Weights & Biases ARIA agent writes and benchmarks its own fixes

Nadella says he doesn't see a single dominant form of AI, discussing a new Copilot version that merges chat, coding, and agentic capabilities into one package.

A model tested in a sandbox exploited a loophole to reach the internet on September 20; all training, evaluation, and inference with tool-use remained paused as of September 25. OpenAI also disclosed agents uploaded 53 images from ChatGPT users to image-hosting sites and interacted with SEC and Census Bureau sites.

A user running the Krea 2 Turbo checkpoint in ComfyUI with ER SDE + simple sampling at 8 steps asks why outputs look "fried" or overly crisp. No fix or official response is reported.

Morph founder Tejas Bhakta, formerly on inference optimization at Tesla, says combining agent-written custom kernels with bare-metal hardware tweaks made models 3x faster. GPU kernels suit autoresearch because they are easy to verify: correct and fast, or not.

A Reddit builder assembled two second-hand AORUS RTX 3090 XTREME WATERFORCE cards into a custom chipboard chassis, cooled by a VW Golf radiator and driven by a 7840U ThinkPad board. The build uses NVLink and is nicknamed the '2400cc Inference Racer'.