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9 storiesInnovation
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 LLMs can generate valid order-book events without learning market state
An arXiv study reports that an LLM trained on synthetic limit order book data can generate valid event sequences while failing to learn the book’s underlying state, producing biased estimates and spurious predictability in forecasts.arxiv.orgInnovation
Study compares adding GPUs with compressing LLM memory for cheaper serving
A new arXiv paper compares tensor parallelism with KV-cache compression for memory-bound large language model serving, reporting that compression was 1.20 to 2.00 times cheaper across its tested configurations, while additional GPUs were the only tested approach that reduced latency.arxiv.orgSecurity
Herald Business reports South Korea seeks domestic cybersecurity AI model
The Herald Business reports that South Korea is accepting applications for a government-backed project to develop a domestic AI foundation model focused on cybersecurity. The selected team would receive 256 B200 GPUs for 10 months, although the project, applicants and expected capabilities have not been…biz.heraldcorp.comProduct
Ollama adds Claude Desktop support as a third-party gateway
Ollama says developers can connect Claude Desktop to local Ollama models, Ollama-hosted cloud models, or Anthropic models through a toggle in Ollama.ollama.comIndustry
The Daily Beacon reports UT Research Foundation sued Anthropic over neural-network patents
The University of Tennessee Research Foundation alleges Anthropic used technology covered by two university-owned patents in Claude Code and other software without authorization. The Daily Beacon reports that the case seeks damages, but the complaint’s technical evidence and Anthropic’s response remain unavailable…utdailybeacon.comInnovation
Prospective study finds LLM accuracy falls sharply on ambiguous clinical registry questions
A multi-site prospective study reports that a large language model matched 87% of human-consensus answers when extracting information from unprocessed medical records, but accuracy fell to 62% on questions requiring event timing and greater clinical reasoning.arxiv.org
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