Deploy ten agents for optimization and development#9
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Ten parallel improvements implemented:
1. Test Coverage Enhancement:
- test_cache.py: Comprehensive cache module tests
- test_token_tracker.py: Token tracking tests with edge cases
2. LLM Semantic Caching:
- semantic_cache.py: Similarity-based caching to reduce API calls
- Support for configurable similarity threshold
3. Database Optimization:
- 002_add_indexes.py: Alembic migration with performance indexes
- Indexes for agent executions, audit logs, cost tracking
4. Advanced Rate Limiting:
- rate_limiter.py: Per-endpoint and per-user tier rate limits
- Sliding window algorithm with Redis support
5. Enhanced Metrics:
- enhanced_metrics.py: Extended Prometheus metrics
- Agent performance, LLM provider, cache, and SLA metrics
6. Circuit Breaker Pattern:
- circuit_breaker.py: Resilient service calls
- Adaptive retry, connection pooling
7. Security Enhancements:
- security.py: Password hashing, API key rotation
- Request signing, IP filtering, security audit logging
8. Enhanced Structured Logging:
- enhanced_logger.py: Sensitive data masking
- Log sampling, context propagation, performance profiling
9. TODO Item Resolution:
- Updated authentication documentation reference
10. Documentation Updates:
- API_GUIDE.md: Complete API reference
- aiops-dashboard.json: Grafana monitoring dashboard
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Ten parallel improvements implemented:
Test Coverage Enhancement:
LLM Semantic Caching:
Database Optimization:
Advanced Rate Limiting:
Enhanced Metrics:
Circuit Breaker Pattern:
Security Enhancements:
Enhanced Structured Logging:
TODO Item Resolution:
Documentation Updates: