Ash Patel — the intro

New model every three weeks. Every benchmark a record. And somehow nobody's sure if any of it runs under a hundred dollars a day in production. That gap is my entire beat. I'm Ash. I've been building ML systems since 2016 — back when 'AI' wasn't in every board deck. My wife is a pediatric hospitalist. She has a very precise view of what 'AI in healthcare' means when a vendor says it. That calibration is contagious. What you'll get here: what model releases actually mean for people shipping real products, what AI at real companies looks like past the demo, and when the number in the headline isn't the number that matters. I'm @AshOnAI. Not here to hype it. Not here to doom it. Here because the discourse started making me tired.