Our AI memory scored 94% on LongMemEval. Here is every answer.
A Mensara Mind answered 472 of 500 LongMemEval questions correctly. What moved the score, what it does not prove, and every graded answer so you can check it yourself.
A Mensara Mind answered 472 of 500 LongMemEval questions correctly. What moved the score, what it does not prove, and every graded answer so you can check it yourself.
What happens when AI becomes the commerce layer.
7 years scaling consumer brands. Now building AI systems. Writing at the intersection — for operators who want the structural view, not the ChatGPT-for-email take.
Most DTC commentary is tactical. Most AI commentary is generic. I'm interested in what happens at the intersection.
7 years as COO scaling a DTC consumer brand, through Chapter 11 to profitability. Before that: YC, Bain, INSEAD, and a decade founding things. Cambridge Mathematics.
More about me →AI tools · Live
Shared memory for your team and their AI agents — decisions, customers and ways of working in one Mind, with you deciding who can see and change what.
AI tools · In progress
Custom Claude Code skills built to a production bar — submit a brief and get a ready-to-install skill folder in 24–48 hours.
Developer tools · In progress
A CLI that lets AI agents shop autonomously — search, compare, and purchase using a signed spending mandate without ever seeing payment credentials.