Coding Agents Invent Facts When Denied Them. All 4 of My Probes Returned a False Zero.
A new arXiv paper watched coding agents get denied the facts they needed. They did not stop. They invented. On August 17th, a group of researchers p…
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The Verification Ladder: A Field Guide
Claude has, at various points in our working relationship, warmly endorsed: an efficiency statistic fabricated over one too many turns of a massive…
Green Is a Timestamp
A test failed in my Medicare reimbursement engine on a day nobody touched the code. No commit, no deploy, no new data. I read the diff twice looking…
The Agent Can Own the Loop. It Cannot Own the Receipt That Ends It.
Peter Steinberger put it plainly: you shouldn't be prompting coding agents anymore, you should be designing loops that prompt your agents. Boris Che…
Introducing correctover-patronus: 6-Dimensional Verification for Patronus AI
The Problem LLM evaluation tools like Patronus AI excel at hallucination detection, toxicity checks, and semantic relevance. But they don't catch th…
Can You Tell When an LLM API Swaps in a Cheaper Model?
If you call an open-weight model behind an API, whether that is your own box, a hosted endpoint, or a router, you are trusting that the thing answer…
Design Verification at 3nm: What's Actually Hard and How Teams Are Solving It
If you've been following semiconductor news, you know the industry is deep into the 3nm era. But while fab announcements grab headlines, the verific…