Day 11: Memory Systems for AI — AI System Engineer

Celkový progres 37%

🎯 Cieľ dňa

Pochopiť taxonómiu AI memory systémov a implementovať persistent memory s vector store a scoping.

core practice

Komprehenzívny overview: short-term, long-term, episodic, semantic, procedural.

Deep dive: episodic, semantic, procedural memory s implementation stratégiami.

Hands-on: Mem0 open-source memory layer. User/session/agent memory scopes.

Production-grade: Chroma pre dokumenty + Mem0 pre user memory, oba ako agent tools.

Memory Taxonomy — Short-term (conversation), Long-term (persistent), Episodic (events), Semantic (facts), Procedural (how-to)

Vector Stores — ChromaDB, Pinecone, Weaviate, pgvector, FAISS — semantic similarity search

Memory Scoping — User memory (per person), Session (per conversation), Agent (per instance) — Mem0 implementácia

Hybrid Memory — Vector search + knowledge graphs; Mem0 +26% vs OpenAI built-in memory na LOCOMO benchmarku

Buildni personal assistant s persistent memory.