diff --git a/packages/core/src/__tests__/lifecycle-manager.test.ts b/packages/core/src/__tests__/lifecycle-manager.test.ts
index 355cf0fbf..13b8ef32a 100644
--- a/packages/core/src/__tests__/lifecycle-manager.test.ts
+++ b/packages/core/src/__tests__/lifecycle-manager.test.ts
@@ -2416,7 +2416,7 @@ describe("reactions", () => {
     const sentMessage = vi.mocked(mockSessionManager.send).mock.calls[0]![1];
     expect(sentMessage).toContain("CI is failing on your PR.");
     expect(sentMessage).toContain("Failed: build → Run pnpm test");
-    expect(sentMessage).toContain("Run: https://github.com/org/repo/actions/runs/123/job/456");
+    expect(sentMessage).toContain("Failure URL: https://github.com/org/repo/actions/runs/123/job/456");
     expect(sentMessage).toContain("Log tail (last 3 lines):");
     expect(sentMessage).toContain("AssertionError: expected true to be false");
     expect(sentMessage).toContain("\u200B```");
diff --git a/packages/core/src/lifecycle-manager.ts b/packages/core/src/lifecycle-manager.ts
index d184562ae..e4193ecbf 100644
--- a/packages/core/src/lifecycle-manager.ts
+++ b/packages/core/src/lifecycle-manager.ts
@@ -1937,7 +1937,7 @@ export function createLifecycleManager(deps: LifecycleManagerDeps): LifecycleMan
     for (const job of summary.failedJobs) {
       const failed = job.failedStep ? `${job.name} → ${job.failedStep}` : job.name;
       lines.push(`Failed: ${failed}`);
-      lines.push(`Run: ${job.runUrl}`);
+      lines.push(`Failure URL: ${job.runUrl}`);
 
       if (job.logTail) {
         const lineCount = job.logTail.split(/\r?\n/).length;