Blog

Notes from the workbench.

Technical support, applied AI, workflow automation, and lessons from building tools that people depend on.

How I structure AI agents around ownership, testing, and review

How I plan tasks, assign specialized agents, choose reasoning effort, and verify changes while building ChartaFlow.