I turned endless post-mortems into a 90-minute, repeatable workflow so my engineering team captures incidents fast, learns quickly, and ships fixes that stick.

I built a repeatable system that lets me master new frameworks in weeks. My playbook, orientation, AI-driven prompts, turns a learning curve into a sprint.

When we hit ten people I felt safe, but hitting 100 turned into a train I couldn't stop. I built a playbook that tames the chaos, and you can start using it now.

I turned the myth that AI needs a PhD team into a pocket-sized playbook I use with non-technical founders, letting us ship AI features in weeks and impact.

I thought deep expertise was the only path, but after years of writing code, securing systems, and aligning product, I realized breadth is the competitive moat.