Swapping Haiku for Jev in my AI twin
I replaced the first step of my twin with Jev, a model that picks instead of writing. Refusals got six times faster, and answers more than a second quicker.
Sep 2026I’m a Sales Engineer at Chainguard, based in Paris, and I speak English, French, Bambara and Diakois. I spend most of my days with platform and security teams, trying to get their container images down to zero known vulnerabilities. On the side, I keep a small lab for AI and Kubernetes experiments that runs on a Raspberry Pi cluster and a 128GB Mac Studio in my apartment. This site is where I write down what worked and what broke.

I replaced the first step of my twin with Jev, a model that picks instead of writing. Refusals got six times faster, and answers more than a second quicker.
Sep 2026Why I started Monument223, the first model that got Djenné right, and what happened when I launched it on September 22.
Sep 2026