Spaces:
Paused
Paused
| # ✅ TaskRecorder Implementation Complete | |
| **Date:** 2025-11-24 | |
| **Status:** ✅ Fully Implemented | |
| --- | |
| ## 🎯 IMPLEMENTATION SUMMARY | |
| TaskRecorder er nu implementeret som et intelligent task observation og automation suggestion system, der: | |
| - Observerer alle tasks der udføres | |
| - Lærer mønstre fra gentagne tasks | |
| - Foreslår automation efter N observationer | |
| - **KRITISK:** Kræver ALTID bruger-godkendelse før execution | |
| - Agenter kan ALDRIG committe real tasks uden GO fra bruger | |
| --- | |
| ## 🔒 SECURITY MODEL | |
| ### CRITICAL RULES | |
| 1. **NEVER Auto-Execute:** Agenter kan ALDRIG udføre real tasks uden eksplicit godkendelse | |
| 2. **Always Require Approval:** Alle automation suggestions kræver bruger-godkendelse | |
| 3. **Double Check:** Execution requests tjekker approval status før execution | |
| 4. **Audit Trail:** Alle approvals og executions logges til database | |
| --- | |
| ## 📦 COMPONENTS IMPLEMENTED | |
| ### 1. TaskRecorder Core ✅ | |
| **Location:** `apps/backend/src/mcp/cognitive/TaskRecorder.ts` | |
| **Features:** | |
| - ✅ Task observation (automatic via event listeners) | |
| - ✅ Pattern learning (frequency, success rate, duration) | |
| - ✅ Automation suggestion (after 3+ observations, 70%+ success rate) | |
| - ✅ Approval workflow (approve/reject suggestions) | |
| - ✅ Execution tracking (all executions logged) | |
| - ✅ Database persistence (SQLite tables) | |
| **Key Methods:** | |
| - `observeTask()` - Record task execution | |
| - `checkAndSuggestAutomation()` - Auto-suggest after patterns detected | |
| - `approveSuggestion()` - User approves automation | |
| - `requestTaskExecution()` - Execute with approval check | |
| - `getPendingSuggestions()` - Get suggestions awaiting approval | |
| --- | |
| ### 2. MCP Tools ✅ | |
| **Location:** `apps/backend/src/mcp/toolHandlers.ts` | |
| **5 New MCP Tools:** | |
| 1. **`taskrecorder.get_suggestions`** - Get pending automation suggestions | |
| - Returns all suggestions awaiting approval | |
| - Includes confidence, observed count, estimated benefit | |
| 2. **`taskrecorder.approve`** - Approve automation suggestion | |
| - **CRITICAL:** Only way to approve automation | |
| - Records approval in database | |
| - Enables execution (but still requires approval per execution) | |
| 3. **`taskrecorder.reject`** - Reject automation suggestion | |
| - Marks suggestion as rejected | |
| - Prevents further automation attempts | |
| 4. **`taskrecorder.execute`** - Request task execution | |
| - **CRITICAL:** Checks approval status before execution | |
| - Never executes without approval | |
| - Logs execution to database | |
| 5. **`taskrecorder.get_patterns`** - Get learned task patterns | |
| - Shows all observed patterns | |
| - Frequency, success rate, duration | |
| - Suggestion status | |
| --- | |
| ## 🔄 OPERATIONAL FLOW | |
| ``` | |
| User performs task | |
| ↓ | |
| TaskRecorder observes (via event listeners) | |
| ↓ | |
| Pattern updated (frequency, success rate) | |
| ↓ | |
| After 3+ observations + 70%+ success rate: | |
| ↓ | |
| Automation suggestion created | |
| ↓ | |
| Suggestion sent to user (via event) | |
| ↓ | |
| User reviews suggestion | |
| ↓ | |
| User approves OR rejects | |
| ↓ | |
| If approved: Task can be executed (but still requires approval per execution) | |
| ↓ | |
| Execution request checks approval status | |
| ↓ | |
| If approved: Execute and log | |
| ↓ | |
| If not approved: Reject with message | |
| ``` | |
| --- | |
| ## 📊 DATABASE SCHEMA | |
| ### task_observations | |
| - Records every task execution | |
| - Includes: task type, signature, user, success, duration, context | |
| ### task_patterns | |
| - Aggregated patterns from observations | |
| - Includes: frequency, success rate, average duration, contexts | |
| ### automation_suggestions | |
| - Suggestions awaiting approval | |
| - Includes: confidence, observed count, suggested action, status | |
| ### task_executions | |
| - Approved and executed tasks | |
| - Includes: suggestion ID, params, approver, execution time | |
| --- | |
| ## 🚀 USAGE EXAMPLES | |
| ### Example 1: Observe Task (Automatic) | |
| ```typescript | |
| // TaskRecorder automatically observes via event listeners | |
| // No manual call needed - happens automatically when: | |
| // - MCP tools are executed | |
| // - Autonomous tasks are run | |
| ``` | |
| ### Example 2: Get Suggestions | |
| ```typescript | |
| // Via MCP | |
| const suggestions = await mcp.send('backend', 'taskrecorder.get_suggestions', {}); | |
| // Returns: | |
| { | |
| success: true, | |
| suggestions: [ | |
| { | |
| id: 'sug-123', | |
| taskType: 'vidensarkiv.add', | |
| suggestedAction: 'Automate "vidensarkiv.add" task (observed 5 times with 100% success rate)', | |
| confidence: 1.0, | |
| observedCount: 5, | |
| estimatedBenefit: 'Saves ~150ms per execution', | |
| requiresApproval: true | |
| } | |
| ], | |
| count: 1 | |
| } | |
| ``` | |
| ### Example 3: Approve Suggestion | |
| ```typescript | |
| await mcp.send('backend', 'taskrecorder.approve', { | |
| suggestionId: 'sug-123' | |
| }); | |
| // Returns: | |
| { | |
| success: true, | |
| message: 'Automation suggestion approved', | |
| suggestionId: 'sug-123', | |
| approvedBy: 'user-123', | |
| note: 'Task can now be executed, but still requires approval for each execution' | |
| } | |
| ``` | |
| ### Example 4: Execute Task (With Approval Check) | |
| ```typescript | |
| const result = await mcp.send('backend', 'taskrecorder.execute', { | |
| suggestionId: 'sug-123', | |
| taskSignature: 'sig-abc123', | |
| taskType: 'vidensarkiv.add', | |
| params: { content: 'test', metadata: {} } | |
| }); | |
| // If approved: | |
| { | |
| success: true, | |
| approved: true, | |
| executionId: 'exec-456', | |
| message: 'Task execution started (with approval)' | |
| } | |
| // If not approved: | |
| { | |
| success: false, | |
| approved: false, | |
| message: 'Task execution requires approval. Please approve the suggestion first.' | |
| } | |
| ``` | |
| --- | |
| ## 🔒 SECURITY FEATURES | |
| 1. **Double Approval Check:** | |
| - Suggestion must be approved | |
| - Each execution still checks approval status | |
| 2. **Audit Trail:** | |
| - All approvals logged with userId and timestamp | |
| - All executions logged with approver info | |
| 3. **No Auto-Execution:** | |
| - `requiresApproval` is ALWAYS true for real tasks | |
| - Cannot be bypassed | |
| 4. **Event-Based Observation:** | |
| - Observes via event listeners (passive) | |
| - No interference with normal operations | |
| --- | |
| ## ⚙️ CONFIGURATION | |
| **Thresholds:** | |
| - `MIN_OBSERVATIONS_FOR_SUGGESTION = 3` - Suggest after 3 observations | |
| - `MIN_CONFIDENCE_FOR_SUGGESTION = 0.7` - 70% success rate minimum | |
| **Customizable:** | |
| - Can adjust thresholds in TaskRecorder constructor | |
| - Can modify suggestion criteria | |
| --- | |
| ## 📈 INTEGRATION POINTS | |
| ### Event Listeners | |
| - `mcp.tool.executed` - Observes MCP tool executions | |
| - `autonomous.task.executed` - Observes autonomous agent tasks | |
| ### Event Emitters | |
| - `taskrecorder.suggestion.created` - New suggestion available | |
| - `taskrecorder.suggestion.approved` - Suggestion approved | |
| - `taskrecorder.execution.started` - Task execution started | |
| ### ProjectMemory Integration | |
| - Logs all suggestions to ProjectMemory | |
| - Tracks automation patterns | |
| --- | |
| ## ✅ TESTING | |
| **Manual Test:** | |
| 1. Perform same task 3+ times | |
| 2. Check `taskrecorder.get_suggestions` - should see suggestion | |
| 3. Approve suggestion via `taskrecorder.approve` | |
| 4. Execute via `taskrecorder.execute` - should succeed | |
| 5. Try executing without approval - should fail | |
| **Integration Test:** | |
| 1. Trigger MCP tools multiple times | |
| 2. Verify observations recorded | |
| 3. Verify patterns created | |
| 4. Verify suggestions generated | |
| 5. Test approval workflow | |
| --- | |
| ## 🎉 SUCCESS METRICS | |
| - ✅ Task observation working | |
| - ✅ Pattern learning functional | |
| - ✅ Automation suggestions generated | |
| - ✅ Approval workflow secure | |
| - ✅ Execution requires approval | |
| - ✅ Audit trail complete | |
| - ✅ Never auto-executes without approval | |
| --- | |
| **Implementation Date:** 2025-11-24 | |
| **Status:** ✅ Complete and Secure | |
| **Security:** ✅ User approval ALWAYS required | |