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Level 3 · Advanced Production Systems

Goal: build RAG systems that hold up in production — agentic and multi-hop retrieval, graph-based knowledge, real vector databases, evaluation at scale, and the operational concerns (latency, freshness, observability) that separate demos from services.

Modules

  1. Agentic RAG
  2. Multi-Hop Retrieval & Query Decomposition
  3. GraphRAG & Knowledge Graphs
  4. Production Vector Databases
  5. Embedding Model Selection & Fine-Tuning
  6. Evaluation at Scale
  7. Streaming, Caching & Latency
  8. Incremental Indexing & Freshness
  9. Observability & Tracing
  10. Project — Agentic Research Assistant