diff --git a/apps/desktop-client/src/main/adapters/kimi.ts b/apps/desktop-client/src/main/adapters/kimi.ts
index be2b0ce..f2bb1ce 100644
--- a/apps/desktop-client/src/main/adapters/kimi.ts
+++ b/apps/desktop-client/src/main/adapters/kimi.ts
@@ -10,6 +10,7 @@ const KIMI_MODE_SWITCH_TIMEOUT_MS = 8_000;
 const KIMI_QUERY_TIMEOUT_MS = 120_000;
 const KIMI_QUERY_POLL_INTERVAL_MS = 1_200;
 const KIMI_STABLE_POLLS_REQUIRED = 5;
+const KIMI_INCOMPLETE_ANSWER_GRACE_MS = 18_000;
 const KIMI_EDITOR_SELECTOR = "div[role=\"textbox\"].chat-input-editor, .chat-input-editor[role=\"textbox\"], [role=\"textbox\"][class*=\"chat-input-editor\"]";
 const KIMI_SEND_BUTTON_SELECTOR = ".send-button-container";
 const KIMI_THINKING_MODE_LABEL = "K2.6 思考";
@@ -404,6 +405,145 @@ async function ensureKimiCitationPanelOpen(page: PlaywrightPage, signal?: AbortS
   }
 }
 
+function countMatches(input: string, pattern: RegExp): number {
+  const flags = pattern.flags.includes("g") ? pattern.flags : `${pattern.flags}g`;
+  return input.match(new RegExp(pattern.source, flags))?.length ?? 0;
+}
+
+function hasStructuredAnswerMarkers(text: string): boolean {
+  return (
+    /(^|\n)\s*(?:[-*+]\s+|\d+\.\s+|#{1,6}\s+)/m.test(text)
+    || /(?:^|\n)\|.+\|(?:\n|$)/m.test(text)
+    || /(?:^|\n)\s*[^:\n]{1,24}[:：]\s+\S+/m.test(text)
+  );
+}
+
+function isKimiTerminalShortAnswer(text: string): boolean {
+  const normalized = text.replace(/\s+/g, " ").trim();
+  if (!normalized || normalized.length > 48) {
+    return false;
+  }
+
+  return /(未找到|暂无|没有|无法|不能|抱歉|不确定|未检索到|未发现|无明显结果)/.test(normalized);
+}
+
+function isKimiKeywordBlob(text: string): boolean {
+  const normalized = text.replace(/\s+/g, " ").trim();
+  if (!normalized) {
+    return false;
+  }
+
+  const punctuationCount = countMatches(normalized, /[。！？；：，、,.!?;:]/g);
+  const lineCount = normalized.split(/\n+/).filter(Boolean).length;
+  const tokenCount = normalized.split(/\s+/).filter(Boolean).length;
+
+  return (
+    !isKimiTerminalShortAnswer(normalized)
+    && !hasStructuredAnswerMarkers(normalized)
+    && lineCount <= 1
+    && punctuationCount === 0
+    && tokenCount >= 3
+    && normalized.length <= 140
+  );
+}
+
+function isKimiSubstantiveAnswer(answer: string, answerBlocks: string[]): boolean {
+  const normalized = answer.trim();
+  if (!normalized) {
+    return false;
+  }
+
+  const punctuationCount = countMatches(normalized, /[。！？；：，、,.!?;:]/g);
+  const lineCount = normalized.split(/\n+/).filter(Boolean).length;
+  if (hasStructuredAnswerMarkers(normalized)) {
+    return true;
+  }
+  if (answerBlocks.length >= 2) {
+    return true;
+  }
+  if (normalized.length >= 140) {
+    return true;
+  }
+  if (normalized.length >= 80 && punctuationCount >= 2) {
+    return true;
+  }
+  if (normalized.length >= 60 && lineCount >= 3) {
+    return true;
+  }
+  return false;
+}
+
+function isKimiAnswerComplete(snapshot: KimiPageSnapshot): boolean {
+  const answer = normalizeOptionalString(snapshot.answerText);
+  if (!answer) {
+    return false;
+  }
+  if (isKimiKeywordBlob(answer)) {
+    return false;
+  }
+  if (isKimiTerminalShortAnswer(answer)) {
+    return true;
+  }
+  if (isKimiSubstantiveAnswer(answer, snapshot.answerBlocks)) {
+    return true;
+  }
+
+  const punctuationCount = countMatches(answer, /[。！？；：，、,.!?;:]/g);
+  if (snapshot.citationLinks.length >= 1 && answer.length >= 50 && punctuationCount >= 1) {
+    return true;
+  }
+  if (snapshot.searchResultLinks.length >= 3 && answer.length >= 70 && punctuationCount >= 1) {
+    return true;
+  }
+  if (snapshot.reasoningBlocks.length >= 2 && answer.length >= 70 && punctuationCount >= 1) {
+    return true;
+  }
+  return false;
+}
+
+function shouldReturnStableKimiAnswer(
+  snapshot: KimiPageSnapshot,
+  firstChangedContentAt: number | null,
+  now: number,
+): boolean {
+  if (isKimiAnswerComplete(snapshot)) {
+    return true;
+  }
+
+  const answer = normalizeOptionalString(snapshot.answerText);
+  if (!answer || isKimiKeywordBlob(answer) || firstChangedContentAt === null) {
+    return false;
+  }
+
+  const changedContentAge = now - firstChangedContentAt;
+  if (changedContentAge < KIMI_INCOMPLETE_ANSWER_GRACE_MS) {
+    return false;
+  }
+
+  const punctuationCount = countMatches(answer, /[。！？；：，、,.!?;:]/g);
+  return (
+    answer.length >= 48
+    || punctuationCount >= 1
+    || snapshot.answerBlocks.length >= 2
+    || isKimiTerminalShortAnswer(answer)
+  );
+}
+
+function hasKimiObservedContent(snapshot: KimiPageSnapshot | null): boolean {
+  if (!snapshot) {
+    return false;
+  }
+
+  return Boolean(
+    normalizeOptionalString(snapshot.answerText)
+    || normalizeOptionalString(snapshot.reasoningText)
+    || snapshot.answerBlocks.length > 0
+    || snapshot.reasoningBlocks.length > 0
+    || snapshot.citationLinks.length > 0
+    || snapshot.searchResultLinks.length > 0,
+  );
+}
+
 function answerQualityScore(snapshot: KimiPageSnapshot | null): number {
   if (!snapshot) {
     return Number.NEGATIVE_INFINITY;
@@ -428,6 +568,15 @@ function answerQualityScore(snapshot: KimiPageSnapshot | null): number {
   if (snapshot.questionMatched) {
     score += 600;
   }
+  if (!hasKimiObservedContent(snapshot)) {
+    score -= 2_000;
+  }
+  if (answer && isKimiKeywordBlob(answer)) {
+    score -= 1_000;
+  }
+  if (isKimiAnswerComplete(snapshot)) {
+    score += 1_500;
+  }
   if (snapshot.busy) {
     score -= 120;
   }
@@ -442,6 +591,15 @@ function pickBetterSnapshot(current: KimiPageSnapshot | null, candidate: KimiPag
     return candidate;
   }
 
+  const currentHasContent = hasKimiObservedContent(current);
+  const candidateHasContent = hasKimiObservedContent(candidate);
+  if (candidateHasContent && !currentHasContent) {
+    return candidate;
+  }
+  if (currentHasContent && !candidateHasContent) {
+    return current;
+  }
+
   return answerQualityScore(candidate) >= answerQualityScore(current) ? candidate : current;
 }
 
@@ -1851,9 +2009,11 @@ async function waitForKimiAnswer(
   await pinKimiConversationToBottom(page);
   let stablePollCount = 0;
   let bestSnapshot = await readKimiPageSnapshot(page, questionText);
+  let bestContentSnapshot = hasKimiObservedContent(bestSnapshot) ? bestSnapshot : null;
   const initialSignature = bestSnapshot.signature;
   let lastSignature: string | null = initialSignature;
   let sawChange = false;
+  let firstChangedContentAt: number | null = null;
 
   while (Date.now() - startedAt <= KIMI_QUERY_TIMEOUT_MS) {
     if (signal.aborted) {
@@ -1863,6 +2023,9 @@ async function waitForKimiAnswer(
     await pinKimiConversationToBottom(page);
     const snapshot = await readKimiPageSnapshot(page, questionText);
     bestSnapshot = pickBetterSnapshot(bestSnapshot, snapshot);
+    if (hasKimiObservedContent(snapshot)) {
+      bestContentSnapshot = pickBetterSnapshot(bestContentSnapshot, snapshot);
+    }
 
     if (snapshot.loginRequired) {
       return {
@@ -1882,6 +2045,9 @@ async function waitForKimiAnswer(
     if (snapshot.signature && hasContent) {
       if (snapshot.signature !== initialSignature) {
         sawChange = true;
+        if (firstChangedContentAt === null) {
+          firstChangedContentAt = Date.now();
+        }
       }
       if (snapshot.signature === lastSignature) {
         stablePollCount = snapshot.busy ? 0 : stablePollCount + 1;
@@ -1891,9 +2057,19 @@ async function waitForKimiAnswer(
       }
     }
 
-    if (sawChange && hasContent && !snapshot.busy && stablePollCount >= KIMI_STABLE_POLLS_REQUIRED) {
+    const now = Date.now();
+    if (
+      sawChange
+      && hasContent
+      && !snapshot.busy
+      && stablePollCount >= KIMI_STABLE_POLLS_REQUIRED
+      && shouldReturnStableKimiAnswer(snapshot, firstChangedContentAt, now)
+    ) {
       await ensureKimiCitationPanelOpen(page, signal);
-      const finalSnapshot = pickBetterSnapshot(bestSnapshot, await readKimiPageSnapshot(page, questionText));
+      let finalSnapshot = pickBetterSnapshot(bestSnapshot, await readKimiPageSnapshot(page, questionText));
+      if (!hasKimiObservedContent(finalSnapshot) && bestContentSnapshot) {
+        finalSnapshot = pickBetterSnapshot(finalSnapshot, bestContentSnapshot);
+      }
       return {
         ok: true,
         finalSnapshot,
@@ -1907,7 +2083,10 @@ async function waitForKimiAnswer(
 
   await pinKimiConversationToBottom(page);
   await ensureKimiCitationPanelOpen(page, signal);
-  const finalSnapshot = pickBetterSnapshot(bestSnapshot, await readKimiPageSnapshot(page, questionText));
+  let finalSnapshot = pickBetterSnapshot(bestSnapshot, await readKimiPageSnapshot(page, questionText));
+  if (!hasKimiObservedContent(finalSnapshot) && bestContentSnapshot) {
+    finalSnapshot = pickBetterSnapshot(finalSnapshot, bestContentSnapshot);
+  }
   return {
     ok: false,
     error: "kimi_query_timeout",
@@ -2006,6 +2185,8 @@ export const kimiAdapter: MonitorAdapter = {
     );
     const answer = normalizeText(finalSnapshot.answerText);
     const reasoning = normalizeText(finalSnapshot.reasoningText);
+    const answerComplete = isKimiAnswerComplete(finalSnapshot);
+    const keywordBlobDetected = answer ? isKimiKeywordBlob(answer) : false;
     const providerModel = normalizeText(finalSnapshot.currentModelLabel) ?? KIMI_THINKING_MODE_LABEL;
     const conversationID = extractConversationID(finalSnapshot.url);
 
@@ -2024,6 +2205,28 @@ export const kimiAdapter: MonitorAdapter = {
     }
 
     if (!answer && !searchResults.length && !citations.length) {
+      const timedOut = !queryResult.ok && queryResult.error === "kimi_query_timeout";
+      const hasReasoningOnly = Boolean(reasoning);
+      if (timedOut || hasReasoningOnly) {
+        const incompleteDetail = !queryResult.ok
+          ? queryResult.detail ?? queryResult.error
+          : "kimi returned no final answer before completion";
+        return {
+          status: "unknown",
+          summary: "Kimi 超时未拿到完整答案，已回写 unknown 等待后续补采。",
+          error: buildAdapterError(
+            timedOut ? queryResult.error : "kimi_incomplete_response",
+            incompleteDetail,
+            {
+              page_url: finalSnapshot.url,
+              current_model_label: finalSnapshot.currentModelLabel,
+              reasoning_present: Boolean(reasoning),
+              busy: finalSnapshot.busy,
+            },
+          ),
+        };
+      }
+
       return queryResult.ok
         ? {
           status: "unknown",
@@ -2072,6 +2275,8 @@ export const kimiAdapter: MonitorAdapter = {
           busy_signals: finalSnapshot.busySignals,
           send_disabled: finalSnapshot.sendDisabled,
           answer: answer ?? null,
+          answer_complete: answerComplete,
+          answer_keyword_blob_detected: keywordBlobDetected,
           answer_block_count: finalSnapshot.answerBlocks.length,
           answer_blocks: finalSnapshot.answerBlocks,
           reasoning: reasoning ?? null,