Operations

Production-ready practices for RAG systems.

Deploy, monitor, secure, and optimize RAG systems in production.


Observability & Monitoring

Level: Intermediate

Track retrieval quality, latency, costs, and failures with comprehensive monitoring.

Topics: logging • tracing • dashboards • alerting


Performance Optimization

Level: Intermediate

Reduce latency with caching, parallel processing, and database optimization.

Topics: caching • async • batching • indexing


Security & Privacy

Level: Advanced

Protect sensitive data with PII detection, access control, encryption, and compliance.

Topics: pii-redaction • access-control • gdpr • hipaa


Testing

Level: Intermediate

Unit tests, integration tests, and regression testing for RAG pipelines.

Topics: pytest • evaluation-metrics • mocking • performance-testing