Giuliano Liguori

@ingliguori

RAG ≠ “just embeddings + GPT.” It’s a 9-step system: Ingest → Chunk → Embed → Index → Retrieve (Hybrid) → Orchestrate → Generate → Observe → Evaluate Dense + BM25 + Rerank > single search. Observability > guesswork. System thinking wins. 🧠 Credit: Tech with Mak #RAG #AI #LLM #VectorDB