AI Engineering
Small Bugs Should Not Wait for a Free Afternoon
How we connected production logs to a coding agent that reproduces a bug, fixes it and opens a pull request, while engineers keep the merge.
Writing
Blog
Thinking on AI product leadership, platform strategy, and enterprise software — from practitioner to practitioner.
AI Engineering
Omni Loop: Agents Ship, You Steer
Why I built a delivery framework for coding agents, how the loop runs from idea to retro, and the three rules that keep people in charge.
AI Engineering
Before Building Another MCP, Make Your Codebase Agent-Ready
Eight dimensions that decide whether a coding agent becomes effective in your codebase, and why the limiting factor is almost never the model.
AI Engineering
AI Should Generate Manifests, Not Code
Generated code is unpredictable, hard to maintain, and expensive to validate. There is a better way: let AI generate structured declarations, and let a deterministic runtime handle the rest.
AI Strategy
You Might Not Need AI
A practical essay on when AI creates value, when it creates unnecessary complexity, and why deterministic problems often deserve deterministic solutions.