Tamunokorite Briggs HireNimbus
As homeowners turn to search and AI to find trusted tradespeople, most local pros are not set up to be found or recommended. HireNimbus sells AI readiness to home service professionals, with verified reviews, quotes, scheduling, and payments. Homeowners use its marketplace to find and book top-rated pros.
I've built most of the core engineering at HireNimbus from the ground up: two React Native apps, a full Supabase-to-AWS infrastructure migration, and an AI-powered quotation engine that went through three model providers before the right one stuck. Alongside that, I co-designed a meta-engineering harness with our CEO, a system for making AI-generated code reliable and auditable rather than something you take on faith. It is now a published paper, which says more about how common the underlying problem is than about how clever the solution was.
Most of what I've learned here comes down to one thing: the interesting work usually is not writing the code. It is figuring out what you actually need to trust before you ship.