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5a81b95 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 | # ✅ 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
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