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In production inference deployments, demand fluctuates over time, requiring inference replicas to scale elastically. Cold-starting inference workloads on Kubernetes can take several minutes. During that time, GPUs are allocated but idle, generating no tokens and serving no requests. ‘Cold start’ means the full sequence a model server must complete before serving any request: pulling the […]
Perplexity AI announced what it calls the first hybrid local-server inference orchestrator at Computex 2026. The system is designed to automatically route AI tasks between a user’s local device and cloud-based frontier models without requiring the user to decide in advance. The feature is expected come to Perplexity Computer in July 2026. What is Hybrid
As demand for cobalt, gold and other minerals grows, mining is accelerating deforestation in the Congo basin – and increasing the risk of deadly Ebola outbreaksFor decades after the discovery of Ebolavirus in 1976, outbreaks of the disease were relatively small and contained, affecting a few hundred people at most.Not any more. In recent years,
A disease of deforestation: how Ebola is linked to the smartphone in your pocket Read More »
Jess Asato’s lawyer says others want to take action over demeaning sexualised material created by Grok AI toolNew claimants have come forward to take legal action against Elon Musk’s company xAI after the Labour MP Jess Asato launched a test case against the firm over demeaning sexualised material created by its Grok AI tool.A handful
New claimants seek to sue Elon Musk’s xAI after Labour MP’s test case Read More »
Without disclosing that work has been generated using the technology, faith in existing industries will continue to be undermined Follow our Australia news live blog for latest updatesGet our breaking news email, free app or daily news podcasWhen a university vice-chancellor this week admitted to using AI in writing an opinion piece for a major
In this tutorial, we work with the amphora/ResearchMath-14k dataset, a collection of research-level mathematics problems mined from arXiv. We load the dataset, inspect its structure, and explore how the problems are distributed across mathematical fields and open-status categories. We then move beyond basic analysis by extracting field-specific keywords, generating semantic embeddings, visualizing the problem landscape,
NVIDIA has released Nemotron 3 Ultra, the largest model in its Nemotron 3 family. It targets a specific problem: long-running agents that plan, call tools, and reason across many turns. As agents run longer, token counts grow and inference cost climbs. Nemotron 3 Ultra is designed to keep accuracy high while making that inference faster
Dr Deirdre Hughes says the issue of chronic underinvestment in high-quality, impartial careers guidance across schools, colleges and communities needs to be addressedAlan Milburn’s interim review into young people not in education, employment or training lays bare what those of us working in careers support services have long observed: this is a system failure, not
Careers guidance should be at the centre of Alan Milburn’s final Neet report | Letters Read More »
PM says Britons are ‘reasonable, tolerant people’ and backs MP’s legal action against Grok firm over fake sexualised imagesUK politics live – latest updatesElon Musk is “interfering in our politics” and attempting to create division, Keir Starmer has said in a significant toughening of government language about the X owner.It comes after weeks of posts
Starmer accuses Musk of trying to ‘whip up division’ in UK over Henry Nowak murder Read More »
Want to spend less time on your phone? We asked psychotherapists, professors and specialists for practical (and achievable) ways to cut down• The best screen-free activitiesEverywhere you look, people are glued to their smartphones. If you haven’t noticed this phenomenon, it’s likely because you, too, are glued to the little dopamine-deliverer.In March, Meta and YouTube
How to actually reduce your screen time: 12 simple, realistic tips to stop doomscrolling Read More »
