About
I stress-test systems until they break, then rebuild them better. Went from zero AI experience to architecting a 22-system directive framework in four months by breaking everything first. My approach is constraint-first: figure out where something fails before you figure out where it works. That applies to products, companies, and intelligence workflows. Building B2B intelligence tools that find what CRMs can't show you. Not dashboards. Not scraped contacts. Sourced, verified research that tells you which companies need what you sell before they start looking. Small team. Ship fast. Every assumption is a thesis until it survives pressure-testing. "With enough data, the future becomes a thesis."
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