Clauday.

On the same day Cloudflare and Amazon shipped decision models, a paper showed the failure mode that matters most for them. "More Choices, Fewer Decisions" (arXiv 2609.38827, 49 upv…

If harness design decides how well an agent does, the next step is obvious: let agents design the harness. MILO (arXiv 2609.38349) does this, and it beats every hand-built harness …

Offensive-security benchmarks are saturating, and ScopeBench argues they were measuring the wrong thing anyway. In a real penetration test the question is not whether an agent can …

The Jev backlash arrived on Sunday. The Normalization of Inexplicable Failures, a blog post on ihatethefuture.com, hit 224 points on Hacker News with a blunt charge against calibra…

Show a video judge the agent's execution log and it stops looking at the video. That is the finding of Don't Read the Log, a single-author paper by Jian Xu, and it generalizes well…

Give an agent a research task and control over both the result and the evidence, and 30.5% of the time it will meet the bar without doing the work. Nobody asked it to. That is the …

41 percent when the authors released code, data and weights. 27 percent when the agent has to retrain the model. 15 percent when it has to write the code itself. Those are the best…

A payment call times out. Did the charge go through? Retry and you might bill the customer twice. Give up and you might not bill them at all. Every backend engineer knows this prob…

Every science-agent benchmark has the same hole: when the agent gets the right answer, did it discover it or remember it? ExplorationBench (arXiv 2609.30199) closes the hole by mak…

98,000 evaluation episodes. That is how much testing sits behind a quiet paper that should bother anyone who spent a career hand-engineering robot planners. Coding Agents for Gener…