Improve audit pipeline and outreach review

tests/audit-generation-persistence-source.test.ts

@@ -96,6 +96,7 @@ test("auditGeneration module exports required mutation contracts", () => {
     "queueLeadAuditGeneration",
     "startAuditGenerationRun",
     "persistAuditGenerationResult",
+    "replaceAuditFindings",
     "finishAuditGenerationRun",
   ];
 
@@ -113,6 +114,7 @@ test("auditGeneration module registers internalMutation contracts", () => {
     "queueLeadAuditGeneration",
     "startAuditGenerationRun",
     "persistAuditGenerationResult",
+    "replaceAuditFindings",
     "finishAuditGenerationRun",
   ]) {
     assert.equal(
@@ -126,6 +128,47 @@ test("auditGeneration module registers internalMutation contracts", () => {
   }
 });
 
+test("replaceAuditFindings replaces persisted audit findings with evidence refs", () => {
+  const replaceSource = extractExportSource("replaceAuditFindings");
+
+  assert.equal(
+    hasPattern(replaceSource, /query\("auditFindings"\)/),
+    true,
+    "replaceAuditFindings should query auditFindings.",
+  );
+  assert.equal(
+    hasPattern(replaceSource, /withIndex\("by_auditId"/),
+    true,
+    "replaceAuditFindings should query existing findings by auditId.",
+  );
+  assert.equal(
+    hasPattern(replaceSource, /ctx\.db\.delete\(/),
+    true,
+    "replaceAuditFindings should delete stale findings before inserting replacements.",
+  );
+  assert.equal(
+    hasPattern(replaceSource, /ctx\.db\.insert\(\s*"auditFindings"/),
+    true,
+    "replaceAuditFindings should insert into auditFindings.",
+  );
+  for (const field of [
+    "skillId",
+    "claim",
+    "recommendation",
+    "customerBenefit",
+    "severity",
+    "confidence",
+    "evidenceRefs",
+    "reviewStatus",
+  ]) {
+    assert.equal(
+      hasPattern(replaceSource, new RegExp(`${field}:\\s*finding\\.${field}`)),
+      true,
+      `replaceAuditFindings should persist ${field}.`,
+    );
+  }
+});
+
 test("queueLeadAuditGeneration dedupes pending/running runs and schedules action", () => {
   const queueSource = extractExportSource("queueLeadAuditGeneration");