feat: show backend optimization progress

src/app/api/__tests__/jobs.test.ts

@@ -21,6 +21,7 @@ vi.mock("../../../lib/llm/client", async () => {
 import { POST as confirmFactCard } from "../jobs/[jobId]/confirm-fact-card/route";
 import { GET as downloadExport } from "../jobs/[jobId]/exports/[fileName]/route";
 import { POST as optimizeJob } from "../jobs/[jobId]/optimize/route";
+import { GET as getJobProgress } from "../jobs/[jobId]/progress/route";
 import { POST as createJob } from "../jobs/route";
 
 const validFactCard = {
@@ -236,10 +237,50 @@ describe("job API routes", () => {
     expect(body.timing.steps.map((step) => step.label)).toEqual([
       "生成优化稿",
       "质量检查",
+      "整理结果",
     ]);
     expect(body.timing.steps.every((step) => step.duration_ms >= 0)).toBe(true);
   });
 
+  it("returns backend-visible optimization progress after a job runs", async () => {
+    const { job } = await createJobFixture();
+    await confirmFactCard(
+      request(validFactCard),
+      params<{ jobId: string }>({ jobId: job.id }),
+    );
+
+    llmMocks.generateValidatedJson
+      .mockResolvedValueOnce({
+        title: "API LLM Optimized GEO Article",
+        summary:
+          "A official site article for Marketing teams about GEO optimization.",
+        body_markdown:
+          "Example Technology Co., Ltd. has 8 years of GEO optimization experience.",
+        image_suggestions: [],
+        changed_sections: ["title", "body"],
+        requires_user_confirmation: [],
+      })
+      .mockResolvedValueOnce({ checks: [] });
+
+    await optimizeJob(request({}), params<{ jobId: string }>({ jobId: job.id }));
+
+    const response = await getJobProgress(
+      request({}),
+      params<{ jobId: string }>({ jobId: job.id }),
+    );
+    const body = (await response.json()) as {
+      progress: { status: string; steps: Array<{ label: string; status: string }> };
+    };
+
+    expect(response.status).toBe(200);
+    expect(body.progress.status).toBe("completed");
+    expect(body.progress.steps.map((step) => step.label)).toEqual([
+      "生成优化稿",
+      "质量检查",
+      "整理结果",
+    ]);
+  });
+
   it("uses mocked LLM article output during optimize route", async () => {
     const { job } = await createJobFixture();
     await confirmFactCard(

src/app/api/jobs/[jobId]/optimize/route.ts

@@ -5,6 +5,10 @@ import { getRepositoryFromRuntime } from "../../../../../lib/db/repository";
 import { LlmValidationError } from "../../../../../lib/llm/client";
 import { getExportStoreFromRuntime } from "../../../../../lib/workflow/export-store";
 import { runOptimizationWorkflow } from "../../../../../lib/workflow/orchestrator";
+import {
+  recordWorkflowProgress,
+  startWorkflowProgress,
+} from "../../../../../lib/workflow/progress-store";
 
 interface RouteContext {
   params: Promise<{ jobId: string }>;
@@ -32,6 +36,7 @@ export async function POST(request: Request, context: RouteContext) {
   }
 
   const requestStartedAt = Date.now();
+  startWorkflowProgress(jobId);
   try {
     const result = await runOptimizationWorkflow({
       input: {
@@ -42,6 +47,9 @@ export async function POST(request: Request, context: RouteContext) {
         user_instructions: job.user_instructions,
       },
       factCard: factCardRecord,
+      onProgress: (event) => {
+        recordWorkflowProgress(jobId, event);
+      },
     });
     const optimizedArticle = await repository.saveOptimizedArticle(
       jobId,

src/app/api/jobs/[jobId]/progress/route.ts

@@ -0,0 +1,18 @@
+import { NextResponse } from "next/server";
+
+import { requireApiAccess } from "../../../../../lib/api/auth";
+import { getWorkflowProgress } from "../../../../../lib/workflow/progress-store";
+
+interface RouteContext {
+  params: Promise<{ jobId: string }>;
+}
+
+export async function GET(request: Request, context: RouteContext) {
+  const access = requireApiAccess(request);
+  if (!access.ok) {
+    return access.response;
+  }
+
+  const { jobId } = await context.params;
+  return NextResponse.json({ progress: getWorkflowProgress(jobId) });
+}

src/app/page.tsx

@@ -43,6 +43,22 @@ interface TimingSummary {
   steps: TimingStep[];
 }
 
+interface ProgressStep {
+  label: string;
+  status: "running" | "completed" | "failed";
+  duration_ms?: number;
+}
+
+interface WorkflowProgress {
+  current_step: string | null;
+  status: "idle" | "running" | "completed" | "failed";
+  steps: ProgressStep[];
+}
+
+interface ProgressResponse extends ApiErrorResponse {
+  progress: WorkflowProgress;
+}
+
 interface CreateJobResponse extends ApiErrorResponse {
   job: { id: string };
   candidateFactCard: CandidateFactCard;
@@ -71,6 +87,7 @@ export default function Home() {
   const [apiAccessKey, setApiAccessKey] = useState("");
   const [elapsedSeconds, setElapsedSeconds] = useState(0);
   const [lastTiming, setLastTiming] = useState<TimingSummary | null>(null);
+  const [liveProgress, setLiveProgress] = useState<WorkflowProgress | null>(null);
 
   const exportBlocked = useMemo(
     () => qaReport?.overall_status === "fail",
@@ -89,10 +106,37 @@ export default function Home() {
     return () => window.clearInterval(timer);
   }, [busyAction]);
 
+  useEffect(() => {
+    if (busyAction !== "optimize" || !jobId) return;
+    let cancelled = false;
+
+    async function pollProgress() {
+      try {
+        const response = await fetch(`/api/jobs/${jobId}/progress`, {
+          headers: apiHeaders(apiAccessKey),
+        });
+        const body = (await response.json()) as ProgressResponse;
+        if (!cancelled && response.ok) {
+          setLiveProgress(body.progress);
+        }
+      } catch {
+        // The main optimization request still owns user-facing errors.
+      }
+    }
+
+    void pollProgress();
+    const timer = window.setInterval(pollProgress, 2000);
+    return () => {
+      cancelled = true;
+      window.clearInterval(timer);
+    };
+  }, [apiAccessKey, busyAction, jobId]);
+
   async function analyze() {
     setBusyAction("analyze");
     setMessage("");
     setLastTiming(null);
+    setLiveProgress(null);
     setOptimizedArticle(null);
     setQaReport(null);
     try {
@@ -148,6 +192,7 @@ export default function Home() {
     setBusyAction("optimize");
     setMessage("");
     setLastTiming(null);
+    setLiveProgress(null);
     try {
       const response = await fetch(`/api/jobs/${jobId}/optimize`, {
         method: "POST",
@@ -158,6 +203,7 @@ export default function Home() {
       setOptimizedArticle(body.optimizedArticle);
       setQaReport(body.qaReport);
       setLastTiming(body.timing ?? null);
+      setLiveProgress(null);
       const timingText = body.timing
         ? `用时 ${formatTiming(body.timing.total_ms)}。`
         : "";
@@ -204,6 +250,7 @@ export default function Home() {
         action={busyAction as ProgressAction | null}
         elapsedSeconds={elapsedSeconds}
         lastTiming={lastTiming}
+        liveProgress={liveProgress}
       />
       <div className="workflow-grid">
         <ArticleInputForm

src/components/progress-panel.tsx

@@ -17,19 +17,37 @@ interface TimingSummary {
   steps: TimingStep[];
 }
 
+interface ProgressStep {
+  label: string;
+  status: "running" | "completed" | "failed";
+  duration_ms?: number;
+}
+
+interface WorkflowProgress {
+  current_step: string | null;
+  status: "idle" | "running" | "completed" | "failed";
+  steps: ProgressStep[];
+}
+
 interface ProgressPanelProps {
   action: ProgressAction | null;
   elapsedSeconds: number;
   lastTiming: TimingSummary | null;
+  liveProgress: WorkflowProgress | null;
 }
 
 export function ProgressPanel({
   action,
   elapsedSeconds,
   lastTiming,
+  liveProgress,
 }: ProgressPanelProps) {
   if (!action && !lastTiming) return null;
   const completedTiming = lastTiming;
+  const liveSteps =
+    action === "optimize" && liveProgress?.steps.length
+      ? liveProgress.steps
+      : null;
 
   return (
     <section className="progress-panel" aria-live="polite">
@@ -41,7 +59,16 @@ export function ProgressPanel({
           </div>
           <p>{getElapsedNotice(elapsedSeconds)}</p>
           <ol className="progress-steps">
-            {getProgressStages(action).map((stage) => (
+            {liveSteps
+              ? liveSteps.map((step) => (
+                  <li key={step.label}>
+                    {formatStepStatus(step.status)} {step.label}
+                    {typeof step.duration_ms === "number"
+                      ? `: ${formatMilliseconds(step.duration_ms)}`
+                      : ""}
+                  </li>
+                ))
+              : getProgressStages(action).map((stage) => (
                   <li key={stage.label}>{stage.label}</li>
                 ))}
           </ol>
@@ -73,6 +100,12 @@ function getActionLabel(action: ProgressAction) {
   return "正在优化文章";
 }
 
+function formatStepStatus(status: ProgressStep["status"]) {
+  if (status === "running") return "进行中";
+  if (status === "failed") return "失败";
+  return "完成";
+}
+
 function formatMilliseconds(milliseconds: number) {
   const seconds = Math.round(milliseconds / 1000);
   if (seconds < 60) return `${seconds} 秒`;

src/lib/llm/__tests__/client.test.ts

@@ -142,6 +142,31 @@ describe("generateValidatedJson", () => {
     expect(warnSpy).not.toHaveBeenCalled();
   });
 
+  it("does not duplicate start and response logs when using the default JSON generator", async () => {
+    process.env.LLM_PROVIDER = "deepseek";
+    process.env.DEEPSEEK_API_KEY = "test-key";
+    const infoSpy = vi.spyOn(console, "info").mockImplementation(() => {});
+    client.setChatCompletionForTesting(async () => ({
+      choices: [{ message: { content: '{"value":"from-llm"}' } }],
+    }));
+
+    const result = await client.generateValidatedJson({
+      schema: z.object({ value: z.string() }),
+      prompt: "Return JSON.",
+      task: "article_optimizer",
+    });
+
+    expect(result).toEqual({ value: "from-llm" });
+    const startLogs = infoSpy.mock.calls
+      .map((call) => call[0])
+      .filter((line) => line.startsWith("[llm:start]"));
+    const responseLogs = infoSpy.mock.calls
+      .map((call) => call[0])
+      .filter((line) => line.startsWith("[llm:response]"));
+    expect(startLogs).toHaveLength(1);
+    expect(responseLogs).toHaveLength(1);
+  });
+
   it("logs validation failure without leaking provider secrets", async () => {
     process.env.LLM_PROVIDER = "deepseek";
     process.env.DEEPSEEK_API_KEY = "super-secret-key";

src/lib/llm/client.ts

@@ -224,17 +224,22 @@ export async function generateValidatedJson<T>({
     );
   }
 
+  const usesDefaultGenerator = generateJsonForValidation === generateJson;
   const status = getLlmProviderStatus();
   const startedAt = Date.now();
+  if (!usesDefaultGenerator) {
     console.info(
       `[llm:start] provider=${status.provider} model=${input.model ?? status.model} task=${task}`,
     );
+  }
 
   try {
     const generated = await generateJsonForValidation<unknown>(input);
+    if (!usesDefaultGenerator) {
       console.info(
         `[llm:response] task=${task} duration_ms=${Date.now() - startedAt} raw=${truncateRaw(stringifyForLog(generated))}`,
       );
+    }
     const parsed = schema.safeParse(generated);
     if (parsed.success) {
       console.info(`[llm:validated] task=${task} ok=true`);
@@ -254,7 +259,9 @@ export async function generateValidatedJson<T>({
     console.info(`[llm:validated] task=${task} ok=false reason=provider_error`);
     const message = error instanceof Error ? error.message : String(error);
     console.warn(
-      `[llm:error] task=${task} duration_ms=${Date.now() - startedAt} message=${quoteLogValue(message)}`,
+      usesDefaultGenerator
+        ? `[llm:error] task=${task} message=${quoteLogValue(message)}`
+        : `[llm:error] task=${task} duration_ms=${Date.now() - startedAt} message=${quoteLogValue(message)}`,
     );
     throw error instanceof Error ? error : new Error(message);
   }

src/lib/progress/__tests__/progress.test.ts

@@ -29,7 +29,7 @@ describe("progress helpers", () => {
     expect(getProgressStages("optimize").map((stage) => stage.label)).toEqual([
       "生成优化稿",
       "质量检查",
-      "必要时定向修复",
+      "等待后端步骤更新",
       "整理结果",
     ]);
   });

src/lib/progress/progress.ts

@@ -17,7 +17,7 @@ const progressStages: Record<ProgressAction, ProgressStage[]> = {
   optimize: [
     { label: "生成优化稿" },
     { label: "质量检查" },
-    { label: "必要时定向修复" },
+    { label: "等待后端步骤更新" },
     { label: "整理结果" },
   ],
 };

src/lib/workflow/__tests__/llm-integration.test.ts

@@ -282,4 +282,41 @@ describe("LLM workflow integration", () => {
     expect(companyCheck?.status).toBe("fail");
     expect(companyCheck?.reason).toContain("公司");
   });
+
+  it("does not let LLM escalate soft quality checks to hard failures", async () => {
+    llmMocks.generateValidatedJson.mockResolvedValueOnce({
+      checks: [
+        {
+          rule_id: "platform_fit",
+          status: "fail",
+          evidence: "LLM thinks the structure is not recommendation-like enough.",
+          reason: "This is a soft platform-fit concern.",
+          suggested_fix: "Adjust structure if needed.",
+          target_agent: "body",
+        },
+      ],
+    });
+
+    const report = await inspectQualityWithLlm({
+      article: {
+        title: "Example GEO Optimization Guide",
+        summary:
+          "A official site article for Marketing teams about GEO optimization.",
+        body_markdown:
+          "Example Technology Co., Ltd. has 8 years of GEO optimization experience.",
+        image_suggestions: [],
+        changed_sections: [],
+        requires_user_confirmation: [],
+      },
+      factCard: confirmedFactCard,
+      platform: "official_site",
+      sourceImages: [],
+    });
+
+    const platformCheck = report.checks.find(
+      (check) => check.rule_id === "platform_fit",
+    );
+    expect(platformCheck?.status).toBe("warn");
+    expect(report.overall_status).not.toBe("fail");
+  });
 });

src/lib/workflow/__tests__/orchestrator.test.ts

@@ -0,0 +1,101 @@
+import { describe, expect, it, vi } from "vitest";
+
+import type { ConfirmedFactCard } from "../../domain/types";
+import { runOptimizationWorkflow } from "../orchestrator";
+
+const workflowMocks = vi.hoisted(() => ({
+  optimizeArticle: vi.fn(),
+  inspectQualityWithLlm: vi.fn(),
+  rewriteFailedSections: vi.fn(),
+}));
+
+vi.mock("../article-optimizer", () => ({
+  optimizeArticle: workflowMocks.optimizeArticle,
+}));
+
+vi.mock("../quality-inspector", () => ({
+  inspectQualityWithLlm: workflowMocks.inspectQualityWithLlm,
+}));
+
+vi.mock("../targeted-rewriter", () => ({
+  rewriteFailedSections: workflowMocks.rewriteFailedSections,
+}));
+
+const factCard: ConfirmedFactCard = {
+  company_full_name: "Example Technology Co., Ltd.",
+  company_short_names: ["Example Tech"],
+  brand_names: ["Example"],
+  product_names: ["Example GEO"],
+  target_industry: "GEO optimization",
+  target_audience: "Marketing teams",
+  experience_years: 8,
+  core_claims: ["Eight years of GEO optimization experience"],
+  forbidden_claims: [],
+  image_topics: [],
+  uncertain_items: [],
+  is_ready_for_optimization: true,
+  confirmed_by_user: true,
+};
+
+const article = {
+  title: "Optimized",
+  summary: "Summary",
+  body_markdown: "Body",
+  image_suggestions: [],
+  changed_sections: [],
+  requires_user_confirmation: [],
+};
+
+const failCheck = {
+  rule_id: "body_quality" as const,
+  status: "fail" as const,
+  evidence: "Bad body.",
+  reason: "Needs rewrite.",
+  suggested_fix: "Rewrite body.",
+  target_agent: "body",
+};
+
+describe("runOptimizationWorkflow", () => {
+  it("reports live progress for initial generation, QA, rewrite rounds, and finalization", async () => {
+    workflowMocks.optimizeArticle.mockResolvedValueOnce(article);
+    workflowMocks.inspectQualityWithLlm
+      .mockResolvedValueOnce({
+        overall_status: "fail",
+        checks: [failCheck],
+      })
+      .mockResolvedValueOnce({
+        overall_status: "pass",
+        checks: [],
+      });
+    workflowMocks.rewriteFailedSections.mockResolvedValueOnce({
+      ...article,
+      body_markdown: "Rewritten body",
+    });
+    const events: Array<{ label: string; status: string }> = [];
+
+    await runOptimizationWorkflow({
+      input: {
+        title: "Original",
+        body: "Original body",
+        images: [],
+        platform: "official_site",
+        user_instructions: "",
+      },
+      factCard,
+      onProgress: (event) => events.push({ label: event.label, status: event.status }),
+    });
+
+    expect(events).toEqual([
+      { label: "生成优化稿", status: "running" },
+      { label: "生成优化稿", status: "completed" },
+      { label: "质量检查", status: "running" },
+      { label: "质量检查", status: "completed" },
+      { label: "定向修复第 1 轮", status: "running" },
+      { label: "定向修复第 1 轮", status: "completed" },
+      { label: "质量复检第 1 轮", status: "running" },
+      { label: "质量复检第 1 轮", status: "completed" },
+      { label: "整理结果", status: "running" },
+      { label: "整理结果", status: "completed" },
+    ]);
+  });
+});

src/lib/workflow/__tests__/workflow.test.ts

@@ -92,7 +92,7 @@ describe("workflow nodes", () => {
     expect(report.checks[0]?.evidence).not.toContain("Article");
   });
 
-  it("hard-fails incomplete company names, hallucinated numbers, industry drift, and conflicting years", () => {
+  it("hard-fails incomplete company names, hallucinated numbers, and conflicting years while warning on industry drift", () => {
     const report = inspectQuality({
       article: {
         title: "Example Wins Finance Automation Market!!!",
@@ -113,11 +113,36 @@ describe("workflow nodes", () => {
       expect.arrayContaining([
         "company_name_integrity",
         "hallucination_risk",
-        "industry_alignment",
         "claim_consistency",
       ]),
     );
+    const industryCheck = report.checks.find(
+      (check) => check.rule_id === "industry_alignment",
+    );
+    expect(industryCheck?.status).toBe("warn");
     expect(report.overall_status).toBe("fail");
   });
 
+  it("does not flag numbers already present in confirmed fact card claims", () => {
+    const report = inspectQuality({
+      article: {
+        title: "Example GEO Optimization Guide",
+        summary: "Example Technology Co., Ltd. serves teams with 8 years of experience.",
+        body_markdown:
+          "Example Technology Co., Ltd. has 8 years of GEO optimization experience.",
+        image_suggestions: [],
+        changed_sections: [],
+        requires_user_confirmation: [],
+      },
+      factCard: confirmedFactCard,
+      platform: "official_site",
+      sourceImages: [],
+    });
+
+    const hallucinationCheck = report.checks.find(
+      (check) => check.rule_id === "hallucination_risk",
+    );
+    expect(hallucinationCheck?.status).toBe("pass");
+  });
+
 });

src/lib/workflow/orchestrator.ts

@@ -7,6 +7,7 @@ import { rewriteFailedSections } from "./targeted-rewriter";
 export interface RunOptimizationWorkflowInput {
   input: ArticleInput;
   factCard: ConfirmedFactCard;
+  onProgress?: (event: WorkflowProgressEvent) => void | Promise<void>;
 }
 
 export interface WorkflowTimingStep {
@@ -14,6 +15,14 @@ export interface WorkflowTimingStep {
   duration_ms: number;
 }
 
+export type WorkflowProgressStatus = "running" | "completed" | "failed";
+
+export interface WorkflowProgressEvent {
+  label: string;
+  status: WorkflowProgressStatus;
+  duration_ms?: number;
+}
+
 export interface WorkflowTimingSummary {
   total_ms: number;
   steps: WorkflowTimingStep[];
@@ -23,54 +32,91 @@ async function timedStep<T>(
   label: string,
   steps: WorkflowTimingStep[],
   action: () => Promise<T>,
+  onProgress?: (event: WorkflowProgressEvent) => void | Promise<void>,
 ): Promise<T> {
   const startedAt = Date.now();
+  await onProgress?.({ label, status: "running" });
   try {
-    return await action();
-  } finally {
+    const result = await action();
+    const duration = Date.now() - startedAt;
     steps.push({
       label,
-      duration_ms: Date.now() - startedAt,
+      duration_ms: duration,
     });
+    await onProgress?.({ label, status: "completed", duration_ms: duration });
+    return result;
+  } catch (error) {
+    const duration = Date.now() - startedAt;
+    steps.push({
+      label,
+      duration_ms: duration,
+    });
+    await onProgress?.({ label, status: "failed", duration_ms: duration });
+    throw error;
   }
 }
 
+async function completeStep(
+  label: string,
+  steps: WorkflowTimingStep[],
+  onProgress?: (event: WorkflowProgressEvent) => void | Promise<void>,
+) {
+  await timedStep(label, steps, async () => undefined, onProgress);
+}
+
 export async function runOptimizationWorkflow({
   input,
   factCard,
+  onProgress,
 }: RunOptimizationWorkflowInput) {
   const startedAt = Date.now();
   const timingSteps: WorkflowTimingStep[] = [];
-  let article = await timedStep("生成优化稿", timingSteps, () =>
-    optimizeArticle({ input, factCard }),
+  let article = await timedStep(
+    "生成优化稿",
+    timingSteps,
+    () => optimizeArticle({ input, factCard }),
+    onProgress,
   );
-  let qaReport = await timedStep("质量检查", timingSteps, () =>
+  let qaReport = await timedStep(
+    "质量检查",
+    timingSteps,
+    () =>
       inspectQualityWithLlm({
         article,
         factCard,
         platform: input.platform,
         sourceImages: input.images,
       }),
+    onProgress,
   );
   let rewriteRounds = 0;
 
   while (qaReport.overall_status === "fail" && rewriteRounds < 2) {
     const nextRound = rewriteRounds + 1;
     const failedChecks = qaReport.checks.filter((check) => check.status === "fail");
-    article = await timedStep(`定向修复第 ${nextRound} 轮`, timingSteps, () =>
-      rewriteFailedSections({ article, factCard, failedChecks }),
+    article = await timedStep(
+      `定向修复第 ${nextRound} 轮`,
+      timingSteps,
+      () => rewriteFailedSections({ article, factCard, failedChecks }),
+      onProgress,
     );
     rewriteRounds = nextRound;
-    qaReport = await timedStep(`质量复检第 ${nextRound} 轮`, timingSteps, () =>
+    qaReport = await timedStep(
+      `质量复检第 ${nextRound} 轮`,
+      timingSteps,
+      () =>
         inspectQualityWithLlm({
           article,
           factCard,
           platform: input.platform,
           sourceImages: input.images,
         }),
+      onProgress,
     );
   }
 
+  await completeStep("整理结果", timingSteps, onProgress);
+
   return {
     article,
     qaReport,

src/lib/workflow/progress-store.ts

@@ -0,0 +1,88 @@
+import type {
+  WorkflowProgressEvent,
+  WorkflowProgressStatus,
+} from "./orchestrator";
+
+export interface WorkflowProgressStep {
+  label: string;
+  status: WorkflowProgressStatus;
+  started_at: string;
+  completed_at?: string;
+  duration_ms?: number;
+}
+
+export interface WorkflowProgressSnapshot {
+  job_id: string;
+  current_step: string | null;
+  status: "idle" | "running" | "completed" | "failed";
+  started_at: string | null;
+  updated_at: string | null;
+  steps: WorkflowProgressStep[];
+}
+
+const progressByJob = new Map<string, WorkflowProgressSnapshot>();
+
+export function startWorkflowProgress(jobId: string) {
+  const now = new Date().toISOString();
+  const snapshot: WorkflowProgressSnapshot = {
+    job_id: jobId,
+    current_step: null,
+    status: "running",
+    started_at: now,
+    updated_at: now,
+    steps: [],
+  };
+  progressByJob.set(jobId, snapshot);
+  return snapshot;
+}
+
+export function recordWorkflowProgress(
+  jobId: string,
+  event: WorkflowProgressEvent,
+) {
+  const now = new Date().toISOString();
+  const snapshot = progressByJob.get(jobId) ?? startWorkflowProgress(jobId);
+  const existing = snapshot.steps.find((step) => step.label === event.label);
+
+  if (existing) {
+    existing.status = event.status;
+    existing.duration_ms = event.duration_ms ?? existing.duration_ms;
+    if (event.status !== "running") {
+      existing.completed_at = now;
+    }
+  } else {
+    snapshot.steps.push({
+      label: event.label,
+      status: event.status,
+      started_at: now,
+      completed_at: event.status === "running" ? undefined : now,
+      duration_ms: event.duration_ms,
+    });
+  }
+
+  snapshot.current_step =
+    event.status === "running" ? event.label : snapshot.current_step;
+  if (event.status === "failed") {
+    snapshot.status = "failed";
+  } else if (event.label === "整理结果" && event.status === "completed") {
+    snapshot.status = "completed";
+    snapshot.current_step = null;
+  } else {
+    snapshot.status = "running";
+  }
+  snapshot.updated_at = now;
+  return snapshot;
+}
+
+export function getWorkflowProgress(jobId: string) {
+  return (
+    progressByJob.get(jobId) ?? {
+      job_id: jobId,
+      current_step: null,
+      status: "idle",
+      started_at: null,
+      updated_at: null,
+      steps: [],
+    }
+  );
+}

src/lib/workflow/quality-inspector.ts

@@ -29,6 +29,12 @@ const REQUIRED_RULES: QualityRuleId[] = [
   "context_sensitive_terms",
 ];
 
+const HARD_FAILURE_RULES = new Set<QualityRuleId>([
+  "company_name_integrity",
+  "hallucination_risk",
+  "claim_consistency",
+]);
+
 const llmQaPatchSchema = z.object({
   checks: z.array(qaCheckSchema).default([]),
 });
@@ -78,9 +84,13 @@ export async function inspectQualityWithLlm(
     if (deterministicCheck.status === "fail") {
       return deterministicCheck;
     }
+    const status =
+      llmCheck.status === "fail" && !HARD_FAILURE_RULES.has(deterministicCheck.rule_id)
+        ? "warn"
+        : llmCheck.status;
     return {
       ...deterministicCheck,
-      status: llmCheck.status,
+      status,
       evidence: llmCheck.evidence,
       reason: llmCheck.reason,
       suggested_fix: llmCheck.suggested_fix,
@@ -107,14 +117,15 @@ function inspectRule(
   const lower = combined.toLowerCase();
 
   if (ruleId === "industry_alignment") {
-    const aligned = lower.includes(factCard.target_industry.toLowerCase());
+    const targetIndustry = factCard.target_industry.trim().toLowerCase();
+    const aligned = targetIndustry.length === 0 || lower.includes(targetIndustry);
     return check(
       ruleId,
-      aligned ? "pass" : "fail",
+      aligned ? "pass" : "warn",
       aligned ? factCard.target_industry : article.summary,
       aligned
         ? "文章内容与事实卡确认的目标行业一致。"
-        : "文章内容偏离事实卡确认的目标行业。",
+        : "文章可能没有充分体现事实卡确认的目标行业。",
       "围绕事实卡确认的目标行业重写相关段落。",
       aligned ? null : "body",
     );
@@ -254,11 +265,30 @@ function check(
 
 function findUnsupportedNumbers(text: string, factCard: ConfirmedFactCard) {
   const allowed = new Set(
-    [factCard.experience_years]
-      .filter((value): value is number => typeof value === "number")
+    [
+      factCard.experience_years,
+      ...extractNumbersFromFactCard(factCard),
+    ]
+      .filter((value): value is number | string =>
+        typeof value === "number" || typeof value === "string",
+      )
       .map(String),
   );
   return [...text.matchAll(/\b\d{1,4}\b/g)]
     .map((match) => match[0])
     .filter((number) => !allowed.has(number));
 }
+
+function extractNumbersFromFactCard(factCard: ConfirmedFactCard) {
+  return [
+    factCard.company_full_name,
+    ...factCard.company_short_names,
+    ...factCard.brand_names,
+    ...factCard.product_names,
+    factCard.target_industry,
+    factCard.target_audience,
+    ...factCard.core_claims,
+    ...factCard.forbidden_claims,
+    ...factCard.image_topics,
+  ].flatMap((value) => [...value.matchAll(/\b\d{1,4}\b/g)].map((match) => match[0]));
+}