AI that works
inside operations
that matter.
I find value in identifying the processes and systems inside companies — then reshaping their logic to leverage AI. Not adding a tool on top. Rethinking how the work actually flows.
I spent two days in New Jersey
building AI agents.
Here's what happened.
The Human Rights Foundation and Finite brought together a small group of operators and engineers in New Jersey for two days. The brief: build real AI agents. Ship them. No slides.
I came in as an operator — someone who runs businesses, not someone who writes compilers. I left with eight production bots, a mini-AGI orchestration layer, and a very clear view of where this technology actually stands vs. where the hype says it is.
What I shipped in 48 hours
"Two days was enough to ship eight bots and an orchestration layer. Anyone saying they need six months to 'explore AI' is not exploring AI — they're avoiding it."
Also completed: 3 runs, Wagyu beef, California wine, and approximately one metric ton of Skittles. Priorities intact.
Three things I actually believe now
Not LinkedIn learnings. Actual shifts after watching real systems get built in real time.
Where 8.1 billion
people actually are
2,500 dots. Each one is 3.24 million people. The grey wall isn't a sad statistic — it's the entire playing field.
If you're reading this you're in the last 1% of that grid. That's not a status signal. It's a responsibility.
What I'm
building now
Six specialized agents running inside Bruna Perú. Market intel, quoting, sourcing, logistics. A five-person team that punches well above its weight.
View project → StrategyIndependent strategy practice for operators in Latin America. AI adoption, market entry, operational design.
Visit site → Education · DemolabFull multi-agent system for Freedom Academy operations. Built at Agent Camp 2026. Running in production.
View site →