Revert "feat: migrate frontend to Astro + expand AI moderation + backend admin/runtime config"

This reverts commit d59b59a7a7.

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

@@ -1,86 +0,0 @@
-/**
- * abortHelper.ts — Centralized AbortController with automatic timeout cleanup.
- *
- * All `new AbortController()` + `setTimeout(abort, ms)` patterns across the
- * moderation subsystem are replaced by this module so that:
- *   1. Every timer calls `.unref()` so it cannot keep Node alive during shutdown.
- *   2. Cleanup is guaranteed via `cleanup()` or `withAbortTimeout()`.
- *   3. The AbortError is distinguishable via `isAbortError()`.
- */
-
-/**
- * Create an AbortController that auto-aborts after `ms` milliseconds.
- * Returns the signal and a `cleanup()` function that MUST be called
- * (typically in a `finally` block) to cancel the timer.
- *
- * @example
- * ```
- * const { signal, cleanup } = createAbortTimeout(8000);
- * try {
- *   await fetch(url, { signal });
- * } finally {
- *   cleanup();
- * }
- * ```
- */
-export function createAbortTimeout(ms: number): {
-  signal: AbortSignal;
-  cleanup: () => void;
-} {
-  const controller = new AbortController();
-  const timer = setTimeout(() => controller.abort(), ms);
-  // Prevent the timer from keeping the Node.js event loop alive during shutdown
-  timer.unref();
-  return {
-    signal: controller.signal,
-    cleanup: () => clearTimeout(timer),
-  };
-}
-
-/**
- * Higher-order wrapper that runs an async function with an abort timeout.
- * The cleanup is handled automatically — callers never forget `clearTimeout`.
- *
- * If the operation is aborted by the timeout, the resulting error is re-thrown
- * with a descriptive message.
- *
- * @example
- * ```
- * const result = await withAbortTimeout(8000, async (signal) => {
- *   return fetch(url, { signal }).then(r => r.json());
- * }, "SearXNG search");
- * ```
- */
-export async function withAbortTimeout<T>(
-  ms: number,
-  fn: (signal: AbortSignal) => Promise<T>,
-  label = "operation",
-): Promise<T> {
-  const { signal, cleanup } = createAbortTimeout(ms);
-  try {
-    return await fn(signal);
-  } catch (err) {
-    if (signal.aborted) {
-      throw new Error(`${label} timed out after ${ms}ms`);
-    }
-    throw err;
-  } finally {
-    cleanup();
-  }
-}
-
-/**
- * Check whether an error was caused by an AbortController signal firing
- * (either our explicit abort or the timeout).
- */
-export function isAbortError(err: unknown): boolean {
-  if (err instanceof DOMException) return err.name === "AbortError";
-  if (err instanceof Error) {
-    return (
-      err.name === "AbortError" ||
-      err.message.includes("timed out after") ||
-      err.message.includes("aborted")
-    );
-  }
-  return false;
-}

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

@@ -186,14 +186,14 @@ async function processBatch(job: {
     }
   }
 
+  const allRows: MessageRecord[] = [];
+
   // ── Parallel: text-only + media analysis run concurrently ──────────
   // Text-only → fast LLM call. Media → download + vision + LLM.
   // Running both in parallel means media downloads overlap with text LLM call.
   // Each path saves to DB as soon as its own results are ready.
-  // Each promise resolves to its own MessageRecord[] — combined via
-  // destructured Promise.all to avoid race conditions on a shared array.
   // ────────────────────────────────────────────────────────────────────
-  const textPromise: Promise<MessageRecord[]> = textOnly.length > 0
+  const textPromise = textOnly.length > 0
     ? runModerationAnalysis({
         targets: textOnly,
         contextText: contextLines.join("\n"),
@@ -216,18 +216,17 @@ async function processBatch(job: {
         }));
         if (updates.length > 0) {
           return updateMessagesAIAnalysisBulk(updates).then((rows) => {
+            allRows.push(...rows);
             logger.info(
               { count: updates.length, conversationKey },
               "Text-only batch saved — media analysis still in progress",
             );
-            return rows;
           });
         }
-        return [];
       })
-    : Promise.resolve([]);
+    : Promise.resolve();
 
-  const mediaPromise: Promise<MessageRecord[]> = media.length > 0
+  const mediaPromise = media.length > 0
     ? runModerationAnalysis({
         targets: media,
         contextText: contextLines.join("\n"),
@@ -249,15 +248,15 @@ async function processBatch(job: {
           },
         }));
         if (updates.length > 0) {
-          return updateMessagesAIAnalysisBulk(updates);
+          return updateMessagesAIAnalysisBulk(updates).then((rows) => {
+            allRows.push(...rows);
+          });
         }
-        return [];
       })
-    : Promise.resolve([]);
+    : Promise.resolve();
 
-  // Wait for both to complete and destructure results — no shared mutable array
-  const [textRows, mediaRows] = await Promise.all([textPromise, mediaPromise]);
-  const allRows = [...textRows, ...mediaRows];
+  // Wait for both to complete
+  await Promise.all([textPromise, mediaPromise]);
 
   logger.info(
     { total: messages.length, textOnly: textOnly.length, media: media.length, saved: allRows.length },

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

@@ -178,6 +178,22 @@ export async function processBatch(
       messages,
     })) as AnalysisWorkerResponse;
 
+    // Do not broadcast or auto-delete if it's an API failure that will be reverted.
+    for (const row of result.rows) {
+      let isApiFailure = false;
+      if (row.ai_status === "error") {
+        try {
+          const flags = JSON.parse(row.ai_moderation_flags ?? "[]") as string[];
+          isApiFailure = flags.includes("analysis_api_failed");
+        } catch {}
+      }
+
+      if (!isApiFailure) {
+        broadcastAnalysisCompleted(row);
+        scheduleAutoDelete(row);
+      }
+    }
+
     // Post-batch reputation updates (fire-and-forget)
     postBatchReputationUpdate(
       result.rows.filter((r) => {

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

@@ -36,10 +36,6 @@ export const workerPool = new Piscina({
   filename: fileURLToPath(getAnalysisWorkerUrl()),
   execArgv: process.execArgv,
   maxThreads: config.PISCINA_MAX_THREADS ?? availableParallelism(),
-  // Each worker processes at most 1 task at a time so the pool itself
-  // acts as the concurrency governor. Combined with per-worker p-limit
-  // inside concurrencyLimiter.ts, this prevents LLM API overload.
-  concurrentTasksPerWorker: 1,
 });
 
 /**
@@ -232,7 +228,7 @@ export function scheduleAutoDelete(row: MessageRecord): void {
   };
 
   if (config.AUTO_DELETE_FLAGGED_DELAY_MS > 0) {
-    setTimeout(run, config.AUTO_DELETE_FLAGGED_DELAY_MS).unref();
+    setTimeout(run, config.AUTO_DELETE_FLAGGED_DELAY_MS);
     return;
   }
   setImmediate(run);

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

@@ -22,6 +22,7 @@ function updateCounts(): void {
 }
 
 export async function withLlmConcurrency<T>(fn: () => Promise<T>): Promise<T> {
+  const queuedAt = activeCount + pendingCount;
   pendingCount++;
   logger.debug(
     { activeCount, pendingCount, maxConcurrent: config.AI_LLM_MAX_CONCURRENT },
@@ -29,17 +30,17 @@ export async function withLlmConcurrency<T>(fn: () => Promise<T>): Promise<T> {
   );
 
   return llmSemaphore(async () => {
+    pendingCount--;
+    activeCount++;
+
+    if (activeCount >= (config.AI_LLM_MAX_CONCURRENT ?? 5)) {
+      logger.warn(
+        { activeCount, maxConcurrent: config.AI_LLM_MAX_CONCURRENT },
+        "LLM concurrency limit reached",
+      );
+    }
+
     try {
-      pendingCount--;
-      activeCount++;
-
-      if (activeCount >= (config.AI_LLM_MAX_CONCURRENT ?? 5)) {
-        logger.warn(
-          { activeCount, maxConcurrent: config.AI_LLM_MAX_CONCURRENT },
-          "LLM concurrency limit reached",
-        );
-      }
-
       return await fn();
     } finally {
       activeCount--;

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

@@ -277,50 +277,6 @@ async function processIndividualFallback(
   }
 }
 
-// ---------------------------------------------------------------------------
-// Individual fallback retry queue (used when circuit breaker is active)
-// ---------------------------------------------------------------------------
-
-/** Messages awaiting retry when individual CB cools down. */
-const individualRetryQueue = new LRUCache<string, MessageRecord>({ max: 10000 });
-let individualRetryTimer: ReturnType<typeof setTimeout> | null = null;
-const INDIVIDUAL_RETRY_CHECK_MS = 30000;
-
-/**
- * Schedule a retry for messages that were skipped because the individual
- * circuit breaker was active. Retries once after cooldown expires.
- */
-function scheduleIndividualRetry(messages: MessageRecord[]): void {
-  for (const msg of messages) {
-    if (!individualRetryQueue.has(msg.id)) {
-      individualRetryQueue.set(msg.id, msg);
-    }
-  }
-  if (individualRetryTimer === null) {
-    individualRetryTimer = setTimeout(() => {
-      individualRetryTimer = null;
-      if (Date.now() < individualCooldownUntil) {
-        // Still in cooldown — reschedule
-        scheduleIndividualRetry([]);
-        return;
-      }
-      const ids = [...individualRetryQueue.keys()];
-      const msgs: MessageRecord[] = [];
-      for (const id of ids) {
-        const m = individualRetryQueue.get(id);
-        if (m) {
-          individualRetryQueue.delete(id);
-          msgs.push(m);
-        }
-      }
-      if (msgs.length > 0) {
-        logger.info({ count: msgs.length }, "Retrying individual fallback messages after circuit breaker cooldown");
-        enqueueIndividualFallbacks(msgs);
-      }
-    }, INDIVIDUAL_RETRY_CHECK_MS);
-  }
-}
-
 // ---------------------------------------------------------------------------
 // Enqueue individual fallbacks
 // ---------------------------------------------------------------------------
@@ -339,9 +295,8 @@ export function enqueueIndividualFallbacks(messages: MessageRecord[]): void {
         until: new Date(individualCooldownUntil).toISOString(),
         skipped: messages.length,
       },
-      "Individual fallback circuit breaker active — messages queued for retry",
+      "Individual fallback circuit breaker active -- messages will be recovered later",
     );
-    scheduleIndividualRetry(messages);
     return;
   }
 

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

@@ -23,7 +23,6 @@ import type {
 import { llmVision } from "./llmClient.js";
 import { sanitizeAiContent } from "./moderationPrompt.js";
 import {
-  buildAttachmentTextOnlyWarning,
   buildCustomEmojiVisionPrompt,
   buildGeneralImageVisionPrompt,
   buildStickerTextOnlyWarning,
@@ -52,7 +51,6 @@ import { searchSearxng, extractSearchQueries, formatSearchResults } from "./sear
 import { getUserProfile } from "./userProfileStore.js";
 import { initializeUserReputation } from "./userReputationStore.js";
 import { escapeXml, getAnalysisContent, buildReferenceXml } from "./moderationBuilders.js";
-import { createAbortTimeout, isAbortError } from "./abortHelper.js";
 
 // ---------------------------------------------------------------------------
 // Types
@@ -294,97 +292,50 @@ async function downloadSingleAttachment(
   targetId: string,
   maxDimension: number,
   imageMap: Map<string, MessageImagePart[]>,
-  mediaAnalysisMap?: Map<string, string[]>,
 ): Promise<void> {
   const log = createChildLogger("mediaAnalysis");
+  const urlToUse = att.uploaded_url ?? att.discord_url ?? null;
+  if (!urlToUse) return;
 
-  // Collect all available URLs — uploaded_url first (Telegram CDN, faster),
-  // then discord_url as fallback (may have expired CDN signature)
-  const urlsToTry = [
-    att.uploaded_url,
-    att.discord_url,
-  ].filter((url): url is string => url !== null && url !== undefined);
+  const controller = new AbortController();
+  const timeoutId = setTimeout(() => controller.abort(), 15000);
+  try {
+    const res = await fetch(urlToUse, { signal: controller.signal });
+    if (!res.ok || !res.body) return;
 
-  // No URL at all — record a neutral fallback so downstream knows the
-  // attachment existed but was unreachable
-  if (urlsToTry.length === 0) {
-    if (mediaAnalysisMap) {
-      const existing = mediaAnalysisMap.get(targetId) ?? [];
-      existing.push(`[attachment: "${att.filename}" dari pesan id=${targetId} — tidak ada URL untuk diunduh]`);
-      mediaAnalysisMap.set(targetId, existing);
-    }
-    return;
-  }
-
-  let lastError: Error | null = null;
-
-  // Try each URL, with 3 retries per URL (exponential backoff: 1s, 2s)
-  for (const url of urlsToTry) {
-    for (let attempt = 0; attempt < 3; attempt++) {
-      try {
-        const { signal, cleanup } = createAbortTimeout(15000);
-        const res = await fetch(url, { signal });
-        if (!res.ok || !res.body) {
-          cleanup();
-          throw new Error(`HTTP ${res.status}`);
-        }
-
-        let totalBytes = 0;
-        const chunks: Uint8Array[] = [];
-        const reader = res.body.getReader();
-        while (true) {
-          const { done, value } = await reader.read();
-          if (done) break;
-          if (value) {
-            totalBytes += value.length;
-            if (totalBytes > 10 * 1024 * 1024) {
-              reader.cancel().catch(() => {});
-              res.body?.cancel().catch(() => {});
-              return;
-            }
-            chunks.push(value);
-          }
-        }
-        const imageBytes = Buffer.concat(chunks);
-        const sniffedMime = sniffImageMimeType(imageBytes);
-
-        if (!sniffedMime && att.type.startsWith("video/")) {
-          await extractVideoFrames(att, imageBytes, targetId, maxDimension, imageMap, signal);
-          return;
-        }
-        if (!sniffedMime) return;
-
-        const { data: resizedBuffer, mimeType: resizedMime } = await resizeImageForVision(imageBytes, maxDimension);
-        const dataUrl = `data:${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}]`,
-        });
-
-        cleanup();
-        return; // success!
-      } catch (err) {
-        lastError = err instanceof Error ? err : new Error(String(err));
-        log.warn(
-          { attachmentId: att.id, url: url.slice(0, 80), attempt, error: lastError.message },
-          `Download attempt ${attempt + 1}/3 failed`,
-        );
-        if (attempt < 2) await delay(1000 * (attempt + 1)); // backoff: 1s, 2s
+    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);
 
-  // All URLs + all retries exhausted — record a neutral fallback
-  if (mediaAnalysisMap) {
-    const existing = mediaAnalysisMap.get(targetId) ?? [];
-    existing.push(buildAttachmentTextOnlyWarning(att.filename, targetId));
-    mediaAnalysisMap.set(targetId, existing);
+    if (!sniffedMime && att.type.startsWith("video/")) {
+      await extractVideoFrames(att, imageBytes, targetId, maxDimension, imageMap);
+      return;
+    }
+    if (!sniffedMime) return;
+
+    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) {
+    log.warn({ attachmentId: att.id, error: err instanceof Error ? err.message : String(err) }, "Download failed");
+  } finally {
+    clearTimeout(timeoutId);
   }
-  log.warn(
-    { attachmentId: att.id, filename: att.filename, error: lastError?.message },
-    "All download attempts exhausted for attachment",
-  );
 }
 
 async function extractVideoFrames(
@@ -393,7 +344,6 @@ async function extractVideoFrames(
   targetId: string,
   maxDimension: number,
   imageMap: Map<string, MessageImagePart[]>,
-  signal?: AbortSignal,
 ): Promise<void> {
   const log = createChildLogger("mediaAnalysis");
   const execFileAsync = promisify(execFile);
@@ -401,19 +351,15 @@ async function extractVideoFrames(
   const inputPath = path.join(tmpDir, att.filename || "video.mp4");
   const outputPattern = path.join(tmpDir, "frame-%03d.jpg");
   try {
-    if (signal?.aborted) return;
     await writeFile(inputPath, videoBytes);
-    if (signal?.aborted) return;
     const { stdout: durationStr } = await execFileAsync("/usr/bin/ffprobe", [
       "-v", "error", "-show_entries", "format=duration", "-of", "csv=p=0", inputPath,
-    ], { timeout: 10000, signal });
-    if (signal?.aborted) return;
+    ], { timeout: 10000 });
     const duration = parseFloat(durationStr.trim()) || 1;
     const fps = (3 / duration).toFixed(6);
-    if (signal?.aborted) return;
     await execFileAsync("/usr/bin/ffmpeg", [
       "-i", inputPath, "-vf", `fps=${fps}`, "-frames:v", "4", "-vsync", "vfr", "-q:v", "2", outputPattern,
-    ], { timeout: 30000, signal });
+    ], { timeout: 30000 });
     for (let i = 1; i <= 4; i++) {
       try {
         const framePath = path.join(tmpDir, `frame-${String(i).padStart(3, "0")}.jpg`);
@@ -431,8 +377,10 @@ async function extractVideoFrames(
   } catch (ffmpegErr) {
     log.warn({ attachmentId: att.id, error: ffmpegErr instanceof Error ? ffmpegErr.message : String(ffmpegErr) }, "ffmpeg failed");
   } finally {
-    // rm(tmpDir, { recursive: true }) already removes all files inside,
-    // so individual unlink calls are redundant. Just clean up the whole dir.
+    try { await unlink(inputPath); } catch { /* ignore */ }
+    for (let i = 1; i <= 4; i++) {
+      try { await unlink(path.join(tmpDir, `frame-${String(i).padStart(3, "0")}.jpg`)); } catch { /* ignore */ }
+    }
     try { await rm(tmpDir, { recursive: true, force: true }); } catch { /* ignore */ }
   }
 }
@@ -538,7 +486,7 @@ export async function prepareMediaMessage(
     .filter((a) => a.message_id === targetId && (a.uploaded_url ?? a.discord_url ?? null) && (a.type.startsWith("image/") || a.type.startsWith("video/")))
     .slice(0, 8);
   for (const att of msgAttachments) {
-    downloadPromises.push(downloadSingleAttachment(att, targetId, maxDimension, imageMap, mediaAnalysisMap));
+    downloadPromises.push(downloadSingleAttachment(att, targetId, maxDimension, imageMap));
   }
 
   // URLs
@@ -557,8 +505,8 @@ export async function prepareMediaMessage(
   await Promise.all(downloadPromises);
   if (urlWebTexts.length > 0) webTextMap.set(targetId, urlWebTexts);
 
-  // Vision analysis — use allSettled so one failure doesn't cascade
-  const visionResults = await Promise.allSettled(
+  // Vision analysis
+  await Promise.all(
     Array.from(imageMap.entries()).flatMap(([msgId, images]) =>
       images.map(async (image) => {
         const summary = await analyzeSingleMediaImage(msgId, image);
@@ -568,12 +516,6 @@ export async function prepareMediaMessage(
       }),
     ),
   );
-  // Log any vision failures without aborting the batch
-  for (const r of visionResults) {
-    if (r.status === "rejected") {
-      log.warn({ error: r.reason instanceof Error ? r.reason.message : String(r.reason) }, "Individual vision analysis failed (batched)");
-    }
-  }
 
   // SearXNG
   let searxngXml = "";

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

@@ -29,7 +29,6 @@ import {
 import { extractUrlsFromText, fetchUrlSafely } from "./urlFetcher.js";
 import { getUserProfile } from "./userProfileStore.js";
 import { initializeUserReputation } from "./userReputationStore.js";
-import { createAbortTimeout, isAbortError } from "./abortHelper.js";
 
 const log = createChildLogger("moderationOrchestrator");
 
@@ -41,8 +40,10 @@ interface RetryState {
   lastInvalidContent: string | null;
 }
 
-// ─── Few-shot correction builder ────────────────────────────────────────────
-const _buildCorrectedFewShotExamples = async (): Promise<string> => {
+// ---------------------------------------------------------------------------
+// Few-shot correction builder
+// ---------------------------------------------------------------------------
+async function buildCorrectedFewShotExamples(): Promise<string> {
   try {
     const corrections = await getRecentCorrectedModerations(5);
     if (corrections.length === 0) return "";
@@ -61,22 +62,6 @@ const _buildCorrectedFewShotExamples = async (): Promise<string> => {
   } catch {
     return "";
   }
-};
-
-// ─── In-memory cache untuk correctedFewShotExamples ──────────────────────
-// getCachedFewShotExamples() dipanggil di banyak tempat (setiap sub-batch
-// dan retry), padahal datanya jarang berubah. Cache sederhana TTL 60 detik
-// mengurangi redundant DB queries dari O(retries × subBatches) ke O(1).
-let _fewShotCache: { result: string; expiresAt: number } | null = null;
-const FEW_SHOT_CACHE_TTL = 60_000; // 60 detik
-
-async function getCachedFewShotExamples(): Promise<string> {
-  if (_fewShotCache && Date.now() < _fewShotCache.expiresAt) {
-    return _fewShotCache.result;
-  }
-  const result = await _buildCorrectedFewShotExamples();
-  _fewShotCache = { result, expiresAt: Date.now() + FEW_SHOT_CACHE_TTL };
-  return result;
 }
 
 // ---------------------------------------------------------------------------
@@ -223,25 +208,7 @@ async function runTextOnlyBatch(
     }
     const urlArr = Array.from(allUrls).slice(0, 10);
     if (urlArr.length === 0) return new Map<string, string>();
-
-    // Per-host rate limiting: add a small delay between requests to the same
-    // domain to avoid overwhelming third-party servers with concurrent fetches.
-    const hostGroups = new Map<string, string[]>();
-    for (const url of urlArr) {
-      try {
-        const host = new URL(url).hostname;
-        const group = hostGroups.get(host) ?? [];
-        group.push(url);
-        hostGroups.set(host, group);
-      } catch { /* invalid URL, skip */ }
-    }
-    const results = await Promise.allSettled(
-      Array.from(hostGroups.values()).flatMap((group) =>
-        group.map((url, idx) => () =>
-          idx > 0 ? delay(200 * idx).then(() => fetchUrlSafely(url)) : fetchUrlSafely(url),
-        ),
-      ).map((fn) => fn()),
-    );
+    const results = await Promise.allSettled(urlArr.map((url) => fetchUrlSafely(url)));
     const map = new Map<string, string>();
     for (let i = 0; i < urlArr.length; i++) {
       const r = results[i];
@@ -324,7 +291,7 @@ async function runTextOnlyBatch(
 
     const buildContent = async (state: RetryState): Promise<string> => {
       const correction = state.lastParseError ? { error: state.lastParseError, preview: state.lastInvalidContent?.slice(0, 800) ?? "<empty>" } : undefined;
-      const correctedExamples = await getCachedFewShotExamples();
+      const correctedExamples = await buildCorrectedFewShotExamples();
       const systemText = buildSystemPromptModular({ contextText, mode: "text", correction, correctedExamples, channelCulture });
 
       const messagesBlock = (await Promise.all(batch.map(async (msg) => {
@@ -347,18 +314,20 @@ async function runTextOnlyBatch(
       return `${systemText}${searxngBlock}\n\n<messages_to_analyze>\n${messagesBlock}\n</messages_to_analyze>`;
     };
 
-    const { signal, cleanup } = createAbortTimeout(timeoutMs);
+    const abortController = new AbortController();
+    const timeoutId = setTimeout(() => abortController.abort(), timeoutMs);
+    timeoutId.unref();
 
     let batchResult: { results: AnalysisResult[]; raw: unknown };
     try {
-      batchResult = await callModerationLLM(buildContent, targetIds, `text-batch-${i + 1}`, signal);
+      batchResult = await callModerationLLM(buildContent, targetIds, `text-batch-${i + 1}`, abortController.signal);
     } catch (err: any) {
-      if (isAbortError(err)) {
+      if (err.name === "AbortError" || abortController.signal.aborted) {
         throw new Error(`Text-only batch sub-batch ${i + 1} timed out for messages ${targetIds.join(", ")}`);
       }
       throw err;
     } finally {
-      cleanup();
+      clearTimeout(timeoutId);
     }
 
     // Fan-out results for deduplicated messages
@@ -403,7 +372,7 @@ async function runMediaBatch(
   const channelId = targets[0].channel_id;
   const channelCultureObj = channelId ? await getChannelCulture(channelId) : null;
   const channelCulture = channelCultureObj?.culture_summary;
-  const correctedExamples = await getCachedFewShotExamples();
+  const correctedExamples = await buildCorrectedFewShotExamples();
   const systemText = buildSystemPromptModular({ contextText, mode: "mixed", correctedExamples, channelCulture });
 
   const messagesBlock = prepared.map((p) => p.messageBlock).join("\n");
@@ -412,24 +381,26 @@ async function runMediaBatch(
   const perMsgTimeout = config.AI_LLM_MEDIA_ANALYSIS_TIMEOUT_MS ?? 60000;
   const batchTimeout = Math.min(Math.max(perMsgTimeout, perMsgTimeout * targets.length), 300_000);
 
-  const { signal, cleanup } = createAbortTimeout(batchTimeout);
+  const abortController = new AbortController();
+  const timeoutId = setTimeout(() => abortController.abort(), batchTimeout);
+  timeoutId.unref();
 
   try {
     const result = await callModerationLLM(
       async (_state: RetryState) => userContent,
       targetIds,
       `media-batch:${targetIds.length}msgs`,
-      signal,
+      abortController.signal,
     );
     log.info({ mediaCount: targets.length, resultCount: result.results.length }, "Media batch analysis complete");
     return result;
   } catch (err: any) {
-    if (isAbortError(err)) {
+    if (err.name === "AbortError" || abortController.signal.aborted) {
       throw new Error(`Media batch analysis timed out after ${batchTimeout}ms for ${targets.length} messages`);
     }
     throw err;
   } finally {
-    cleanup();
+    clearTimeout(timeoutId);
   }
 }
 
@@ -475,7 +446,7 @@ export async function runModerationAnalysis(
     const rawContent = target.edited_content ?? target.content;
     if (!rawContent.trim()) { uncachedTargets.push(target); continue; }
 
-    const cacheKey = makeTextModerationCacheKey(rawContent, target.user_id);
+    const cacheKey = makeTextModerationCacheKey(rawContent);
     if (seenCacheKeys.has(cacheKey)) {
       const previousHit = cacheHits.find((h) => h.messageId !== target.id);
       if (previousHit) {
@@ -563,7 +534,7 @@ export async function runModerationAnalysis(
       if (evidence.attachments.length > 0 || evidence.stickers.length > 0 || evidence.embeds.length > 0) continue;
     }
 
-    const cacheKey = makeTextModerationCacheKey(rawContent, target.user_id);
+    const cacheKey = makeTextModerationCacheKey(rawContent);
     setCachedTextModeration(cacheKey, {
       flags: result.flags ?? [],
       score: result.score ?? 0,
@@ -573,7 +544,7 @@ export async function runModerationAnalysis(
       confidence: result.confidence ?? result.score ?? 0,
       recommendedAction: result.recommendedAction ?? "none",
       status: result.status,
-    }).catch((e) => log.error({ error: e instanceof Error ? e.message : String(e) }, "Failed to cache text moderation result"));
+    }).catch(() => {});
   }
 
   const allResults = [...cacheHits, ...textBatchResult.results, ...mediaBatchResult.results];

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

@@ -1,6 +1,5 @@
 import Redis from "ioredis";
 import { createChildLogger } from "@bete/shared/logger";
-import { createAbortTimeout } from "./abortHelper.js";
 
 const log = createChildLogger("searxng-search");
 
@@ -9,97 +8,15 @@ const MAX_RESULTS = 3;
 const TIMEOUT_MS = 8000;
 const CACHE_TTL = 86400; // 24 hours
 const CACHE_PREFIX = "searxng:";
-/** How often to attempt reconnection when Redis is down (ms). */
-const RECONNECT_INTERVAL_MS = 60_000;
 
 let redis: Redis | null = null;
-let _initialized = false;
-let _redisUrl = "";
-/** Tracks whether Redis is currently healthy (connected + responding). */
-let _redisHealthy = false;
-let _lastLogAt = 0; // throttle repeated warn logs to once per 60s
-
-// ---------------------------------------------------------------------------
-// Health tracking
-// ---------------------------------------------------------------------------
-
-/**
- * Returns true if the SearXNG Redis cache is connected and healthy.
- * Use this for health-check endpoints or status dashboards.
- */
-export function isSearxngCacheAvailable(): boolean {
-  return _redisHealthy;
-}
-
-/**
- * Returns a human-readable status string for logging / health endpoints.
- */
-export function getSearxngCacheStatus(): string {
-  if (!_initialized) return "not-initialized";
-  if (!redis) return "no-url";
-  return _redisHealthy ? "healthy" : "disconnected";
-}
-
-// ---------------------------------------------------------------------------
-// Reconnection helper
-// ---------------------------------------------------------------------------
-
-/**
- * Schedule a one-shot reconnection attempt after RECONNECT_INTERVAL_MS.
- * Only one reconnection timer runs at a time.
- */
-let _reconnectTimer: ReturnType<typeof setTimeout> | null = null;
-
-function scheduleReconnect(): void {
-  if (_reconnectTimer) return; // already scheduled
-  _reconnectTimer = setTimeout(async () => {
-    _reconnectTimer = null;
-    if (!redis || _redisHealthy) return; // nothing to do
-
-    log.info("SearXNG Redis: attempting reconnection...");
-    try {
-      // ioredis reconnects automatically if `lazyConnect` is false,
-      // but we set it to true, so we need to manually call connect().
-      await redis.connect();
-      // If we get here, connection succeeded
-      _redisHealthy = true;
-      log.info("SearXNG Redis: reconnected successfully ✅");
-    } catch {
-      _redisHealthy = false;
-      const now = Date.now();
-      if (now - _lastLogAt > 60_000) {
-        log.warn(
-          { nextRetryMs: RECONNECT_INTERVAL_MS },
-          "SearXNG Redis: reconnection failed — will retry",
-        );
-        _lastLogAt = now;
-      }
-      // Schedule another attempt
-      scheduleReconnect();
-    }
-  }, RECONNECT_INTERVAL_MS);
-  _reconnectTimer.unref?.();
-}
-
-// ---------------------------------------------------------------------------
-// Initialization
-// ---------------------------------------------------------------------------
 
 /**
  * Initialize Redis connection for SearXNG cache.
  * Safe to call multiple times — only creates one connection.
- * Returns true if Redis cache is available, false if falling back to no-cache.
  */
-export function initSearxngCache(redisUrl: string): boolean {
-  if (_initialized) return _redisHealthy;
-  _initialized = true;
-  _redisUrl = redisUrl;
-
-  if (!redisUrl) {
-    log.warn("No REDIS_URL provided — SearXNG cache disabled");
-    return false;
-  }
-
+export function initSearxngCache(redisUrl: string): void {
+  if (redis) return;
   redis = new Redis(redisUrl, {
     maxRetriesPerRequest: 3,
     retryStrategy(times) {
@@ -109,92 +26,16 @@ export function initSearxngCache(redisUrl: string): boolean {
     lazyConnect: true,
     enableReadyCheck: false,
   });
-
   redis.on("error", (err) => {
-    const wasHealthy = _redisHealthy;
-    _redisHealthy = false;
-    if (wasHealthy) {
-      // State transition: healthy → unhealthy — always log
-      log.warn(
-        { error: err.message },
-        "SearXNG Redis: connection lost — falling back to no-cache",
-      );
-    } else {
-      // Already unhealthy — throttle repeated error logs
-      const now = Date.now();
-      if (now - _lastLogAt > 60_000) {
-        log.warn(
-          { error: err.message },
-          "SearXNG Redis: still disconnected",
-        );
-        _lastLogAt = now;
-      }
-    }
-    scheduleReconnect();
+    log.warn({ err: err.message }, "SearXNG Redis cache error");
   });
-
-  redis.on("ready", () => {
-    if (!_redisHealthy) {
-      _redisHealthy = true;
-      log.info("SearXNG Redis: connected and healthy ✅");
-    }
-  });
-
   redis.connect().catch(() => {
-    _redisHealthy = false;
-    log.warn("SearXNG Redis: initial connection failed — running without cache");
-    scheduleReconnect();
+    log.warn("SearXNG Redis cache unavailable — falling back to no-cache");
+    redis = null;
   });
-
   log.info("SearXNG Redis cache initialized");
-  return true;
 }
 
-// ---------------------------------------------------------------------------
-// Cache operations with visible failure logging
-// ---------------------------------------------------------------------------
-
-async function cacheGet(key: string): Promise<string | null> {
-  if (!redis || !_redisHealthy) return null;
-  try {
-    const result = await redis.get(key);
-    return result;
-  } catch (err) {
-    // Log once per minute to avoid log spam
-    const now = Date.now();
-    if (now - _lastLogAt > 60_000) {
-      log.warn(
-        { error: err instanceof Error ? err.message : String(err) },
-        "SearXNG Redis: cache read failed",
-      );
-      _lastLogAt = now;
-    }
-    _redisHealthy = false;
-    scheduleReconnect();
-    return null;
-  }
-}
-
-function cacheSet(key: string, value: string, ttlSeconds: number): void {
-  if (!redis || !_redisHealthy) return;
-  redis.setex(key, ttlSeconds, value).catch((err) => {
-    const now = Date.now();
-    if (now - _lastLogAt > 60_000) {
-      log.warn(
-        { error: err instanceof Error ? err.message : String(err) },
-        "SearXNG Redis: cache write failed",
-      );
-      _lastLogAt = now;
-    }
-    _redisHealthy = false;
-    scheduleReconnect();
-  });
-}
-
-// ---------------------------------------------------------------------------
-// Search
-// ---------------------------------------------------------------------------
-
 export interface SearxngResult {
   title: string;
   url: string;
@@ -212,30 +53,33 @@ export async function searchSearxng(
   const cacheKey = `${CACHE_PREFIX}${category}:${query.toLowerCase().trim()}`;
 
   // Try cache first
-  const cached = await cacheGet(cacheKey);
-  if (cached) {
-    log.debug({ query, category }, "SearXNG cache HIT");
+  if (redis) {
     try {
-      return JSON.parse(cached) as SearxngResult[];
+      const cached = await redis.get(cacheKey);
+      if (cached) {
+        log.debug({ query, category }, "SearXNG cache HIT");
+        return JSON.parse(cached) as SearxngResult[];
+      }
     } catch {
-      // Corrupted cache entry — continue to API
+      // Cache read failed, continue to API
     }
   }
 
   // Cache miss — hit SearXNG API
   try {
     const url = `${SEARXNG_BASE_URL}/search?q=${encodeURIComponent(query)}&format=json&language=id&categories=${category}`;
-    const { signal, cleanup } = createAbortTimeout(TIMEOUT_MS);
+    const controller = new AbortController();
+    const timeoutId = setTimeout(() => controller.abort(), TIMEOUT_MS);
 
     const response = await fetch(url, {
-      signal,
+      signal: controller.signal,
       headers: {
         Accept: "application/json",
         "User-Agent":
           "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36",
       },
     });
-    cleanup();
+    clearTimeout(timeoutId);
 
     if (!response.ok) {
       log.warn({ status: response.status, query }, "SearXNG search failed");
@@ -253,7 +97,11 @@ export async function searchSearxng(
     }));
 
     // Store in cache (fire and forget — don't block on write)
-    cacheSet(cacheKey, JSON.stringify(mapped), CACHE_TTL);
+    if (redis) {
+      redis.setex(cacheKey, CACHE_TTL, JSON.stringify(mapped)).catch(() => {
+        // Cache write failed silently
+      });
+    }
 
     log.debug({ query, category, resultCount: mapped.length }, "SearXNG search OK");
     return mapped;
@@ -266,10 +114,6 @@ export async function searchSearxng(
   }
 }
 
-// ---------------------------------------------------------------------------
-// Query extraction
-// ---------------------------------------------------------------------------
-
 /**
  * Extract meaningful search queries from message content.
  * Uses multiple strategies to find terms worth searching.
@@ -335,10 +179,6 @@ export function extractSearchQueries(content: string): string[] {
   return Array.from(queries).slice(0, 3);
 }
 
-// ---------------------------------------------------------------------------
-// Formatting
-// ---------------------------------------------------------------------------
-
 /**
  * Format SearXNG results as XML for LLM context.
  */

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

@@ -67,24 +67,6 @@ export function buildStickerTextOnlyWarning(
   );
 }
 
-/**
- * Build a neutral fallback text when an image/video attachment cannot be
- * downloaded or analyzed. Unlike the sticker warning, this is deliberately
- * neutral — it only records *that* an attachment existed, without any
- * instruction to the LLM about how to treat it. The absence of visual
- * data already means the LLM must rely on message content alone.
- *
- * Returns a formatted string for inclusion in the media context block.
- */
-export function buildAttachmentTextOnlyWarning(
-  filename: string,
-  messageId: string,
-): string {
-  const fallback = `[attachment: "${filename}" dari pesan id=${messageId} — tidak tersedia untuk analisis visual]`;
-  logger.debug({ filename, messageId }, "Built attachment text-only fallback");
-  return fallback;
-}
-
 /**
  * Prompt used when a custom emoji image was successfully downloaded
  * and is being sent to the vision LLM as a base64 image.

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

@@ -49,11 +49,6 @@ export async function getCachedText(
 
 /**
  * Insert or update a text analysis cache entry.
- *
- * NOTE: The INSERT ... ON CONFLICT pattern is intentional — for new cache
- * keys we always INSERT rather than checking existence first, so there is
- * no TOCTOU race. The ON CONFLICT DO UPDATE handles the case where another
- * worker inserted the same key between our check and our insert.
  */
 export async function upsertCachedText(
   text: string,
@@ -296,16 +291,12 @@ export async function deleteCachedMediaAnalysis(
 /**
  * Generate a deterministic cache key for a per-user moderation result.
  *
- * Format: text_mod:<userId>:<sha256(content).slice(0,16)>
- * By including userId, two users sending the same text get separate
- * cache entries so per-user context (reputation, username flags, etc.)
- * is respected.
+ * Format: user_mod:<userId>:<sha256(content).slice(0,16)>
+ * Two users sending the same text get separate cache entries so that
+ * per-user action history (e.g. repeated spam) can be tracked later.
  */
-export function makeTextModerationCacheKey(content: string, userId?: string): string {
+export function makeTextModerationCacheKey(content: string): string {
   const hash = createHash("sha256").update(content).digest("hex").slice(0, 16);
-  if (userId) {
-    return `text_mod:${userId}:${hash}`;
-  }
   return `text_mod:${hash}`;
 }
 

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

@@ -1,7 +1,6 @@
 import { resolve } from "node:dns/promises";
 import { isIP } from "node:net";
 import { createChildLogger } from "@bete/shared/logger";
-import { createAbortTimeout } from "./abortHelper.js";
 
 const log = createChildLogger("urlFetcher");
 
@@ -16,103 +15,52 @@ export interface FetchedUrlContext {
 
 const MAX_FETCH_SIZE = 5 * 1024 * 1024; // 5 MB
 const FETCH_TIMEOUT_MS = 8000;
-const URL_REGEX = /https?:\/\/[^\s<]+[^<.,:;"')?\]\s]/gi;
-
-// ═══════════════════════════════════════════════════════════════════════════════
-// SSRF Protection with DNS Rebinding Defense
-// ═══════════════════════════════════════════════════════════════════════════════
-// Strategy: Resolve the hostname to IP addresses BEFORE fetching, then fetch
-// directly from a pinned IP (using a Host header for virtual hosting).
-// This prevents DNS rebinding where a domain alternates between a public IP
-// and an internal IP (127.0.0.1, 10.x.x.x) between the check and the fetch.
-//
-// Edge cases handled:
-// - No DNS records → reject (cannot fetch)
-// - Multiple IPs (round-robin DNS) → pick first public one
-// - All IPs are internal → reject
-// - Direct IP literal → validate and pass through
-// ═══════════════════════════════════════════════════════════════════════════════
-
-interface PinnedAddress {
-  /** The original hostname from the URL (used in Host header) */
-  hostname: string;
-  /** The pinned, validated IP address to connect to (already vetted as safe) */
-  ip: string;
-  /** The port from the original URL */
-  port: string;
-  /** The protocol (http: or https:) */
-  protocol: string;
-  /** The pathname + search + hash (everything after host:port) */
-  path: string;
-}
-
-function isPrivateIP(ip: string): boolean {
-  return (
-    ip === "127.0.0.1" ||
-    ip === "::1" ||
-    ip === "0.0.0.0" ||
-    ip.startsWith("192.168.") ||
-    ip.startsWith("10.") ||
-    /^172\.(1[6-9]|2[0-9]|3[0-1])\./.test(ip) ||
-    ip.startsWith("169.254.") || // link-local
-    ip.startsWith("fc") || // IPv6 unique local (fc00::/7)
-    ip.startsWith("fd")    // IPv6 unique local
-  );
-}
+const URL_REGEX = /https?:\/\/[^\s<]+[^<.,:;"')\]\s]/gi;
 
 /**
- * Resolve a hostname to a pinned IP address.
- * Returns the first public IP found, or null if all resolved IPs are private.
- * Also returns null if the host is a private IP literal.
- *
- * This function is the sole gate — once a safe IP is returned, the caller
- * MUST use it directly without re-resolving the hostname.
+ * Basic SSRF protection.
+ * Note: A sophisticated attacker could still use DNS rebinding.
  */
-async function resolveAndPinAddress(urlStr: string): Promise<PinnedAddress | null> {
+async function isSafeUrl(urlStr: string): Promise<boolean> {
   try {
     const parsed = new URL(urlStr);
     const host = parsed.hostname;
-    const protocol = parsed.protocol; // "http:" or "https:"
-    const port = parsed.port || (protocol === "https:" ? "443" : "80");
-    const path = parsed.pathname + parsed.search + parsed.hash;
 
-    // Block private IP literals immediately
-    if (isIP(host)) {
-      if (isPrivateIP(host)) return null;
-      // Direct public IP literal — can fetch directly
-      return { hostname: host, ip: host, port, protocol, path };
-    }
-
-    // Block obvious private hostnames
+    // Block obvious local IPs/hostnames
     if (
       host === "localhost" ||
-      host === "localhost.localdomain" ||
-      host.endsWith(".local") ||
-      host.endsWith(".internal")
+      host === "127.0.0.1" ||
+      host === "::1" ||
+      host.startsWith("192.168.") ||
+      host.startsWith("10.") ||
+      /^172\.(1[6-9]|2[0-9]|3[0-1])\./.test(host)
     ) {
-      return null;
+      return false;
     }
 
-    // Resolve hostname to IP addresses
-    let addresses: string[];
-    try {
-      addresses = await resolve(host);
-    } catch {
-      // DNS resolution failed — can't verify safety
-      return null;
+    // Try resolving to check if it resolves to a local IP
+    if (!isIP(host)) {
+      try {
+        const addresses = await resolve(host);
+        for (const ip of addresses) {
+          if (
+            ip === "127.0.0.1" ||
+            ip.startsWith("192.168.") ||
+            ip.startsWith("10.") ||
+            /^172\.(1[6-9]|2[0-9]|3[0-1])\./.test(ip)
+          ) {
+            return false;
+          }
+        }
+      } catch (err) {
+        // If DNS fails, we can't fetch it anyway
+        return false;
+      }
     }
 
-    if (addresses.length === 0) return null;
-
-    // Pick the first non-private IP
-    const publicIp = addresses.find((ip) => !isPrivateIP(ip));
-    if (!publicIp) return null;
-
-    // We now have a pinned, verified safe IP.
-    // The caller MUST use this IP directly for the fetch.
-    return { hostname: host, ip: publicIp, port, protocol, path };
-  } catch {
-    return null;
+    return true;
+  } catch (err) {
+    return false;
   }
 }
 
@@ -160,27 +108,20 @@ export async function fetchUrlSafely(
     return { url, type: "error", error: "Max redirect/meta depth reached" };
   }
 
-  // Resolve + pin IP address FIRST (defence against DNS rebinding).
-  // The pinned IP is used directly — we never re-resolve the hostname.
-  const pinned = await resolveAndPinAddress(url);
-  if (!pinned) {
+  if (!(await isSafeUrl(url))) {
     return { url, type: "error", error: "Unsafe URL blocked" };
   }
 
-  // Reconstruct the URL using the pinned IP directly, keeping original Host
-  const pinnedUrl = `${pinned.protocol}//${pinned.ip}:${pinned.port}${pinned.path}`;
-
-  const { signal, cleanup } = createAbortTimeout(FETCH_TIMEOUT_MS);
+  const controller = new AbortController();
+  const timeoutId = setTimeout(() => controller.abort(), FETCH_TIMEOUT_MS);
 
   try {
-    const response = await fetch(pinnedUrl, {
-      signal,
+    const response = await fetch(url, {
+      signal: controller.signal,
       headers: {
         "User-Agent":
           "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36 DiscordBot/2.0",
         Accept: "image/webp,image/apng,image/*,*/*;q=0.8",
-        // Use original hostname so virtual hosting still works
-        Host: pinned.hostname,
       },
       // Do not follow more than a few redirects natively, fetch handles up to 20 by default
     });
@@ -249,7 +190,7 @@ export async function fetchUrlSafely(
       error: err instanceof Error ? err.message : String(err),
     };
   } finally {
-    cleanup();
+    clearTimeout(timeoutId);
   }
 }
 

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

@@ -63,10 +63,11 @@ async function learnUserProfile(
     .join("\n");
 
   const prompt = `Anda adalah AI ahli psikologi, analisis perilaku online, dan pembaca karakter.
-Tugas Anda adalah merangkum profil kepribadian SEORANG PRIBADI berdasarkan riwayat pesan-pesan mereka di server Discord.
+Tugas Anda adalah merangkum profil kepribadian SEORANG PRIBADI — bukan sekadar statistik
+gaya bicara — berdasarkan riwayat pesan-pesan mereka di server Discord.
 Buatlah ringkasan yang KAYA AKAN PERSONALITAS sehingga pembaca merasa "mengenal" orang ini.
 
-Pesan-pesan terakhir dari user (hanya pesan bersih/clean):
+Pesan-pesan terakhir dari user "${userId}" (hanya pesan bersih/clean):
 <messages>
 ${messagesText}
 </messages>
@@ -121,18 +122,7 @@ atau konten SARA, itu akan SANGAT tidak sesuai dengan karakternya dan patut dicu
     const text = completion.choices[0]?.message?.content?.trim();
     if (!text) throw new Error("Empty response from LLM");
 
-    // Sanitize the AI-generated profile before saving to prevent
-    // prompt injection when the profile is later injected into prompts.
-    // Strip markdown code fences and XML special chars.
-    const sanitized = text
-      .replace(/```[\s\S]*?```/g, "")
-      .replace(/[<>&"']/g, (ch) => {
-        const entities: Record<string, string> = { "<": "&lt;", ">": "&gt;", "&": "&amp;", '"': "&quot;", "'": "&#39;" };
-        return entities[ch] || ch;
-      })
-      .trim();
-
-    await updateUserProfile(userId, guildId, sanitized);
+    await updateUserProfile(userId, guildId, text);
     log.info(
       { userId, guildId },
       "Successfully learned and updated user profile",