Notes from the team.

Oleg Karapishchenko

Founding Engineer · October 7, 2026 · 7 min read

We let a local model fix our bugs. Then we had to check our checks.

In an internal side project, a 24B open-weight model on a MacBook fixed small bugs from our tracker. Most of my time went into fixing the checks that judged its work.

October 5, 2026 · A product manager at Arvion · 3 min read

Fear Sells

Calls to slow down AI make headlines, but the real risk is the old security problems that never went away. Agents can help fix them, with people in control.