Technologist building AI-powered developer tools and precision agriculture systems. Creator of git-adr, claude-spec, and open source API tooling.
Claude Code shipped 35 releases since January 7, 2026. Three changes stand out: Opus 4.6's 1M-token context window, Agent Teams for parallel coordination, and async hooks for non-blocking automation. Here's what actually changed.
AI agents crossed a threshold in 2026: from answering questions to executing complex tasks autonomously. Here's what that shift means for development, based on building tools that parse 10MB datasets into structured project plans.
Making genetic selection data accessible changed how I think about software's impact. The nsip-api-client brings 20+ years of sheep breeding data to Python.
Why I made ontology a first-class requirement in the MIF standard, and how the cognitive triad connects persistent memory, semantic frameworks, and signal detection into a coherent AI architecture.
Google is making moves. Their Gemini 3 Pro model now powers AI Overviews for complex search queries. API calls more than doubled to 85 billion by August. Andrew Ng called it at Davos: “Google is clearly having a moment.”
Production-ready Claude Code plugins for architecture decisions, documentation review, and agricultural data.
Architecture Decision Records stored in git notes with AI-powered drafting.
Language Server Protocol tools for Claude Code with 28 language servers and comprehensive hook support.
Python client and MCP server for the National Sheep Improvement Program genetic database.
Technologist | Regenerative Agriculturist
Passionate about building robust, scalable systems and contributing to open source software. Specializing in backend architecture, API design, and developer tools.