Git-Native Semantic Memory for LLM Agents
A framework for persistent, distributed, progressively-hydrated memory in AI-assisted development, built on Git's native notes mechanism for LLM agents.
Blog
NSIP API Client and MCP Server: A Complete Guide
A complete guide to the National Sheep Improvement Program API client, MCP server, and AI shepherd agent for genetic analysis and breeding decisions.
Teaching AI Assistants to Remember
How we built persistent memory for AI coding assistants using Git notes, why it matters for developer experience, and what it means for context limits.