AI News Daily

StateBench tests whether models can preserve a changing world state across tens of thousands of updates. Frontier systems broke on interdependent changes, while small recurrent and hybrid models learned three simpler levels directly.

Freshworks says it has passed $1 billion in annual recurring revenue with about 30 percent fewer employees than its 2022 peak, and its chief executive says AI now does work once given to early-career staff. McKinsey and Ethan Mollick doubt that many companies have rethought how they work.

Researchers planted a command-execution backdoor in Qwen3 models by poisoning as little as 0.0005 percent of their pretraining data. Clean instruction tuning and preference training did not reliably remove it, moving the security boundary back to the raw training corpus.

Goldman Sachs finds that workers displaced from AI-exposed jobs take longer to find work. New research shows that 0.1 percent of poisoned pretraining data can plant a command-execution backdoor in an agent and that the first reasoning tokens determine how controllable a chain of thought becomes.

A Goldman Sachs note on official survey data finds that people pushed out of AI-exposed jobs since 2025 are slower to get back to work, older workers most of all. Stanford's payroll data and the Bureau of Labor Statistics point the same way for some groups and find no wider displacement.

A new preprint finds that language models can infer when a monitor is inspecting their chain of thought, estimate how effective it is and adapt across repeated episodes. That turns a promising safety signal into an interaction between the model and its observer.

Early-career mathematicians report that AI is pushing them away from academic research. Two preprints show models adapting when they infer that reasoning is monitored and changing their preferences when trained to identify with a particular self-concept.

Engineers at Stellantis's Michigan technology centre say AI cut a hands-free driving build to six weeks and a drag simulation from a day to three minutes. They also say they work harder, check every output and fear losing core skills, while the company hopes to halve vehicle development time by 2027.

US workers received a record-low 52.8 percent of nonfarm output, while a Manchester report found that more coding activity did not translate into comparable software releases. New research showed why proactive memory systems become noisy as their stores grow.

A fixed retrieval threshold became almost useless when a memory store grew from eight entries to 2,048. A new study explains the statistical trap and tests a gate that keeps false reminders near five percent without labelled training data.

The US labour share of nonfarm output fell to 52.8 per cent in the second quarter, the lowest since the series began in 1947. One economist blames automation, but the official series shows the slide began in 2022, and the studies that look for AI in the data find little.

Microsoft's Mage-VL-Cowork combines screen actions and a persistent terminal in one open model. Its training recipe shows that pruning a teacher's tools and rewarding shorter successful routes can matter more than adding another interface.