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9 storiesPolicy
Ireland’s higher education minister seeks €300 million AI upskilling fund in budget
Higher Education Minister James Lawless is pushing for a five‑year €300 million artificial‑intelligence upskilling programme, proposing €60 million a year from the National Training Fund’s surplus.independent.ieProduct
Hypersoft Technologies launches unified AI platform for data science and ERP
Hyderabad‑based Hypersoft Technologies announced a proprietary AI platform that merges data‑science capabilities with enterprise‑resource‑planning functions, targeting finance, pharma and consulting firms worldwide.scanx.tradeIndustry
Humanos raises $3.2 million to build live risk scores for AI agents
Lisbon‑based startup Humanos announced a $3.2 million seed round to launch a continuously updated risk‑passport that scores AI agents in real time, aiming to help insurers, lenders and other financial providers assess an agent’s economic capacity.ascendants.inProduct
Fujitsu rolls out MONAKA AI server and CPU in November 2026
Fujitsu announced the launch of its MONAKA CPU and server line, targeting AI workloads and sovereign data‑center demand, with shipments slated to begin in November 2026.simplywall.stInnovation
Spectral feedback boosts protein diffusion model alignment
A new test‑time algorithm called Spectral Feedback lets protein diffusion models revisit and edit generated sequences, raising stable‑protein yields by up to 32% without retraining the model.arxiv.orgSecurity
Strategic self‑consistency could let AI providers overcharge users
A new arXiv paper demonstrates how AI service providers might inflate the number of reasoning paths generated by large language models to increase billing, while remaining undetectable to auditors.arxiv.orgProduct
Verisure turns to AI partnerships to sharpen home‑security detection
Verisure Plc says it is training artificial‑intelligence models on data from its 6.4 million subscribers and forging external AI partnerships to improve threat detection and reassure investors amid rising competition.bloomberg.comInnovation
OmouAI introduces interactive policy deliberation with simulated personas
Researchers unveil OmouAI, a system that blends large language models with computational argumentation to let humans debate policy claims alongside simulated stakeholder personas, aiming to curb sycophancy and provide goal‑aligned explanations.arxiv.orgInnovation
Evolutionary safety framework proposes taxonomy for recursive AI self‑improvement
A new arXiv preprint outlines an “Evolutionary Safety” perspective for AI systems that can recursively improve themselves, offering a taxonomy of risk vectors and governance principles to keep safety guarantees intact across generations.arxiv.org
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