I'm Auditing How I Work With AI
I use AI throughout product development, but volume does not prove value, so I am measuring where it helps, where I intervene, and where work gets repeated.
Development
What We Still Do Manually When Building With AI
AI can handle more implementation work, but people still need to choose the problem, judge the experience, manage risk, and accept the result.
When AI Gets Faster, Verification Becomes the Bottleneck
Faster AI can produce changes before a team can understand them, so the delivery advantage comes from tighter tasks and stronger evidence.
Running Parallel Wasp Start Instances with Git Worktrees
Git worktrees make parallel Wasp development possible, but truly isolated environments also need their own generated files, database, ports, and secrets.
Life Beyond Claude Code
You're paying the Anthropic subscription tax because you don't know your options. Claude Code is really three things in one — the harness, the model, the plugins. Split them up and you get the same power for way less. Here's how, and why I switched to Pi Agent.
Ship Daily, But Keep the House Clean
Shipping every day is how small teams win. But daily delivery without discipline is just expensive rework. Here is how we balance daily shipping with code quality, clean architecture, and constant refinement.