feat: add wechat publish recovery and conversation memory

user-memory-profile.test.mjs

@@ -86,6 +86,19 @@ test('buildSessionMemoryEntries injects sandbox, guidance, and profile', () => {
   assert.match(entries[3].content, /Bob/);
 });
 
+test('buildSessionMemoryEntries injects stored conversation memories', () => {
+  const root = fs.mkdtempSync(path.join(os.tmpdir(), 'tkmind-memory-'));
+  const sessionPolicy = buildAgentExtensionPolicy(DEFAULT_USER_CAPABILITIES);
+  const entries = buildSessionMemoryEntries({
+    workingDir: root,
+    sessionPolicy,
+    userContext: { userId: 'user-3', displayName: 'Carol', username: 'carol' },
+    userMemories: [{ label: 'interest', text: '用户关注 AI 产品设计' }],
+  });
+  assert.equal(entries.at(-1).title, 'TKMind 已沉淀用户记忆');
+  assert.match(entries.at(-1).content, /AI 产品设计/);
+});
+
 test('renderMemoryStoreGuidance scopes memory to one user', () => {
   const text = renderMemoryStoreGuidance({ addressName: '小陈' });
   assert.match(text, /小陈/);