A Linux Foundation survey says maintainers estimate a quarter of incoming pull requests are AI slop, while contributors report halving the time they spend writing code. Curl is moving low-severity vulnerability reports into public view from 26 October, and PostgreSQL 19 slipped because AI code review found more defects than volunteers could fix.
Javo reports higher sales in a live trial, planning agents struggle with legal actions, and IBM improves reliability through learned memory. OpenAI discloses monitoring failures; DeepSeek opens DeepInfer.
Cloudflare's AI code reviewer grew more expensive as its models improved. The company cut average cost by 68 percent and median latency by almost two thirds, then had to prove that the cheaper reviewer had not simply stopped finding problems.
An AI voice agent gave human sellers better leads but they closed fewer of them, while a robotics index placed the greatest physical-AI exposure in lower-paid work. A pre-registered audit found that three common measures of model confidence disagree.
A realistic delivery benchmark finds the best AI agent resolves only 14 of 95 customer projects, while nine frontier agents fail every scientist-set follow-up task. Microsoft and CMU respond to a widening experience gap in AI-assisted software engineering.
Liquid AI released an open 24-billion-parameter mixture-of-experts model for on-device agents. New research found compact structure in millions of human choices and a causal spatial workspace inside multimodal models.
Thirteen days after showing Gemini 4 Argon only to a closed group of cyber defenders, Google has opened its flagship model to paying Gemini app subscribers and to developers. Google promises plainer answers; independent rankings put the model first on one leaderboard and eighth on another.
The new classifier keeps Qwen3-Omni's image, audio and video inputs while returning typed answers instead of generated prose. Cloudflare also cut Clef-flash's price and context window.
Research preprints, local agent tools, community measurements, engineering talks, AI security and policy: the rest of today's AI news with direct sources.
The open-weight decision model answers bounded questions in one forward pass and returns probabilities. Its strongest speed and accuracy figures come from H2O.ai's own tests.
MOLT Sinai routes software work through specialised agents, mandatory plans and adversarial review. The company reports seven reverts over five months.
The open-source assistant combines chat, editable memory, tasks and reminders inside one user's Cloudflare account. Its deployment is private, but not local.