How I work

I build systems that people keep using because they’re clear, low-maintenance, and easy to recover.

What I optimize for

  • Clear ownership
  • Low maintenance
  • Explicit failure modes
  • Simple rollback and removal

Bias: boring is good when it runs for months without attention.

Done means: someone else can operate it with confidence.

What I avoid

  • Automation without a stable workflow
  • Systems no one trusts
  • Tools that require constant babysitting
  • Complexity added for prestige

How I use tools

I use tools (including AI) when they improve clarity, speed, or reliability. If they add uncertainty, they don’t ship.