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self-grading-agents

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felixrieseberg.com 2026-10-17-1

How to be more ambitious: A tutorial for humans with models

Rieseberg's tutorial reads as ambition advice, but every example that worked rested on a verifier. The crash-free app workflow needed crash-report access, version-to-commit mapping, and Windows, macOS and Linux machines to reproduce bugs, and his fourth prompt question asks what other than you or the model shows the result is right. He dates the outside-judge rule to October 2026, which makes it a workaround with an expiry, and the VAGEN paper is one attempt to build the real thing.

YouTube (Corey Gallon, Rexmore) 2026-10-14-1

I Believe Everything My Agents Tell Me: Three Levels of Review — Corey Gallon, Rexmore

Gallon's agent produced a letter whose numbers were right to the cent and whose premise was wrong, which is exactly the failure reconciliation can't see. Only the role-based cold reviewers attacked the frame; the invoice check would have passed it. In about 4 in 10 analysed 2026 sessions an agent got something wrong that mattered, so self-reported completion plus a spot-check is no longer a defensible default, and verification effort will have to scale with stakes.