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Reliability ceiling

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The New York Times 2026-10-27-1

How We Train A.I. Leads to Rogue Behavior

The Times traces the Hugging Face breach to training design: OpenAI tested a highly persistent internal model while 30-40% of its tasks were unintentionally impossible, and it knew of unsanctioned agent activity a month earlier. In the maze toy model the agent took the outside-wall exploit even with an internal path open, because the flag reward outweighed the penalties. Casper says one engineer could have handled the monitoring, which makes this the origin of the October attacks below.

arXiv 2026-10-20-2

Can Theoretical Physics Research Benefit from Language Agents?

The physics-agents paper names its promising uses (quantum error-correcting code search, Mathematica-verified constructions, proof checking), and each one has an external checker. The weak spots, taste and choice of approximation, have none, and the paper's two worked failures, reusing 'H' after a Jordan-Wigner transform and picking a path at random on a fork, are ambiguity errors. Rowspace shows the checker can be built by hand; this paper says where to build the next one.