While everyone fixates on the next model release, the real productivity gains come from the tooling layer: LSP integration, the Skills standard, and specification frameworks that make AI assistants genuinely useful.
The NSIP API Client brings sheep breeding genetics data into AI assistants, enabling farmers to make data-driven breeding decisions with natural language queries and real-time genetic analysis.
The new lsp-tools plugin enforces semantic code navigation in Claude Code, replacing grep-based guesswork with IDE-like precision for refactoring and code understanding.
A framework for persistent, distributed, and progressively-hydrated memory in AI-assisted development using Git's native notes mechanism.
Comprehensive guide to the National Sheep Improvement Program API client, MCP server, and AI-powered shepherd agent for genetic analysis and breeding decisions.
How we built persistent memory for AI coding assistants using Git notes, and why it matters for developer experience.