@@ -8,6 +8,7 @@ import { fileURLToPath } from 'node:url';
 import { ownerBrowser } from '@repo/browser-testing/owner-browser';
 import metadata from '../package.json';
 import { CALLBACK_URL, PLUGIN_ID } from '../src/contract';
+import { evidenceFromMessages } from '../src/learning-evidence';
 import { LearningStore } from '../src/learning-store';
 import { OPENCLAW_INSTALL_COMMAND, openclawSetupPrompt } from '../src/setup-prompt';
 import { reservePort, startApp } from './e2e-app';
@@ -102,6 +103,35 @@ async function configuration() {
   );
 }
 
+const completedEvidence = evidenceFromMessages([
+  { role: 'user', content: 'This conversation has already been learned.', timestamp: 1 },
+]);
+async function verifyLearningProgress(input: { seed?: boolean } = {}) {
+  const state = await Bun.file(connectionFile).json();
+  const store = new LearningStore({
+    directory: dirname(connectionFile),
+    config: state.config,
+    connectionId: state.learningId,
+  });
+  try {
+    const pending = store.status().pending;
+    store.capture({
+      source: 'completed-conversation',
+      evidence: completedEvidence,
+      now: Date.now(),
+    });
+    if (input.seed) {
+      const job = store.next({ agentId: 'main', now: Date.now() })!;
+      assert.equal(job.source, 'completed-conversation');
+      store.acknowledge({ sessionKey: job.sessionKey });
+      store.finish({ id: job.id, now: Date.now() });
+    }
+    assert.equal(store.status().pending, pending, 'Completed conversation was queued again');
+  } finally {
+    store.close();
+  }
+}
+
 await mkdir(join(directory, 'bin'), { recursive: true });
 await writeFile(
   join(directory, 'bin/openclaw'),
@@ -251,6 +281,7 @@ config.models={providers:{fixture:{baseUrl:${JSON.stringify(`${model.origin}/v1`
   assert(connected.plugins.entries['active-memory'].config.allowedChatTypes.includes('group'));
   assert((await command(['openclaw', 'context-use', 'status'])).includes('"connected": true'));
   console.log('Native installation and pasted callback authorization passed.');
+  await verifyLearningProgress({ seed: true });
 
   await command(['npx', '--yes', packageSpec, 'connect', app.origin]);
   assert((await Bun.file(connectionFile).json()).oauth.tokens);
@@ -285,6 +316,7 @@ config.models={providers:{fixture:{baseUrl:${JSON.stringify(`${model.origin}/v1`
   console.log(
     'Explicit reconnect registered and authorized a fresh client while retaining restoration history.',
   );
+  await verifyLearningProgress();
   await mkdir(join(directory, 'moved'));
   const movedApp = await startApp({ repo, directory: join(directory, 'moved'), node });
   let movedOwner: Awaited<ReturnType<typeof ownerBrowser>> | undefined;
@@ -321,6 +353,7 @@ config.models={providers:{fixture:{baseUrl:${JSON.stringify(`${model.origin}/v1`
     }),
   );
   assert.deepEqual((await Bun.file(connectionFile).json()).changes, originalJournal);
+  await verifyLearningProgress();
   const reauthorizedConfig = await configuration();
   assert.equal(
     reauthorizedConfig.plugins.entries['active-memory'].config.timeoutMs,
@@ -478,6 +511,7 @@ config.models={providers:{fixture:{baseUrl:${JSON.stringify(`${model.origin}/v1`
     clientName: 'OpenClaw reinstallation',
   });
   await authorize(newRedirect);
+  await verifyLearningProgress();
   // This was the original timeout before reinstallation, so it must not look like a failed commit.
   await configure("config.plugins.entries['active-memory'].config.timeoutMs=45000;");
   await command(['npx', '--yes', packageSpec, 'connect', app.origin]);
 
@@ -15,7 +15,13 @@ import {
   prepareConfiguration,
   restoreConfiguration,
 } from './configuration';
-import { AUTHORIZATION_SCOPE, PLUGIN_ID, REQUEST_TIMEOUT_MS, serverUrl } from './contract';
+import {
+  AUTHORIZATION_SCOPE,
+  PLUGIN_ID,
+  type PluginConfig,
+  REQUEST_TIMEOUT_MS,
+  serverUrl,
+} from './contract';
 import { ConnectionError } from './error';
 import { attachmentDirectory, LearningStore, learningDatabase } from './learning-store';
 import { authorizationResponse, oauthProvider } from './oauth';
@@ -62,6 +68,18 @@ async function removeLearningData(input: {
   }
 }
 
+function preserveLearningProgress(input: {
+  directory: string;
+  config: PluginConfig;
+  connectionId?: string;
+}): void {
+  const { connectionId } = input;
+  if (connectionId && existsSync(join(input.directory, learningDatabase(connectionId)))) {
+    // Export receipts from a queue created before durable progress was introduced.
+    new LearningStore({ ...input, connectionId }).close();
+  }
+}
+
 export async function connect(input: {
   directory: string;
   instance: string;
@@ -86,6 +104,11 @@ export async function connect(input: {
       await installPackage();
       if (input.reauthorize || state.config.serverUrl !== config.serverUrl) {
         const previousLearningId = state.learningId;
+        preserveLearningProgress({
+          directory: input.directory,
+          config: state.config,
+          connectionId: previousLearningId,
+        });
         state.config = config;
         state.oauth = {};
         state.tools = [];
@@ -147,6 +170,11 @@ export async function finishAuthorization(input: {
       delete state.oauth.verifier;
       // A new authorization can belong to another person even when the OAuth client is reused.
       const previousLearningId = state.learningId;
+      preserveLearningProgress({
+        directory: input.directory,
+        config: state.config,
+        connectionId: previousLearningId,
+      });
       state.learningId = randomUUID();
       await writeState({ directory: input.directory, state });
       if (previousLearningId) {
@@ -187,6 +215,13 @@ export async function disconnect(directory: string): Promise<{ preserved: string
           }
         },
       });
+      if (state?.learningId) {
+        preserveLearningProgress({
+          directory,
+          config: state.config,
+          connectionId: state.learningId,
+        });
+      }
       await rm(directory, { recursive: true, force: true });
       return { preserved };
     },
 
@@ -1,4 +1,4 @@
-import { randomUUID } from 'node:crypto';
+import { createHash, randomUUID } from 'node:crypto';
 import { chmodSync, mkdirSync } from 'node:fs';
 import { join } from 'node:path';
 import { DatabaseSync } from 'node:sqlite';
@@ -19,6 +19,14 @@ export const attachmentDirectory = (connectionId: string) =>
 export const DREAM_INTERVAL_MS = 21_600_000;
 export const learningDatabase = (connectionId: string) =>
   `learning-${encodeURIComponent(connectionId)}.sqlite`;
+const learningProgressDirectory = (directory: string) => `${directory}.progress`;
+
+export function learningProgressDatabase(input: { directory: string; config: PluginConfig }) {
+  const scope = createHash('sha256')
+    .update(JSON.stringify([input.config.serverUrl, input.config.agentId]))
+    .digest('hex');
+  return join(learningProgressDirectory(input.directory), `${scope}.sqlite`);
+}
 
 export type LearningJob = {
   id: string;
@@ -32,7 +40,7 @@ export type LearningJob = {
   startedAt: number;
 };
 
-/** A temporary delivery queue, not an alternative personal memory store. */
+/** Temporary evidence with durable completion receipts, not an alternative personal memory store. */
 export class LearningStore {
   private readonly db: DatabaseSync;
 
@@ -73,19 +81,53 @@ export class LearningStore {
       this.db.close();
       throw new Error('Context Use learning queue belongs to a different connection.');
     }
+    // Receipts belong to the destination and agent, independently of OAuth credentials
+    // and the private connection directory removed during uninstall.
+    try {
+      mkdirSync(learningProgressDirectory(input.directory), {
+        recursive: true,
+        mode: PRIVATE_DIRECTORY_MODE,
+      });
+      const progressPath = learningProgressDatabase(input);
+      this.db.prepare('ATTACH DATABASE ? AS progress').run(progressPath);
+      chmodSync(progressPath, PRIVATE_FILE_MODE);
+      this.db.exec(`
+      CREATE TABLE IF NOT EXISTS progress.completed (
+        source TEXT NOT NULL, fingerprint TEXT NOT NULL, PRIMARY KEY (source, fingerprint)
+      );
+      CREATE TABLE IF NOT EXISTS progress.attachments (
+        source TEXT NOT NULL, key TEXT NOT NULL, asset TEXT, uploadName TEXT,
+        PRIMARY KEY (source, key)
+      );
+      INSERT OR IGNORE INTO progress.completed
+        SELECT source, fingerprint FROM evidence WHERE text IS NULL;
+      INSERT OR IGNORE INTO progress.attachments
+        SELECT source, key, asset, uploadName FROM attachments
+        WHERE asset IS NOT NULL OR uploadName IS NOT NULL;
+      `);
+    } catch (error) {
+      this.db.close();
+      throw error;
+    }
   }
 
   capture(input: { source: string; evidence: LearningEvidence[]; now: number }): void {
     this.transaction(() => {
       const insert = this.db.prepare(
-        'INSERT OR IGNORE INTO evidence(source, fingerprint, text, capturedAt) VALUES (?, ?, ?, ?)',
+        `INSERT OR IGNORE INTO evidence(source, fingerprint, text, capturedAt)
+        SELECT ?, ?, ?, ? WHERE NOT EXISTS (
+          SELECT 1 FROM progress.completed WHERE source = ? AND fingerprint = ?
+        )`,
       );
       for (const item of input.evidence) {
-        insert.run(input.source, item.key, item.text, input.now);
+        insert.run(input.source, item.key, item.text, input.now, input.source, item.key);
         if (item.attachment) {
           this.db
-            .prepare(`INSERT OR IGNORE INTO attachments(source, key, evidenceId, data)
-            SELECT source, fingerprint, id, ? FROM evidence WHERE source = ? AND fingerprint = ?`)
+            .prepare(`INSERT OR IGNORE INTO attachments(source, key, evidenceId, data, asset, uploadName)
+            SELECT e.source, e.fingerprint, e.id, ?, p.asset, p.uploadName
+            FROM evidence e LEFT JOIN progress.attachments p
+              ON p.source = e.source AND p.key = e.fingerprint
+            WHERE e.source = ? AND e.fingerprint = ? AND e.text IS NOT NULL`)
             .run(JSON.stringify(item.attachment), input.source, item.key);
         }
       }
@@ -209,30 +251,46 @@ export class LearningStore {
 
   prepareAttachmentUpload(input: { jobId: string; key: string; name: string }): string {
     const source = this.attachmentSource(input);
-    this.db
-      .prepare(
-        'UPDATE attachments SET uploadName = COALESCE(uploadName, ?) WHERE source = ? AND key = ?',
-      )
-      .run(input.name, source, input.key);
-    return (
+    return this.transaction(() => {
       this.db
-        .prepare('SELECT uploadName FROM attachments WHERE source = ? AND key = ?')
-        .get(source, input.key) as { uploadName: string }
-    ).uploadName;
+        .prepare(
+          'UPDATE attachments SET uploadName = COALESCE(uploadName, ?) WHERE source = ? AND key = ?',
+        )
+        .run(input.name, source, input.key);
+      this.preserveAttachment({ source, key: input.key });
+      return (
+        this.db
+          .prepare('SELECT uploadName FROM attachments WHERE source = ? AND key = ?')
+          .get(source, input.key) as { uploadName: string }
+      ).uploadName;
+    });
   }
 
   clearAttachmentUploadName(input: { jobId: string; key: string }): void {
     const source = this.attachmentSource(input);
-    this.db
-      .prepare('UPDATE attachments SET uploadName = NULL WHERE source = ? AND key = ?')
-      .run(source, input.key);
+    this.transaction(() => {
+      this.db
+        .prepare('UPDATE attachments SET uploadName = NULL WHERE source = ? AND key = ?')
+        .run(source, input.key);
+      this.preserveAttachment({ source, key: input.key });
+    });
   }
 
   savedAttachment(input: { jobId: string; key: string; asset: string }): void {
     const source = this.attachmentSource(input);
+    this.transaction(() => {
+      this.db
+        .prepare('UPDATE attachments SET asset = ? WHERE source = ? AND key = ?')
+        .run(input.asset, source, input.key);
+      this.preserveAttachment({ source, key: input.key });
+    });
+  }
+
+  private preserveAttachment(input: { source: string; key: string }): void {
     this.db
-      .prepare('UPDATE attachments SET asset = ? WHERE source = ? AND key = ?')
-      .run(input.asset, source, input.key);
+      .prepare(`INSERT OR REPLACE INTO progress.attachments
+        SELECT source, key, asset, uploadName FROM attachments WHERE source = ? AND key = ?`)
+      .run(input.source, input.key);
   }
 
   acknowledge(input: { sessionKey: string; omittedAttachments?: string[] }): void {
@@ -272,6 +330,10 @@ export class LearningStore {
         throw new Error('Learning must be acknowledged before removing its evidence.');
       }
       if (job.kind === 'learn') {
+        this.db
+          .prepare(`INSERT OR IGNORE INTO progress.completed
+            SELECT source, fingerprint FROM evidence WHERE source = ? AND id <= ?`)
+          .run(job.source, job.through);
         this.db
           .prepare('UPDATE evidence SET text = NULL WHERE source = ? AND id <= ?')
           .run(job.source, job.through);
 
@@ -43,6 +43,9 @@ Run ${OPENCLAW_INSTALL_COMMAND} remove. It restores the plugin's configuration
 changes, clears local credentials, cancels unfinished learning, discards pending
 local evidence, and uninstalls the package. User edits, remote memories, and
 conversation history are preserved. It also works when setup was unfinished or disabled.
+Completed-learning fingerprints and saved-attachment references remain locally so reinstalling
+for the same instance and agent does not repeat completed work. These receipts contain no
+conversation text, attachment bytes, or credentials.
 
 Removal runs separately so the requesting turn can finish. End this turn once
 removal is queued. Do not poll in this turn, schedule retries, stop the gateway,
 
@@ -12,7 +12,8 @@ import { attachmentsFromMessages } from '../src/learning-evidence';
 import { attachmentDirectory, LearningStore } from '../src/learning-store';
 
 test('staged original bytes survive loss of the host cache and are removed after learning', async () => {
-  const directory = await mkdtemp(join(tmpdir(), 'learning-attachments-'));
+  const root = await mkdtemp(join(tmpdir(), 'learning-attachments-'));
+  const directory = join(root, 'connection');
   const connectionId = 'owner';
   const config = { agentId: 'main', serverUrl: 'https://example.com/mcp' };
   const db = new LearningStore({ directory, config, connectionId });
@@ -53,6 +54,6 @@ test('staged original bytes survive loss of the host cache and are removed after
     await expect(read()).rejects.toThrow();
   } finally {
     db.close();
-    await rm(directory, { recursive: true, force: true });
+    await rm(root, { recursive: true, force: true });
   }
 });