Commit Graph
4 Commits
Author SHA1 Message Date
asepharyana f9fecfc144 chore: clean up dead barrels, duplicate config, and orphaned frontend components
Gateway:
- Remove dead barrels (ai-moderation/index, attachment-upload/index, message-capture/index) — all consumers import files directly
- Remove orphaned schema/ split dir (analytics/cache/messages/meta) — schema.ts is monolithic
- Merge duplicate config singleton: delete shared/config/config.ts, point all 44 imports at shared/config/index

Backend:
- Remove dead commandHelper.ts (voice-era fallback), ws/index.ts barrel, health.schema.ts, moderationMetrics.ts, analysis.schema.ts (0 importers; metrics/handlers route directly)

Frontend:
- Remove orphaned CategoryDrilldown/CoverageTiles/TopicTrends, primitives/slot, use-mobile, use-mounted
- Remove unused charts donut/sparkline (TopicTrends was only consumer)

Kept (verified active): shared/database/index.ts facade (11 importers), hooks/index + lib/api/index barrels (10 importers), orpc/ws.ts, charts/index.ts barrel.
Verified: tsc + biome + vitest per service (backend e2e 3 failures pre-existing on main); frontend next build 8 routes.
2026-09-24 13:23:38 +07:00
asepharyana 7ef86c81ca feat(ai): audit + harden embedding pipeline
- Normalize text before embedding (strip mentions/URLs/emoji/markdown/control chars, lowercase, truncate) on both write and query sides so vectors aren't diluted and tokens aren't wasted
- embeddingClient: retry embeddings (maxRetries 2), validate batch dimension consistency, preserve index alignment for empty-normalized texts
- archiveEmbedder: store normalized text in archive payload, skip empty-normalized content
- backend: normalize search queries, make archive search similarity threshold configurable (AI_LLM_EMBEDDING_ARCHIVE_MIN_SIMILARITY, default 0.6)
2026-09-01 18:01:47 +07:00
Developer 7ab9a7fd2d fix(automod): force float encoding for embeddings — Nvidia models reject base64
Build & Deploy (Nix) / build-and-deploy (backend) (push) Successful in 1m35s
Build & Deploy (Nix) / build-and-deploy (discord-gateway) (push) Successful in 2m24s
Build & Deploy (Nix) / build-and-deploy (proxy) (push) Successful in 2m51s
OpenAI SDK v6 defaults to encoding_format=base64; llama-nemotron-embed
(Nvidia-backed) returns 400 'do not support base64'. Semantic cache was
silently disabled in prod. encoding_format: 'float' fixes it.
2026-07-31 20:14:18 +07:00
Developer 1249ae81d8 perf(automod): compress prompts ~40% + semantic cache via AI_LLM_EMBEDDING_MODEL
Build & Deploy (Nix) / build-and-deploy (backend) (push) Successful in 3m4s
Build & Deploy (Nix) / build-and-deploy (discord-gateway) (push) Successful in 2m29s
Build & Deploy (Nix) / build-and-deploy (proxy) (push) Successful in 2m33s
Prompt overhaul (token-frugal, same quality):
- rules.ts 28KB -> 10.3KB: every normative rule kept (safe lists, SARA
  6 kategori, LGBT/Israel zero tolerance, anti-evasion, decision tree,
  evasi hierarchy, image rules) with duplicated phrasing removed
- examples.ts 24.7KB -> 20KB: all 31 teaching examples kept; analysis
  strings shortened, redundant categories/policy_version dropped from
  example outputs (both optional in the response schema)
- output.ts 13.8KB -> 6.8KB: compressed schema + personality + format
  rules; CRITICAL bans on generic analysis and reply-context requirement
  retained
- system.ts: MEDIA_INSTRUCTIONS compressed, key rules kept

Semantic moderation cache (AI_LLM_EMBEDDING_MODEL):
- New embeddingClient.ts: OpenAI-compatible embeddings + cosine
  similarity; degrades gracefully when model/key unset
- textCacheStore: stores embedding JSON per verdict, findSimilarTextModeration
  reuses near-duplicate verdicts (min 0.97 cosine, processing locks skipped)
- moderationOrchestrator: after exact-hash miss, embed text-only targets
  and reuse stored verdict for near-duplicates -> skips expensive chat
  completion for spam variants; fresh verdicts written back with embedding
- Config: AI_LLM_EMBEDDING_MODEL / MIN_SIMILARITY (0.97) / MAX_CANDIDATES (30)
- Migration 0012: ADD COLUMN embedding to text_analysis_cache (idempotent)
- .env.example documents the new vars
2026-07-31 19:37:53 +07:00