hi, i'm ash
15 yrs in AI · 11 patents · lighthouse cohorts
POV: an AI engineer who actually ships. swipe up for the receipts ⬆️
the story of stratified eval, in 60 seconds 🔦
the eval that finally saw the users hiding inside the aggregate 🔥
what real-time consensus actually means 📈
rebuilt Reddit's home feed into a real-time consensus recommender 📈
the colour-classification one is my favorite 🎨
the colour-classification one was for catalogs that needed to see everyone in them 🧠
what it took to go zero-to-launch as CTO 🚀
skincare AI for the 90% who never see a dermatologist 🧠
3 to 12 pixels. that's it. ✨
skin tone fairness audits with consent baked in. shipping ✨
mobility is a bathroom problem, actually 🗺️
women plan their day around bathrooms. that's a mobility problem 🚽
runs on my laptop. doesn't touch a server 🤓
built with Claude Code. runs on my laptop. doesn't touch a server 🤓
stop calling it a constraint 🎙️
most teams treat responsibility as a tax on velocity. it's the feature 🔥
if you got this far we should talk 👋
wanna build something that actually serves the edges? DMs open 💌