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9 storiesInnovation
Noble Foods starts UK trial of AI acoustic monitoring for laying hens
Poultry News reports that Noble Foods has begun a two-year UK trial using machine learning to analyze hen vocalizations and activity across free-range and barn farms. The project has no reported results yet.poultrynews.co.ukInnovation
Paper reports autonomous AI agents finding new mathematical constructions
A new arXiv paper reports that AI agents working without a central coordinator produced mathematical constructions, bounds and analyses described as novel relative to prior literature on several problems.arxiv.orgInnovation
LLM agents use simulation models to run controlled pharmaceutical-process experiments
Researchers propose a multi-agent system that lets language-model agents design, run and interpret comparative experiments in scientific simulation models for pharmaceutical process design.arxiv.orgInnovation
Astronomy foundation-model audit finds survey metadata can override image pixels
A new audit of the AION-1 astronomy foundation model reports that survey segmentation metadata can change model outputs even when image pixels remain identical, potentially biasing tomographic redshift estimates.arxiv.orgInnovation
Study finds LLM autobiographies invent scenes despite using real people and places
A case-study audit reports that 354 of 366 days in an LLM-generated memoir contained no positively corroborated scene. Grounding the model in the subject’s documented record improved results but still left an 83.3% verification-failure rate.arxiv.orgInnovation
Study finds AI preference measurements depend heavily on the testing instrument
A new preprint reports that conclusions about what AI models prefer may change substantially with the prompt format used to measure them.arxiv.orgInnovation
FLARE framework adds uncertainty and workflow costs to healthcare AI adoption decisions
A new preprint proposes FLARE, a framework for estimating whether healthcare AI deployments are economically viable after accounting for patient volume, verification time, infrastructure and workflow design.arxiv.orgSecurity
BBC reports AI-generated fake-doctor videos spreading among older viewers in Taiwan
BBC News Chinese reports that AI-generated videos featuring fictional doctors and false health or welfare claims are circulating widely among older people in Taiwan. A Taipei class is teaching seniors to question videos shared through YouTube and messaging groups, while the scale, ownership and possible political…bbc.comInnovation
Study reports targeted steering can reduce sycophancy and hallucination in medical AI answers
An arXiv study describes an inference-time method that selectively steers language models when they appear likely to hallucinate or change a correct medical answer under user pressure. In 600 pressure trajectories involving a 4-billion-parameter model, the authors say the unsteered model abandoned its answer 570…arxiv.org
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