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Notes from the control plane

What we're learning running agents in production.

Real runs, real costs, real failures. If a post makes a claim about the platform, the claim links to the mechanism behind it.

12 Jul 2026Engineering

Seven models reviewed the same change. They disagreed.

We ran one merge request through a panel of seven models, frontier and open-source, each reviewing blind. The disagreement turned out to be the useful part.