A forward-deployed lab
An AI-native lab. We experiment,
and we ship real products.
We build products and run the experiments that get us there — then we put them in front of real users.
breath · ink on clay
WHAT WE'VE BUILT
Two products, out of real work.
productpattern
Retail Intelligence
On-prem CV + analytics — heat maps, shelf trends, per-row sales for a major retailer. Your data never leaves the building.
productdecision
OpenKT
A shared intelligence layer for AI-native teams. One brain for every coding agent — the harness is a commodity, the intelligence is the moat.
FROM THE LAB
Experiments, writing, and things in motion.
writingquestion
OpenKT — knowledge synthesis across 5 teams
A live report: OpenKT clusters raw memories into a shared knowledge graph, a people map, and knowledge bases — across five teams.
clientdecision
A storefront agent that speaks Thai
A native commerce agent live on a major retailer's site — regional languages, wired to catalog + support, upsells on the floor.
writingpattern
What is each shelf actually making?
Almost no retailer can tell you what one shelf — one row, one slot — is earning. Here's the problem, and what we built for one supermarket chain.
● WORK WITH US
Hire a lab, not a contractor.
Tell us what you'd need a team for. We'll show you how a system — built by the fleet — replaces it. If we can't, we'll say so.