Kubernetes evolves to handle AI agents' ~20 requests per task

A Reddit user compared their own throughput numbers for the 552B DeepSeek V4.1 Flash against Patrick Moorhead's Wccftech-reported peak of 494 tokens/second on a 4x Nvidia DGX Spark home rig.

Qwen Code shipped preview release v0.25.3-preview.0, which admits team_plan_approval into the journal-only interrupted-turn settle path. The release also adds FG8e/FG8f monitor_run and background-shell fault gates and bounded generated failure handling for extensions.

A r/Singularity gallery post titled "The last line of the Navier-Stokes chain of thought" shows the concluding output of a model's reasoning trace on the Navier-Stokes problem. No model, lab, or result is identified in the available text.

Given plain-language specs for eight circuits from chemistry, optimization, physics simulation, and number theory, Claude found designs improving on the best published circuits, in some cases by an order of magnitude or more. Work led by Andi Gu via Anthropic's STEM Fellows Program, with Harvard's Susanne Yelin and Mikhail Lukin.

Google Research's VERID framework links AI agent reasoning to liquid-handling robots, closing the loop between in-silico design and physical experiments. The team reports discovering single-digit nanomolar protein binders for cancer targets.

A new framework has AI models audit and repair one another's reasoning chains, with reported accuracy improvements. VentureBeat's Ben Dickson covers the approach.