Your AI Agent Doesn’t Need Better Memory. It Needs This. скачать в хорошем качестве

Your AI Agent Doesn’t Need Better Memory. It Needs This.

I built two AI memory systems… then threw them both away. The first was a Laravel knowledge graph with Neo4j. The second was a clean Go rewrite. Both shipped. Both worked. Then I realized they were doing the exact same thing every other tool does: retrieval. So I went back to 1980s cognitive science papers and built something different. MuninnDB is a cognitive database. It doesn’t just fetch — it activates, decays, forms Hebbian associations, tracks Bayesian confidence, and surfaces things before you ask. No LLM required. No API keys. Single static binary. Bundled local embedder. This is the full story of what it actually feels like when memory starts behaving like memory.