RAG & Vector Search
Deep-dive into HNSW graph algorithms, single-stage filtered search, hybrid BM25 + dense retrieval, and sub-millisecond similarity queries.
AI Agent Memory Architectures
Master stateful conversational architectures with LangGraph, separating transient session memory from durable cross-session user profiles.
Production Enterprise Scale
End-to-end architectures utilizing Redis LangCache, AWS Bedrock foundation models, LlamaIndex multi-agent workflows, and real-time ML feature stores.