flags":["sara"],"score":0.92,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["Kitabonia 11:17"],"analysis":"Ayat palsu dengan format kitab suci memparodikan wahyu — penistaan agama, bukan humor."}]}',
+      '{"results":[{"message_id":"20201","status":"flagged","flags":["sara"],"severity":"critical","evidence":["Kitabonia 11:17"],"analysis":"Ayat palsu dengan format kitab suci memparodikan wahyu — penistaan agama, bukan humor."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -199,7 +180,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=22223 user=edgy: Shirkmaxxing grindset, nanti halalmaxxing juga",
     output:
-      '{"results":[{"message_id":"22223","status":"flagged","flags":["sara"],"score":0.88,"severity":"high","confidence":0.95,"recommended_action":"delete","evidence":["Shirkmaxxing grindset"],"analysis":"Istilah suci agama (shirk, halal) sebagai bahan candaan meme — penistaan konsep teologis."}]}',
+      '{"results":[{"message_id":"22223","status":"flagged","flags":["sara"],"severity":"high","evidence":["Shirkmaxxing grindset"],"analysis":"Istilah suci agama (shirk, halal) sebagai bahan candaan meme — penistaan konsep teologis."}]}',
     modes: ["text", "media", "mixed"],
   },
   {
@@ -207,7 +188,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     title: "Ekspresi keagamaan normal (AMAN, BUKAN SARA)",
     input: "[target] id=27278 user=muslim_user: Astaghfirullah, sabar ya bro",
     output:
-      '{"results":[{"message_id":"27278","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Istighfar untuk menenangkan teman — ekspresi keagamaan wajar Indonesia, bukan penistaan."}]}',
+      '{"results":[{"message_id":"27278","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Istighfar untuk menenangkan teman — ekspresi keagamaan wajar Indonesia, bukan penistaan."}]}',
     modes: ["text", "media", "mixed"],
   },
 
@@ -218,7 +199,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=22222 user=rina: Aku suka nasgor loh [Media analysis for message 22222] [gambar di atas adalah attachment foto.jpg dari pesan id=22222]: Gambar menampilkan tangkapan layar aplikasi chat dengan teks percakapan biasa. Tidak ada konten melanggar terlihat. Aman.",
     output:
-      '{"results":[{"message_id":"22222","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Percakapan sehari-hari tentang makanan; gambar screenshot chat biasa tanpa pelanggaran."}]}',
+      '{"results":[{"message_id":"22222","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Percakapan sehari-hari tentang makanan; gambar screenshot chat biasa tanpa pelanggaran."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -227,7 +208,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       '[target] id=33333 user=spammer: MAIN DI SINI GACOR PARAH https://judionline.xyz [Media analysis for message 33333] [gambar di atas adalah attachment slot.jpg dari pesan id=33333]: Gambar menampilkan antarmuka situs judi online dengan mesin slot, chip, dan tombol deposit. Terlihat logo "JudiOnline" dan odds taruhan.',
     output:
-      '{"results":[{"message_id":"33333","status":"flagged","flags":["gambling"],"score":0.92,"severity":"high","confidence":0.92,"recommended_action":"delete","evidence":["MAIN DI SINI GACOR PARAH","https://judionline.xyz"],"analysis":"Promosi situs judi dengan link, teks promosi, dan gambar antarmuka judi yang jelas."}]}',
+      '{"results":[{"message_id":"33333","status":"flagged","flags":["gambling"],"severity":"high","evidence":["MAIN DI SINI GACOR PARAH","https://judionline.xyz"],"analysis":"Promosi situs judi dengan link, teks promosi, dan gambar antarmuka judi yang jelas."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -236,7 +217,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=44444 user=dev: [Media analysis for message 44444] [gambar di atas adalah attachment screenshot.png dari pesan id=44444]: Screenshot terminal Linux dengan background hitam dan teks hijau. Terlihat output command 'ls -la' dan 'git status'. Tidak ada teks atau elemen mencurigakan.",
     output:
-      '{"results":[{"message_id":"44444","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.95,"recommended_action":"none","evidence":[],"analysis":"Screenshot terminal Linux (ls -la, git status) — aktivitas coding biasa, tidak ada pelanggaran."}]}',
+      '{"results":[{"message_id":"44444","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Screenshot terminal Linux (ls -la, git status) — aktivitas coding biasa, tidak ada pelanggaran."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -245,7 +226,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       '[target] id=55555 user=promotor: [Media analysis for message 55555] [gambar di atas adalah attachment promo.jpg dari pesan id=55555]: Screenshot website dengan background merah dan emas. Terlihat teks "DEPOSIT NOW", "BONUS 100%", "SLOT GACOR", chip poker, dan roda roulette. Ada tombol "DAFTAR" dan "LOGIN".',
     output:
-      '{"results":[{"message_id":"55555","status":"flagged","flags":["gambling"],"score":0.94,"severity":"high","confidence":0.94,"recommended_action":"delete","evidence":["Gambar antarmuka situs judi dengan chip, roulette, tombol deposit"],"analysis":"Gambar promosi judi jelas: chip, roulette, teks deposit dan bonus. Melanggar gambling."}]}',
+      '{"results":[{"message_id":"55555","status":"flagged","flags":["gambling"],"severity":"high","evidence":["Gambar antarmuka situs judi dengan chip, roulette, tombol deposit"],"analysis":"Gambar promosi judi jelas: chip, roulette, teks deposit dan bonus. Melanggar gambling."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -254,7 +235,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=21212 user=troll: ayo bikin agama, aku tuhannya, yg mau jadi malaikat DM aku",
     output:
-      '{"results":[{"message_id":"21212","status":"flagged","flags":["sara"],"score":0.95,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["ayo bikin agama, aku tuhannya"],"analysis":"Mengajak membuat agama palsu dan mengaku Tuhan — penistaan agama serius, bukan candaan."}]}',
+      '{"results":[{"message_id":"21212","status":"flagged","flags":["sara"],"severity":"critical","evidence":["ayo bikin agama, aku tuhannya"],"analysis":"Mengajak membuat agama palsu dan mengaku Tuhan — penistaan agama serius, bukan candaan."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -263,7 +244,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=23234 user=edgelord: Hashem is watching you jerk off lol",
     output:
-      '{"results":[{"message_id":"23234","status":"flagged","flags":["sara"],"score":0.94,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["Hashem is watching you jerk off lol"],"analysis":"Nama suci (Hashem) dalam konteks vulgar merendahkan — blasphemy serius."}]}',
+      '{"results":[{"message_id":"23234","status":"flagged","flags":["sara"],"severity":"critical","evidence":["Hashem is watching you jerk off lol"],"analysis":"Nama suci (Hashem) dalam konteks vulgar merendahkan — blasphemy serius."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -272,7 +253,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=24245 user=provokator: nabi palsu ba'al, sembah aja patung",
     output:
-      '{"results":[{"message_id":"24245","status":"flagged","flags":["sara","hate_speech"],"score":0.9,"severity":"high","confidence":0.95,"recommended_action":"delete","evidence":["nabi palsu ba\'al"],"analysis":"Sindiran konsep nabi dengan referensi Ba\'al + ajakan menyembah patung — penistaan monoteis."}]}',
+      '{"results":[{"message_id":"24245","status":"flagged","flags":["sara","hate_speech"],"severity":"high","evidence":["nabi palsu ba\'al"],"analysis":"Sindiran konsep nabi dengan referensi Ba\'al + ajakan menyembah patung — penistaan monoteis."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -281,7 +262,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=25256 user=sindiran: Bodoh admin-admin kita itu. Mereka tidak minta petunjuk dari Tuhan",
     output:
-      '{"results":[{"message_id":"25256","status":"flagged","flags":["sara","hate_speech"],"score":0.82,"severity":"high","confidence":0.9,"recommended_action":"delete","evidence":["tidak minta petunjuk dari Tuhan"],"analysis":"Framework agama (\'petunjuk dari Tuhan\') dipakai untuk mengejek — parodi merendahkan."}]}',
+      '{"results":[{"message_id":"25256","status":"flagged","flags":["sara","hate_speech"],"severity":"high","evidence":["tidak minta petunjuk dari Tuhan"],"analysis":"Framework agama (\'petunjuk dari Tuhan\') dipakai untuk mengejek — parodi merendahkan."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -290,7 +271,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=26267 user=provokator: Islam/Kristen itu agama sesat semua, cuma agama gue yg bener",
     output:
-      '{"results":[{"message_id":"26267","status":"flagged","flags":["sara","hate_speech","conflict_instigation"],"score":0.95,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["Islam/Kristen itu agama sesat semua"],"analysis":"Menyerang agama lain sebagai \'sesat\' dengan truth claim provokatif — provokasi antar-agama serius."}]}',
+      '{"results":[{"message_id":"26267","status":"flagged","flags":["sara","hate_speech","conflict_instigation"],"severity":"critical","evidence":["Islam/Kristen itu agama sesat semua"],"analysis":"Menyerang agama lain sebagai \'sesat\' dengan truth claim provokatif — provokasi antar-agama serius."}]}',
     modes: ["media", "mixed"],
   },
   {
@@ -299,7 +280,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=28289 user=thinker: Menurutku konsep trinitas dalam Kristen menarik dibandingkan tauhid dalam Islam. Apa pendapat kalian?",
     output:
-      '{"results":[{"message_id":"28289","status":"clean","flags":[],"score":0.0,"severity":"none","confidence":0.9,"recommended_action":"none","evidence":[],"analysis":"Perbandingan teologis dengan bahasa sopan dan tone diskusi — bukan provokasi. Aman."}]}',
+      '{"results":[{"message_id":"28289","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Perbandingan teologis dengan bahasa sopan dan tone diskusi — bukan provokasi. Aman."}]}',
     modes: ["media", "mixed"],
   },
 
@@ -310,7 +291,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=29292 user=promotor: Join sini bro https://discord.gg/xyzk123 diskusi coding seru",
     output:
-      '{"results":[{"message_id":"29292","status":"warn","flags":["spam"],"score":0.55,"severity":"low","confidence":0.7,"recommended_action":"warn","evidence":["https://discord.gg/xyzk123"],"analysis":"Promosi server lain via invite di channel publik tanpa izin — potensi spam."}]}',
+      '{"results":[{"message_id":"29292","status":"warn","flags":["spam"],"severity":"low","evidence":["https://discord.gg/xyzk123"],"analysis":"Promosi server lain via invite di channel publik tanpa izin — potensi spam."}]}',
     modes: ["text", "media", "mixed"],
   },
 
@@ -321,7 +302,7 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=30303 user=rainbow: jujur aja gua lesbian, terima apa adanya",
     output:
-      '{"results":[{"message_id":"30303","status":"flagged","flags":["sexual_deviation"],"score":0.9,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["jujur aja gua lesbian"],"analysis":"Pengakuan orientasi lesbian — zero tolerance LGBT di server ini. Dihapus."}]}',
+      '{"results":[{"message_id":"30303","status":"flagged","flags":["sexual_deviation"],"severity":"critical","evidence":["jujur aja gua lesbian"],"analysis":"Pengakuan orientasi lesbian — zero tolerance LGBT di server ini. Dihapus."}]}',
     modes: ["text", "media", "mixed"],
   },
 
@@ -332,9 +313,21 @@ export const ALL_EXAMPLES: ExampleDef[] = [
     input:
       "[target] id=31313 user=hot_takes: gw sih dukung palestina, israel biadab banget",
     output:
-      '{"results":[{"message_id":"31313","status":"flagged","flags":["conflict_instigation","sara"],"score":0.95,"severity":"critical","confidence":0.95,"recommended_action":"delete","evidence":["gw sih dukung palestina"],"analysis":"Segala diskusi Israel/Palestina/Yahudi dilarang total — tidak ada debat, dukungan, atau berita. Dihapus."}]}',
+      '{"results":[{"message_id":"31313","status":"flagged","flags":["conflict_instigation","sara"],"severity":"critical","evidence":["gw sih dukung palestina"],"analysis":"Segala diskusi Israel/Palestina/Yahudi dilarang total — tidak ada debat, dukungan, atau berita. Dihapus."}]}',
     modes: ["text", "media", "mixed"],
   },
+
+  // ── Physics / Technology Discussions (false positive prevention) ──
+  {
+    id: "32",
+    title: "Diskusi fisika/kinetik dalam konteks teknis (AMAN, bukan ancaman)",
+    input:
+      "[target] id=32323 user=physics_student: Cukup cuman tubuh manusia vs gravitasi. Konsep energy conservation di sini penting buat analisis statis.",
+    output:
+      '{"results":[{"message_id":"32323","status":"clean","flags":[],"severity":"none","evidence":[],"analysis":"Diskusi fisika teknis tentang kinetik dan gravitasi dalam konteks analisis statis – tidak ada ancaman atau konten melanggar. Penggunaan istilah fisika untuk perhitungan teknis adalah hal wajar."}]}',
+    modes: ["text", "mixed"],
+  },
+  // ── Invite link / promosi server ──
 ];
 
 // Derive per-mode strings from the single ALL_EXAMPLES array (zero duplication)