This is how I work

I design, analyze, and improve technical systems. Mostly infrastructure, automation, and things that quietly break at 03:00.

This page exists to save both of us time.

What I value

• Correctness over speed
• Simple systems over clever ones
• Documentation that matches reality
• Fixing root causes, not symptoms
• Automation only where it makes sense

What I don’t do

• No hype-driven tooling
• No unnecessary complexity
• No “move fast and hope” production systems
• No AI theater or productivity cosplay

How I use AI

I use AI as a multiplier, not a replacement.

• Drafting documentation
• Reviewing configurations
• Exploring edge cases
• Speeding up research

Decisions remain human.

What working with me looks like

• Clear scope
• Direct communication
• Written outcomes
• No performative meetings

Good fit

You might want to talk if:

• Your system feels fragile
• Automation exists but no one trusts it
• You want fewer tools, not more
• You value boring reliability

Bad fit

• You want miracles
• You want speed without tradeoffs
• You want trends instead of understanding