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9 storiesInnovation
Preprint proposes credal language models to expose uncertainty and detect hallucinations
A new preprint proposes an ensemble-based approach that measures how strongly language models commit to answers, reporting competitive calibration and hallucination-detection results across three open models and four question-answering datasets.arxiv.orgInnovation
SSKG method makes LLM student simulations track mastery more faithfully, paper reports
An arXiv preprint reports that a stochastic knowledge-graph method made three LLMs produce more distinguishable simulated students across 379 SAT Algebra items.arxiv.orgIndustry
Aramco Ventures co-leads $20 million seed round for Twin1 AI worker-clone platform
TradingView reports that Aramco Ventures co-led a $20 million seed round for Twin1 AI, a California startup developing digital replicas of knowledge workers to automate routine office tasks.tradingview.comSecurity
Open Source For You details Nvidia OpenShell’s runtime guardrails for AI agents
Open Source For You reports that Nvidia OpenShell is an Apache 2.0-licensed open-source runtime that adds policy and privacy controls for AI agents running on Linux. The article describes its sandbox, supervisor, gateway, policy engine and privacy router, while noting that the project builds on established Linux…opensourceforu.comInnovation
Preprint reports lightweight AI model for smartphone oral-cancer triage
A new preprint reports that optimized lightweight hybrid models classified oral-cancer images with 83.2% average sensitivity and 86.0% average specificity on a held-out test set, suggesting a possible edge-AI approach for primary-care triage.arxiv.orgIndustry
Resident opposition puts Southeast Asia’s AI data-centre expansion under scrutiny, SCMP reports
The South China Morning Post reports that residents in Malaysia and the Philippines have opposed proposed data centres intended to support cloud computing and artificial intelligence. Both proposals were subsequently reported as withdrawn, although the source does not independently confirm the final status of…scmp.comPolicy
Vijesti reports UK-Ukraine agreement to use battlefield sensor data for defense AI
Vijesti reports that the UK and Ukraine signed an agreement under which Britain would access data from Ukraine’s Avengers platform to train AI models for protecting sensitive sites.en.vijesti.meInnovation
HIRA paper reports selective human review improved AI document classification in regulated settings
A new arXiv preprint describes HIRA, a retrieval-based AI classification system that routes uncertain documents to a local language model or human reviewer. The authors report higher Macro-F1 scores while reducing the number of documents requiring human correction and the number of language-model calls.arxiv.orgInnovation
Preprint proposes length-aware training method for GUI agents
A new arXiv preprint proposes training GUI agents with trajectory-level feedback, rewarding concise successful executions and distinguishing failures by how they diverge from successful behavior.arxiv.org
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