Project / 001
StatusActive
Personal Knowledge Agent
Agent/RAG/PostgreSQL/pgvector
A personal RAG system for retrieving, connecting, and reasoning over my own knowledge.
Question
Can a personal knowledge system become something I can reason with, rather than just somewhere I store information?
Decisions
How it's taking shape
01
PostgreSQL as the core store
Keep structured metadata, relational data, and vector embeddings close together instead of splitting the system too early.
02
Retrieval before generation
Treat retrieval quality as a core capability rather than assuming a stronger model will compensate for weak context.
03
Memory as a system
Separate what gets stored, summarized, retrieved, and promoted back into context.
Continue Exploring
Related
Research
AI Agents
How agents reason, remember, use tools, coordinate tasks, and become useful beyond a single prompt.
Research
Knowledge Systems
How information can be captured, connected, retrieved, and turned into something an AI system can actually reason over.
Knowledge
Building Agent Memory with PostgreSQL
Agent/PostgreSQL/Memory
Knowledge
Designing a Personal RAG System
RAG/Retrieval/Knowledge