Built an open-source memory layer for local LLMs — single-shot calls, auto-extracted constraints, no context degradation

A developer built an open-source memory layer, Steerhead, for local LLMs to solve the problem of losing context and architectural decisions across chat sessions. The tool provides session persistence and auto-extracted constraints, tested with Llama 3.3 70B via Groq.