Antifragile systems
I build software that gains from disorder. Automation, AI integration, and data systems where upside is unlimited and downside is a rounding error — the same principles that separate traders who compound from those who blow up.
Security research. Reverse engineering. Live event infrastructure. High-stakes environments where fragility is expensive and uptime isn't negotiable.
Architecture that gets stronger when requirements change mid-sprint. AI-augmented development. Systems that extract signal from noise and improve under stress.