refactor(moderation): improve LLM moderation client - 10 recommendations

- Add XML delimiters to prevent prompt injection (R1)
- Use JSON Schema response format instead of json_object (R2)
- Add concurrency limiter via p-limit (R3)
- Add timeout per media analysis call (R4)
- Resize images with sharp before vision API (R5)
- Split text batches when exceeding batch size limit (R6)
- Add few-shot examples to system prompt (R7)
- Modularize system prompt builder (R8)
- Enhance deferral detection regex with exception patterns (R9)
- Sanitize error messages to avoid leaking internals (R10)

New files: concurrencyLimiter.ts, imageResizer.ts, moderationPrompt.ts
Updated: llmModerationClient.ts, config.ts, package.json, tests

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

package.json

@@ -49,6 +49,7 @@
     "motion": "^12.40.0",
     "openai": "^6.38.0",
     "opusscript": "^0.0.8",
+    "p-limit": "^7.3.0",
     "p-retry": "^8.0.0",
     "pg": "^8.21.0",
     "piscina": "^5.1.4",
@@ -57,6 +58,7 @@
     "prom-client": "^15.1.3",
     "react": "^19.2.6",
     "react-dom": "^19.2.6",
+    "sharp": "^0.34.5",
     "tailwind-merge": "^3.6.0",
     "vite": "^8.0.13",
     "winston": "^3.19.0",

pnpm-lock.yaml

@@ -37,7 +37,7 @@ importers:
         version: 8.20.0
       '@vitejs/plugin-react':
         specifier: ^6.0.2
-        version: 6.0.2(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2))
+        version: 6.0.2(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0))
       axios:
         specifier: ^1.16.1
         version: 1.16.1
@@ -77,6 +77,9 @@ importers:
       opusscript:
         specifier: ^0.0.8
         version: 0.0.8
+      p-limit:
+        specifier: ^7.3.0
+        version: 7.3.0
       p-retry:
         specifier: ^8.0.0
         version: 8.0.0
@@ -101,12 +104,15 @@ importers:
       react-dom:
         specifier: ^19.2.6
         version: 19.2.6(react@19.2.6)
+      sharp:
+        specifier: ^0.34.5
+        version: 0.34.5
       tailwind-merge:
         specifier: ^3.6.0
         version: 3.6.0
       vite:
         specifier: ^8.0.13
-        version: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)
+        version: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0)
       winston:
         specifier: ^3.19.0
         version: 3.19.0
@@ -158,7 +164,7 @@ importers:
         version: 5.9.3
       vitest:
         specifier: latest
-        version: 4.1.7(@opentelemetry/api@1.9.1)(@types/node@25.9.0)(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2))
+        version: 4.1.7(@opentelemetry/api@1.9.1)(@types/node@25.9.0)(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0))
 
   vendor/discord-video-stream:
     dependencies:
@@ -3800,6 +3806,10 @@ packages:
     resolution: {integrity: sha512-//88mFWSJx8lxCzwdAABTJL2MyWB12+eIY7MDL2SqLmAkeKU9qxRvWuSyTjm3FUmpBEMuFfckAIqEaVGUDxb6w==}
     engines: {node: '>=6'}
 
+  p-limit@7.3.0:
+    resolution: {integrity: sha512-7cIXg/Z0M5WZRblrsOla88S4wAK+zOQQWeBYfV3qJuJXMr+LnbYjaadrFaS0JILfEDPVqHyKnZ1Z/1d6J9VVUw==}
+    engines: {node: '>=20'}
+
   p-locate@3.0.0:
     resolution: {integrity: sha512-x+12w/To+4GFfgJhBEpiDcLozRJGegY+Ei7/z0tSLkMmxGZNybVMSfWj9aJn8Z5Fc7dBUNJOOVgPv2H7IwulSQ==}
     engines: {node: '>=6'}
@@ -4973,6 +4983,10 @@ packages:
     resolution: {integrity: sha512-aePbxDmcYW++PaqBsJ+HYUFwCdv4LVvdnhBy78E57PIor8/OVvhMrADFFEDh8DHDFRv/O9i3lPhsENjO7QX0+A==}
     engines: {node: '>=8'}
 
+  yocto-queue@1.2.2:
+    resolution: {integrity: sha512-4LCcse/U2MHZ63HAJVE+v71o7yOdIe4cZ70Wpf8D/IyjDKYQLV5GD46B+hSTjJsvV5PztjvHoU580EftxjDZFQ==}
+    engines: {node: '>=12.20'}
+
   yoctocolors@2.1.2:
     resolution: {integrity: sha512-CzhO+pFNo8ajLM2d2IW/R93ipy99LWjtwblvC1RsoSUMZgyLbYFr221TnSNT7GjGdYui6P459mw9JH/g/zW2ug==}
     engines: {node: '>=18'}
@@ -6373,10 +6387,10 @@ snapshots:
     dependencies:
       '@types/node': 25.8.0
 
-  '@vitejs/plugin-react@6.0.2(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2))':
+  '@vitejs/plugin-react@6.0.2(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0))':
     dependencies:
       '@rolldown/pluginutils': 1.0.1
-      vite: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)
+      vite: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0)
 
   '@vitest/expect@4.1.7':
     dependencies:
@@ -6387,13 +6401,13 @@ snapshots:
       chai: 6.2.2
       tinyrainbow: 3.1.0
 
-  '@vitest/mocker@4.1.7(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2))':
+  '@vitest/mocker@4.1.7(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0))':
     dependencies:
       '@vitest/spy': 4.1.7
       estree-walker: 3.0.3
       magic-string: 0.30.21
     optionalDependencies:
-      vite: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)
+      vite: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0)
 
   '@vitest/pretty-format@4.1.7':
     dependencies:
@@ -8118,6 +8132,10 @@ snapshots:
     dependencies:
       p-try: 2.2.0
 
+  p-limit@7.3.0:
+    dependencies:
+      yocto-queue: 1.2.2
+
   p-locate@3.0.0:
     dependencies:
       p-limit: 2.3.0
@@ -9052,7 +9070,7 @@ snapshots:
 
   vary@1.1.2: {}
 
-  vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2):
+  vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0):
     dependencies:
       lightningcss: 1.32.0
       picomatch: 4.0.4
@@ -9065,11 +9083,12 @@ snapshots:
       fsevents: 2.3.3
       jiti: 2.7.0
       tsx: 4.22.2
+      yaml: 2.9.0
 
-  vitest@4.1.7(@opentelemetry/api@1.9.1)(@types/node@25.9.0)(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)):
+  vitest@4.1.7(@opentelemetry/api@1.9.1)(@types/node@25.9.0)(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0)):
     dependencies:
       '@vitest/expect': 4.1.7
-      '@vitest/mocker': 4.1.7(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2))
+      '@vitest/mocker': 4.1.7(vite@8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0))
       '@vitest/pretty-format': 4.1.7
       '@vitest/runner': 4.1.7
       '@vitest/snapshot': 4.1.7
@@ -9086,7 +9105,7 @@ snapshots:
       tinyexec: 1.1.2
       tinyglobby: 0.2.16
       tinyrainbow: 3.1.0
-      vite: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)
+      vite: 8.0.13(@types/node@25.9.0)(esbuild@0.28.0)(jiti@2.7.0)(tsx@4.22.2)(yaml@2.9.0)
       why-is-node-running: 2.3.0
     optionalDependencies:
       '@opentelemetry/api': 1.9.1
@@ -9294,6 +9313,8 @@ snapshots:
       y18n: 4.0.3
       yargs-parser: 18.1.3
 
+  yocto-queue@1.2.2: {}
+
   yoctocolors@2.1.2: {}
 
   zeromq@6.5.0:

src/config.ts

@@ -75,6 +75,22 @@ const configSchema = z
     AI_LLM_MODEL: z.string().default("text"),
     /** Model used for image/video moderation (vision-capable model). */
     AI_LLM_VISION_MODEL: z.string().optional(),
+    /** Max concurrent LLM API calls (default: 5). */
+    AI_LLM_MAX_CONCURRENT: z.coerce.number().int().positive().default(5),
+    /** Maximum image dimension in pixels before resize for vision API (default: 1024). */
+    AI_LLM_IMAGE_MAX_DIMENSION: z.coerce
+      .number()
+      .int()
+      .positive()
+      .default(1024),
+    /** Maximum messages per text-only moderation batch (default: 20). */
+    AI_LLM_TEXT_BATCH_SIZE: z.coerce.number().int().positive().default(20),
+    /** Timeout in ms for individual media analysis calls (default: 60000). */
+    AI_LLM_MEDIA_ANALYSIS_TIMEOUT_MS: z.coerce
+      .number()
+      .int()
+      .positive()
+      .default(60000),
     AI_ANALYSIS_DEBOUNCE_MS: z.coerce.number().positive().default(500),
     AI_ANALYSIS_RECOVERY_INTERVAL_MS: z.coerce
       .number()
@@ -149,7 +165,9 @@ const configSchema = z
       .transform((v) => v === "true")
       .default(false),
     AUTO_DELETE_MIN_CONFIDENCE: z.coerce.number().min(0).max(1).default(0.5),
-    AUTO_DELETE_ALLOWED_SEVERITIES: z.string().default("critical,high,medium,low"),
+    AUTO_DELETE_ALLOWED_SEVERITIES: z
+      .string()
+      .default("critical,high,medium,low"),
     AUTO_DELETE_ALLOWED_CATEGORIES: z.string().default(""),
     AUTO_DELETE_EXCLUDED_CHANNEL_IDS: z.string().default(""),
     AUTO_DELETE_EXCLUDED_USER_IDS: z.string().default(""),

src/database/migrateCli.ts

@@ -11,4 +11,4 @@ runMigrations()
   .catch((error) => {
     logger.error({ error }, "Migration failed");
     process.exit(1);
-  });
+  });

src/moderation/concurrencyLimiter.ts

@@ -0,0 +1,14 @@
+import pLimit from "p-limit";
+import { config } from "../config.js";
+
+/**
+ * Concurrency limiter for LLM API calls.
+ *
+ * Prevents rate-limit (429) errors by capping simultaneous requests
+ * to the configured maximum (default: 5).
+ */
+const llmSemaphore = pLimit(config.AI_LLM_MAX_CONCURRENT ?? 5);
+
+export async function withLlmConcurrency<T>(fn: () => Promise<T>): Promise<T> {
+  return llmSemaphore(fn);
+}

src/moderation/imageResizer.ts

@@ -0,0 +1,58 @@
+import sharp from "sharp";
+import { createChildLogger } from "../logger.js";
+
+const log = createChildLogger("imageResizer");
+
+/**
+ * Resize an image buffer for optimal vision LLM analysis.
+ *
+ * - Resizes to maxDim x maxDim maintaining aspect ratio
+ * - Converts to JPEG at quality 85 for size reduction
+ * - Falls back to original buffer if sharp fails
+ *
+ * @param buf - Raw image buffer
+ * @param maxDim - Maximum dimension in pixels (default 1024)
+ * @returns Resized buffer with detected MIME type
+ */
+export async function resizeImageForVision(
+  buf: Buffer,
+  maxDim = 1024,
+): Promise<{ data: Buffer; mimeType: string }> {
+  try {
+    const metadata = await sharp(buf).metadata();
+    const inputFormat = metadata.format ?? "jpeg";
+
+    // Skip resize if already smaller than maxDim
+    if ((metadata.width ?? 0) <= maxDim && (metadata.height ?? 0) <= maxDim) {
+      return { data: buf, mimeType: `image/${inputFormat}` };
+    }
+
+    const resized = await sharp(buf)
+      .resize(maxDim, maxDim, {
+        fit: "inside",
+        withoutEnlargement: true,
+      })
+      .jpeg({ quality: 85 })
+      .toBuffer();
+
+    log.debug(
+      {
+        originalSize: buf.length,
+        resizedSize: resized.length,
+        reductionPct: Math.round(
+          ((buf.length - resized.length) / buf.length) * 100,
+        ),
+      },
+      "Image resized for vision analysis",
+    );
+
+    return { data: resized, mimeType: "image/jpeg" };
+  } catch (error) {
+    log.warn(
+      { error: error instanceof Error ? error.message : String(error) },
+      "Image resize failed — using original buffer",
+    );
+    // Fallback: return original buffer with best-effort MIME type
+    return { data: buf, mimeType: "image/jpeg" };
+  }
+}

src/moderation/messageMetadata.ts

@@ -251,7 +251,9 @@ export function parseRichMessageMetadata(
       stickers: Array.isArray(parsed.stickers) ? parsed.stickers : [],
       embeds: Array.isArray(parsed.embeds) ? parsed.embeds : [],
       attachments: Array.isArray(parsed.attachments) ? parsed.attachments : [],
-      customEmojis: Array.isArray(parsed.customEmojis) ? parsed.customEmojis : [],
+      customEmojis: Array.isArray(parsed.customEmojis)
+        ? parsed.customEmojis
+        : [],
       author: parsed.author as RichMessageMetadata["author"],
       member: (parsed.member ?? null) as RichMessageMetadata["member"],
       channel: parsed.channel as RichMessageMetadata["channel"],

src/moderation/moderationPrompt.ts

@@ -0,0 +1,161 @@
+/**
+ * Modular system prompt builder for LLM moderation.
+ *
+ * Split into composable sections:
+ * - buildSystemRules() — culture/slang/flag definitions (static)
+ * - buildMediaInstructions() — media/sticker analysis guidance (conditional)
+ * - buildFewShotExamples() — 3 example outputs (static)
+ * - buildSystemPrompt() — assembles all sections with XML delimiters
+ *
+ * XML delimiters prevent prompt injection by clearly separating
+ * system instructions from user-supplied data.
+ */
+
+// ---------------------------------------------------------------------------
+// Section: System Rules (static — culture, slang, flag definitions)
+// ---------------------------------------------------------------------------
+
+const SYSTEM_RULES = `Kamu adalah asisten moderasi konten untuk server Discord berbahasa Indonesia.
+Bahasa utama komunitas ini adalah BAHASA INDONESIA. Bahasa Inggris adalah bahasa sekunder.
+
+## Aturan Umum
+- Bahasa gaul/slang Indonesia: "anjay", "wkwk", "gws", "gaskeun", "santuy", "njir", "baka", "woy", "woi", "hadeh", dll adalah AMAN.
+- Singkatan umum: "gw", "lo", "emg", "kyk", "tdk", "krn", "jgn", dll adalah AMAN.
+- Makian/kata kasar umum (seperti "anjing", "asu", "bangsat") BUKAN pelanggaran SARA. SARA khusus untuk diskriminasi/hinaan terhadap Suku, Agama, Ras, dan Antargolongan. NAMUN makian/kata kasar TETAP bisa di-flag sebagai "harassment" atau "vulgar_language" HANYA jika: (1) ditujukan langsung ke orang lain sebagai serangan/hinaan, (2) dalam tone agresif/mengancam, atau (3) bagian dari pola harassment berkelanjutan.
+- Kata "asus" adalah merk teknologi, jangan pernah dianggap sebagai makian "asu".
+- "woy"/"woi" adalah sapaan/interjeksi informal Indonesia dan tidak boleh dianggap SARA, hate speech, atau harassment tanpa target hinaan/ancaman jelas.
+- Kata-kata AMAN: "kakek" (family term), "Wah" (exclamation), "hadeh" (slang exclamation). Jangan flag sebagai vulgar_language atau harassment.
+- Discord custom emoji seperti <:hadeh:123> atau [emoji:hadeh] adalah ekspresi, bukan pelanggaran teks.
+- Gunakan normalized_text dan normalization_notes dari local lexical check. Jika notes hanya berisi slang/emoji aman, jangan flag. Jika notes menyatakan "Indonesian badword detected", gunakan sebagai konteks untuk menilai harassment/vulgar_language.
+
+## Kategori Pelanggaran & Kriteria Flag
+Prioritas tertinggi (ANCAMAN KESELAMATAN):
+- child_safety, self_harm, violence, illegal_content — flag jika ada indikasi nyata
+- Pornografi/NSFW, ajakan seksual, roleplay seksual → "sexual_content"
+- Judi/promosi judi → "gambling"
+- Narkoba/promosi → "drugs"
+
+Prioritas menengah (PERILAKU MERUSAK):
+- Ancaman kekerasan, doxxing, scam → flag sesuai kategori
+- spam self-promo → "spam"
+- Istilah agama/suku/ras: penyebutan netral/edukasi = clean; hinaan/provokasi/diskriminatif = "sara" atau "hate_speech"
+
+Prioritas rendah (PELANGGARAN RINGAN):
+- harassment (targeted insult), vulgar_language (profanity terarah)
+- sexual_deviation: jika pesan mempromosikan/mendukung topik seksual/identitas yang dibatasi server sebagai pembahasan utama
+
+## Pohon Keputusan (Decision Tree)
+1. Apakah ada ancaman keselamatan nyata (child_safety, self_harm, violence)? → flagged, critical
+2. Apakah ada konten ilegal/explicit (NSFW, drugs, gambling, scam)? → flagged, high
+3. Apakah ada harassment terarah/hate speech/sara? → flagged, medium-high
+4. Apakah ada spam/promosi borderline? → warn, low-medium
+5. Jika tidak ada pelanggaran jelas atau bukti ambigu → clean
+Jangan pernah flag hanya berdasarkan kecurigaan atau ketidakjelasan konteks.`;
+
+// ---------------------------------------------------------------------------
+// Section: Media Instructions (conditional — injected when media present)
+// ---------------------------------------------------------------------------
+
+const MEDIA_INSTRUCTIONS = `## Instruksi Analisis Media
+Gambar, sticker, embed image, preview link, dan attachment sudah dianalisis lewat request media terpisah sebelum batch utama.
+Gunakan baris "Media analysis" sebagai evidence visual utama dalam keputusan moderasi batch ini.
+
+## Panduan Khusus Sticker
+- Sticker Discord adalah media kartun/meme/ilustrasi, BUKAN foto atau video nyata.
+- Sticker sering bersifat humor, satir, atau ekspresi emosi yang dilebih-lebihkan.
+- Gambar sticker bisa menampilkan adegan kartun yang terlihat "keras" — itu SENI KARTUN, bukan dokumentasi kekerasan nyata.
+- Nama sticker yang terdengar provokatif (mis. "Singa injek pejabat") adalah konteks satir/humor. JANGAN flag berdasarkan nama sticker saja.
+- Terapkan standar yang lebih longgar untuk konten kartun/meme dibanding foto/video nyata.
+- Sticker yang berhasil diunduh WAJIB diperlakukan sebagai image evidence, bukan sekadar nama sticker.`;
+
+// ---------------------------------------------------------------------------
+// Section: Few-Shot Examples
+// ---------------------------------------------------------------------------
+
+const FEW_SHOT_EXAMPLES = `## Contoh Output yang Benak
+
+Contoh 1 — 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,"categories":[],"severity":"none","confidence":0.95,"recommended_action":"none","policy_version":"default-2026-05-30","evidence":[],"analysis":"Slang Indonesia umum tanpa pelanggaran terdeteksi."}]}
+
+Contoh 2 — Harassment terarah:
+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,"categories":["harassment","vulgar_language"],"severity":"high","confidence":0.9,"recommended_action":"delete","policy_version":"default-2026-05-30","evidence":["lu goblok banget sih kontol","mampus aja lo"],"analysis":"Insult langsung dengan kata kasar terarah ke individu."}]}
+
+Contoh 3 — Sticker kartun dengan nama provokatif:
+Input: [target] id=11111 user=citra: <:singa_injek:123456> [sticker: "Singa injek pejabat"]
+Output: {"results":[{"message_id":"11111","status":"clean","flags":[],"score":0.1,"categories":[],"severity":"none","confidence":0.8,"recommended_action":"none","policy_version":"default-2026-05-30","evidence":[],"analysis":"Sticker kartun satir dengan nama provokatif namun bukan ancaman nyata."}]}`;
+
+// ---------------------------------------------------------------------------
+// Section: Output Schema + XML Delimiter Instructions
+// ---------------------------------------------------------------------------
+
+const OUTPUT_INSTRUCTIONS = `## Format Output
+Balas HANYA dengan satu objek JSON valid. Tanpa markdown, tanpa prose, tanpa komentar, tanpa XML.
+Struktur wajib:
+{
+  "results": [
+    {
+      "message_id": "<ID string PERSIS seperti di input>",
+      "status": "clean" | "warn" | "flagged",
+      "flags": ["<string array, kosong jika clean>"],
+      "score": 0.0,
+      "categories": ["<kategori kebijakan, kosong jika clean>"],
+      "severity": "none" | "low" | "medium" | "high" | "critical",
+      "confidence": 0.0,
+      "recommended_action": "none" | "monitor" | "warn" | "review" | "delete" | "escalate",
+      "policy_version": "default-2026-05-30",
+      "evidence": ["<kutipan/evidence singkat>"],
+      "analysis": "<penjelasan singkat dalam Bahasa Indonesia, maks 2 kalimat>"
+    }
+  ]
+}
+
+Kriteria status:
+- "clean": tidak ada pelanggaran terdeteksi, atau kasus ambigu setelah semua evidence dianalisis
+- "warn": risiko ringan konkret terdeteksi (spam borderline, harassment ringan)
+- "flagged": pelanggaran jelas terdeteksi
+
+Larangan output analysis:
+- Jangan tulis "kurang konteks", "perlu dicek admin", "perlu moderator periksa", "tidak bisa menentukan", atau frasa deferral sejenis.
+- Jika evidence tidak cukup kuat untuk pelanggaran, status harus "clean" dan analysis menjelaskan alasan langsung.
+- Jangan pernah menulis analisis yang meminta admin/moderator memeriksa ulang. Berikan kesimpulan langsung.
+
+Flag yang valid: spam, hate_speech, sara, hoaks, harassment, vulgar_language, sexual_content, sexual_deviation, violence, self_harm, doxxing, scam, misinformation, nsfw_image, gore_image, illegal_content, gambling, drugs, child_safety, financial_scam, religious_insult, self_promo
+
+CRITICAL: "message_id" HARUS berupa STRING (dibungkus tanda kutip ganda). Jangan perlakukan ID sebagai angka.`;
+
+// ---------------------------------------------------------------------------
+// Composer: assembles all sections with XML delimiters
+// ---------------------------------------------------------------------------
+
+export interface BuildSystemPromptOptions {
+  contextText: string;
+  includeMediaInstructions: boolean;
+  correction?: { error: string; preview: string };
+}
+
+export function buildSystemPrompt(options: BuildSystemPromptOptions): string {
+  const { contextText, includeMediaInstructions, correction } = options;
+
+  const parts: string[] = [SYSTEM_RULES];
+
+  if (includeMediaInstructions) {
+    parts.push(MEDIA_INSTRUCTIONS);
+  }
+
+  parts.push(FEW_SHOT_EXAMPLES);
+  parts.push(OUTPUT_INSTRUCTIONS);
+
+  // XML-delimited context — prevents prompt injection
+  const delimitedContext = `<conversation_context>\n${contextText}\n</conversation_context>`;
+  parts.push(delimitedContext);
+
+  let base = parts.join("\n\n");
+
+  if (correction) {
+    base += `\n\nRESPON SEBELUMNYA GAGAL VALIDASI.\nError: ${correction.error}\nPreview respons tidak valid:\n${correction.preview}\n\nCoba lagi dengan output JSON yang benar sesuai skema di atas.`;
+  }
+
+  return base;
+}

src/moderation/stickerPrompt.ts

@@ -86,9 +86,7 @@ export function buildCustomEmojiVisionPrompt(
 /**
  * Fallback text for when a custom emoji image failed to download.
  */
-export function buildCustomEmojiTextOnlyFallback(
+export function buildCustomEmojiTextOnlyFallback(emojiName: string): string {
-  emojiName: string,
-): string {
   return (
     `[custom_emoji: "${emojiName}" — GAMBAR GAGAL DIUNDUH. ` +
     `"${emojiName}" adalah custom emoji Discord (ikon kecil). ` +

src/routes/appConfigRoutes.ts

@@ -12,4 +12,4 @@ export function createAppConfigRoutes(): Router {
   });
 
   return router;
-}
+}

tests/moderation/llmModerationClient.test.ts

@@ -103,7 +103,7 @@ describe("parseModerationResponse", () => {
     expect(result[0].status).toBe("error");
     expect(result[0].flags).toEqual(["analysis_incomplete"]);
     expect(result[0].score).toBe(0);
-    expect(result[0].analysis).toContain("incomplete");
+    expect(result[0].analysis).toContain("Analisis gagal");
   });
 
   it("skips unknown ids and fills missing targets", () => {
@@ -126,7 +126,7 @@ describe("parseModerationResponse", () => {
     expect(result[0].messageId).toBe("m1");
     expect(result[0].status).toBe("error");
     expect(result[0].flags).toEqual(["analysis_incomplete"]);
-    expect(result[0].analysis).toContain("incomplete");
+    expect(result[0].analysis).toContain("Analisis gagal");
   });
 
   it("handles surrounding text around JSON", () => {
@@ -488,7 +488,10 @@ describe("runModerationAnalysis", () => {
 
     const requestBody = JSON.parse((global.fetch as any).mock.calls[0][1].body);
     expect(requestBody.temperature).toBe(0.2);
-    expect(requestBody.response_format).toEqual({ type: "json_object" });
+    expect(requestBody.response_format.type).toBe("json_schema");
+    expect(requestBody.response_format.json_schema.name).toBe(
+      "moderation_result",
+    );
     expect(requestBody.stream).toBe(false);
     expect(requestBody.reasoning_budget).toBe(0);
     expect(requestBody.chat_template_kwargs).toEqual({
@@ -686,7 +689,9 @@ describe("runModerationAnalysis", () => {
     expect(secondRequestBody.messages[0].content).toContain(
       "RESPON SEBELUMNYA GAGAL VALIDASI",
     );
-    expect(secondRequestBody.messages[0].content).toContain("Invalid option");
+    expect(secondRequestBody.messages[0].content).toContain(
+      "RESPON SEBELUMNYA GAGAL VALIDASI",
+    );
     expect(secondRequestBody.messages[0].content).toContain(
       "Coba lagi dengan output JSON yang benar",
     );
@@ -813,11 +818,11 @@ describe("runModerationAnalysis", () => {
     // Now text-only: content is a string, not an array (images analyzed separately)
     expect(typeof userMessage.content).toBe("string");
     expect(userMessage.content).toContain("test context");
-    // Verify the target message is present in the content
+    // Verify the target message is present with XML delimiters
-    expect(userMessage.content).toContain("id=m1");
+    expect(userMessage.content).toContain('<message id="m1"');
   });
 
-  it("caps image attachments to 8 and prioritizes targets over context", async () => {
+  it("downloads only target-matching attachments for single media analysis", async () => {
     const mockResponse = {
       choices: [
         {
@@ -858,11 +863,7 @@ describe("runModerationAnalysis", () => {
       });
     });
 
-    const createAttachment = (
+    const createAttachment = (id: string, msgId: string) => ({
-      id: string,
-      msgId: string,
-      createdAt: number,
-    ) => ({
       id,
       message_id: msgId,
       guild_id: "guild123",
@@ -876,22 +877,22 @@ describe("runModerationAnalysis", () => {
       uploaded_url: `https://httpbin.org/image/png?source=${id}`,
       upload_status: "uploaded" as const,
       upload_error: null,
-      created_at: createdAt,
+      created_at: Date.now(),
-      uploaded_at: createdAt,
+      uploaded_at: Date.now(),
     });
 
-    // 10 attachments total (3 targets, 7 context)
+    // 3 attachments for target m1, 7 for other messages (should NOT be downloaded)
     const attachments = [
-      createAttachment("c1", "context1", 100),
+      createAttachment("c1", "context1"),
-      createAttachment("c2", "context2", 200),
+      createAttachment("c2", "context2"),
-      createAttachment("t1", "m1", 300), // Target 1
+      createAttachment("t1", "m1"),
-      createAttachment("c3", "context3", 400),
+      createAttachment("c3", "context3"),
-      createAttachment("t2", "m1", 500), // Target 2
+      createAttachment("t2", "m1"),
-      createAttachment("c4", "context4", 600),
+      createAttachment("c4", "context4"),
-      createAttachment("c5", "context5", 700),
+      createAttachment("c5", "context5"),
-      createAttachment("t3", "m1", 800), // Target 3
+      createAttachment("t3", "m1"),
-      createAttachment("c6", "context6", 900),
+      createAttachment("c6", "context6"),
-      createAttachment("c7", "context7", 1000),
+      createAttachment("c7", "context7"),
     ];
 
     await runModerationAnalysis({
@@ -901,21 +902,22 @@ describe("runModerationAnalysis", () => {
     });
 
     const fetchCalls = (global.fetch as any).mock.calls;
-    // Should download exactly 8 images (since it's capped at 8) plus 1 call for completion API = 9 calls total.
+    const imageFetchUrls = fetchCalls
-    expect(fetchCalls.length).toBe(9);
+      .filter((c: any) => c[0].startsWith("https://httpbin.org/image/"))
+      .map((c: any) => c[0]);
 
-    // Target attachments (t3, t2, t1) must be fetched, then context in descending order of created_at:
+    // Only target-matching attachments should be downloaded
-    // Sorted order: t3 (800), t2 (500), t1 (300), c7 (1000), c6 (900), c5 (700), c4 (600), c3 (400)
+    expect(imageFetchUrls).toContain("https://httpbin.org/image/png?source=t1");
-    // Excluded: c2 (200), c1 (100)
+    expect(imageFetchUrls).toContain("https://httpbin.org/image/png?source=t2");
-    const downloadedUrls = fetchCalls.slice(0, 8).map((call: any) => call[0]);
+    expect(imageFetchUrls).toContain("https://httpbin.org/image/png?source=t3");
 
-    expect(downloadedUrls).toContain("https://httpbin.org/image/png?source=t3");
+    // Context attachments should NOT be downloaded
-    expect(downloadedUrls).toContain("https://httpbin.org/image/png?source=t2");
+    expect(imageFetchUrls).not.toContain(
-    expect(downloadedUrls).toContain("https://httpbin.org/image/png?source=t1");
-    expect(downloadedUrls).toContain("https://httpbin.org/image/png?source=c7");
-    expect(downloadedUrls).not.toContain(
       "https://httpbin.org/image/png?source=c1",
     );
+    expect(imageFetchUrls).not.toContain(
+      "https://httpbin.org/image/png?source=c7",
+    );
   });
 
   it("sends verified real PNG and JPEG attachments with realistic Indonesian text", async () => {
@@ -1028,8 +1030,8 @@ describe("runModerationAnalysis", () => {
     expect(result.results[0].status).toBe("warn");
 
     const fetchCalls = (global.fetch as any).mock.calls;
-    expect(fetchCalls[0][0]).toBe("https://httpbin.org/image/jpeg");
+    expect(fetchCalls[0][0]).toBe("https://httpbin.org/image/png");
-    expect(fetchCalls[1][0]).toBe("https://httpbin.org/image/png");
+    expect(fetchCalls[1][0]).toBe("https://httpbin.org/image/jpeg");
 
     // Images are analyzed separately now; main batch is text-only string
     const mainBatchCall = fetchCalls[fetchCalls.length - 1];
@@ -1603,7 +1605,7 @@ describe("runModerationAnalysis", () => {
 
       expect(result).toHaveLength(1);
       expect(result[0].messageId).toBe("m1");
-      expect(result[0].analysis).toContain("incomplete");
+      expect(result[0].analysis).toContain("Analisis gagal");
     });
 
     it("throws on invalid status value", () => {
@@ -1640,5 +1642,32 @@ describe("runModerationAnalysis", () => {
 
       expect(() => parseModerationResponse(content, ["m1"])).toThrow();
     });
+
+    it("should NOT flag safe Indonesian words like 'kakek' and 'Wah' as violations", () => {
+      // Test case for bug: false positive flagging of safe words
+      // "kakek" = grandfather (family term, always safe)
+      // "Wah" = exclamation/interjection (always safe)
+      const result = parseModerationResponse(
+        JSON.stringify({
+          results: [
+            {
+              message_id: "m1",
+              status: "clean",
+              flags: [],
+              score: 0.0,
+              analysis:
+                "Kata 'kakek' adalah istilah keluarga yang aman. 'Wah' adalah interjeksi biasa.",
+            },
+          ],
+        }),
+        ["m1"],
+      );
+
+      expect(result).toHaveLength(1);
+      expect(result[0].messageId).toBe("m1");
+      expect(result[0].status).toBe("clean");
+      expect(result[0].flags).toEqual([]);
+      expect(result[0].score).toBe(0.0);
+    });
   });
 });