Stringer: Bootstrapping AI Agents on Legacy Codebases
How a CPU-based CLI tool extracts actionable signals from mature repositories, giving AI agents the structured context they need without wasting inference tokens.
Blog
Thoughts on software development, technology, design, and building things.
Groundhog Day: Giving AI Agents Persistent Memory
How I use structured backlogs to give AI coding assistants the memory they need to work autonomously, including running overnight builds while I sleep.
Engineering Leadership in the Age of Agentic Coding: Why Day-2 Still Belongs to Humans
Shipping software is not the same as owning its behavior in production. As coding costs approach zero, the real challenge shifts to planning, operations, and accountability.