feat: show backend optimization progress

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");
+  });
 });