AI Agents in 2026: Beyond Chat to Autonomous Development
How AI agents evolved from Q&A to autonomous task execution. Patterns, pitfalls, and practical implementations from building production AI tools.
Blog
Software Engineering Meets Sheep Farming: NSIP Tools
Building the nsip-api-client to make sheep genetics data accessible to breeders. A Python library bridging software development and precision agriculture.
Bridging AI Memory to Ontology: The Cognitive Triad
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.
Friday Roundup - Week 4: New Tools for AI Development
Google doubles down on Gemini 3, new AI agent research drops on ArXiv, and six new tools for AI-powered development.
git-adr: Keeping Architecture Decisions in Git Notes
Architecture Decision Records without file clutter:git-adr stores ADRs in git notes, avoiding merge conflicts while keeping decisions tied to your commit history.
Introducing sigint: Signal Intelligence for Market Research
Claude Code plugin for autonomous market research with report generation, GitHub issues, and three-valued trend analysis. Research smarter, not harder.
Hook-Driven Automated Test Framework for Claude Code
A novel approach to testing AI coding assistants from within the conversation using Claude Code's hook system to create a self-driving test loop.
LLM Context Windows: What 200K+ Tokens Actually Means
Practical implications of expanding context windows - what works, what doesn't, and optimal strategies for using 200K+ token contexts in development workflows.
Prompt Repetition Improves Non-Reasoning LLMs
A simple trick doubles LLM performance on hard problems: repeat your prompt twice. Token visibility mechanics explain why this works.
Friday Roundup - Week 3: AI Development Acceleration
AI innovation accelerating and self-reinforcing: Claude Cowork built in 10 days, Anthropic hits 90% AI-generated code, ChatGPT enters healthcare.