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9 storiesInnovation
Preprint argues spectral alignment in neural networks is conditional, not automatic
A new arXiv preprint presents a mathematical framework for analyzing how feature geometries align inside deep neural networks. Its experiments suggest that alignment depends on layer-specific transport, interactions and cancellation rather than following automatically from training or lower risk.arxiv.orgEnterprise
ZDNET reports most companies are not ready to scale AI agents
A Deloitte survey reported by ZDNET found that only 15% of surveyed U.S. organizations had scaled, orchestrated multi-agent deployments. The findings point to data, governance, integration, process redesign and workforce readiness as the main barriers.zdnet.comInnovation
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.me
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