# AI Agent Platform - Post-Implementation Review

## Deployment Information
- **Version:** [Version Number]
- **Deployment Date:** [YYYY-MM-DD]
- **Review Date:** [YYYY-MM-DD]
- **Review Lead:** [Name]

## Performance Metrics
### System Performance
| Metric              | Target | Actual | Variance |
|---------------------|--------|--------|----------|
| API Response Time   | 500ms  | [ ]ms  | [ ]%     |
| Error Rate          | <0.5%  | [ ]%   | [ ]%     |
| Throughput          | 1000rps| [ ]rps | [ ]%     |

### Resource Utilization
| Component       | CPU Usage | Memory Usage | Network I/O |
|-----------------|-----------|--------------|-------------|
| Orchestrator    | [ ]%      | [ ]MB        | [ ]MB/s     |
| NLP Service     | [ ]%      | [ ]MB        | [ ]MB/s     |
| Security Layer  | [ ]%      | [ ]MB        | [ ]MB/s     |

## Security Validation
### Security Findings
| ID  | Finding | Status | Resolution Date |
|-----|---------|--------|-----------------|
| [ ] | [ ]     | [ ]    | [ ]             |

### Audit Results
- [ ] All critical findings resolved
- [ ] Medium findings addressed per plan
- [ ] Security controls validated

## User Feedback
### Key Themes
1. [Theme 1]
   - Positive: [%]
   - Negative: [%]
2. [Theme 2]
   - Positive: [%]
   - Negative: [%]

### Feature Adoption
| Feature         | Expected | Actual | Variance |
|-----------------|----------|--------|----------|
| Core Functions  | [ ]%     | [ ]%   | [ ]%     |
| Advanced Tools  | [ ]%     | [ ]%   | [ ]%     |

## Lessons Learned
### What Went Well
1. [Item 1]
2. [Item 2]

### Improvement Opportunities
1. [Item 1]
2. [Item 2]

### Action Items
| Item | Owner | Due Date | Status |
|------|-------|----------|--------|
| [ ]  | [ ]   | [ ]      | [ ]    |

## Sign-off
- [ ] Engineering Lead
- [ ] Security Lead
- [ ] Product Owner