Local LLMs are fantastic, and they keep getting better at a staggering pace. I have non-negotiable reasons for preferring a local setup over relying on cloud giants like Claude or ChatGPT. Because of ...

Docker + Docker Compose (for Neo4j, Qdrant, Ollama) Python 3.11 or 3.12 — see the venv note below ~6 GB free disk for container images + at least one Ollama model ⚠️ Use Python 3.11 or 3.12. Some ...

Your agent finally stops forgetting. Permanent memory. Local memory infrastructure. API-provider agnostic. Surgically token-efficient. Seven memory layers. Automatic, intelligent context injection.

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