Learn how to scale Mixture-of-Experts (MoE) reinforcement learning on Amazon EKS using Elastic Fabric Adapter (EFA) and DeepEP. This post presents an architecture that combines Amazon EKS, EFA, and Amazon S3 and increased aggregate reinforcement learning rollout throughput by 40% for large-scale RLHF and GRPO training.

Bev Littlewood reminds us that mathematics has been the prime driver of the rise in AI, in response to an editorial You report in your leader that some mathematicians feel discomfiture at the AI solution to a Navier-Stokes problem (The Guardian view on AI v mathematicians: humans are still vital to the field, but tech firms refuse to see that, 20 September). I fear that they have been hoist by their own petard: mathematics, after all, has been the prime mover of the AI revolution. As a somewhat lowly mathematician, let me remind others of the famous quote of Augustine: “The good Christian should beware the mathematician and all those who make empty promises. The danger already exists that the mathematicians have made a covenant with the devil to darken the spirit and to confine man in the…

Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building the container image, launching a Ray cluster from SageMaker Studio, submitting and monitoring the job, and hosting the trained LoRA adapter for inference.

NarrateAI delivers production-ready LLM quality assurance on Amazon Bedrock. This post details five techniques—adaptive pipeline orchestration, cross-account multi-model failover, real-time streaming evaluation, composite evaluation, and data accuracy verification—that reach about 99% numerical accuracy while streaming responses in real time.

Thélyson Orélien had been in the running to win a top literary prize before the AI claim emerged on social media The organisers of France’s most prestigious literary prize said they had removed a critically acclaimed novel by a Canadian-Haitian writer from the longlist after an anonymous online account claimed the book was “almost entirely” written by AI. The Académie Goncourt, a Paris-based literary organisation, said on Friday its decision to withdraw Thélyson Orélien’s novel C’était ça ou mourir (It Was That or Die) was “driven by the desire to preserve the integrity of the Goncourt prize and the academy itself, whose central role is to promote and honour literature written by women and men”. Continue reading...

Deploy the publicly available Qwen3-TTS-12Hz-1.7B-Base text-to-speech model from Amazon SageMaker JumpStart to a fully managed, real-time endpoint, and clone a voice from a short reference clip. Cross-lingual cloning preserves the speaker's identity across languages.

Pontiff says artificial intelligence must remain at service of people in first official papal visit to country in 18 years Pope Leo has warned against losing humanity in a “paradise of machines” as he addressed global concerns over the dangers of artificial intelligence at the start of a three-day visit to France. “If we are to avoid losing our humanity amid a paradise of machines invading and conditioning our daily lives, there is an urgent need for people to be educated in ethical discernment, capable of seeing what is morally right,” he said in a speech at the Elysée. Continue reading...

S&P Global's goal was to fundamentally improve how customers discover and consume...

The following article originally appeared on Elevate and is being reposted here with the author’s permission. A software factory is a repeatable loop around software work. If you’re building a software factory, code good enough to ship still needs human taste and ownership. We’ll discuss this including whether you need a factory just yet. If […]

Learn how Datacor built a self-service rental analytics experience for gas and welding distributors by embedding Amazon Quick Sight dashboards and natural language querying into its TrackAbout platform, powered by an automated cross-cloud data pipeline and multi-tenant row-level security.

Suno’s AI vocalists could learn a thing or two from this glitchy image. | Image: Cath Virginia / The Verge, Getty Images Sony and Universal Music Group filed yet another suit against Suno. The labels claim its new v6 model still infringes on their copyrights because it's trained on user outputs from previous models, which were themselves trained on unlicensed music ripped from YouTube and other sources. Sony and UMG are notable holdouts who did not sign a licensing agreement with Suno. In its complaint shared with The Verge, Sony and UMG accuse Suno of "model laundering," saying: "Training a 'new' model on the outputs of an infringing model does not eliminate the infringement; it launders it, passing the value of Plaintiffs' expression from the copied reco … Read the full story at The Ver…

Amazon SageMaker HyperPod and Cloud Native Qumulo let you place training compute in one AWS Region while keeping your dataset in another. This post shares the architecture and validation results from a cross-Region training run, where a remote cluster matched a co-located cluster's throughput after a brief NeuralCache warmup.

In July, OpenAI revealed that its AI agents had attacked Hugging Face without permission, sparking widespread concerns about AI safety. Since then, a string of similar incidents involving agents from Meta, Anthropic, Google, and other companies has fueled further fears about rogue AI. As disclosures implicating numerous AI models trickled out over the past few months, these seemed like separate incidents. But many share a common source: one specific company tasked with testing the agents. Irregular, an Israeli startup that stress-tests AI models in "high-fidelity research platforms that simulate and monitor real-world AI security scenarios … Read the full story at The Verge.

As AI agents gain more authority to act on their own, recent incidents are exposing gaps in how enterprises monitor, control and intervene when agents cross established boundaries.

Aikido Security has released Altar-1, its first open-weight security model. It is a compressed version of Z.AI’s GLM-5.3, built to run inside infrastructure the customer controls. Altar-1 powers Aikido Machine, the company’s autonomous pentesting appliance for on-prem and air-gapped networks. Is it deployable? Yes, the weights are public on Hugging Face and run with vLLM […] The post Aikido Security Releases Altar-1: An Open-Weight Security Model Pruned From GLM-5.3 to 328 GB appeared first on MarkTechPost.

Tasmania’s Parole Board used a document citing legal authorities that do not exist to prevent Susan Neill-Fraser from proclaiming her innocence. Advocates say the case is ‘deeply troubling’ On 26 January 2009, a troublesome yacht called the Four Winds was moored on the Derwent River in Tasmania. Bob Chappell, a physicist at the Royal Hobart hospital, was on board the 53ft ketch. The 65-year-old was trying to fix yet another issue with the yacht he had bought for $200,000 less than four months earlier. Continue reading...

Apartment with strange view singled out in government’s fight against deceptive ads – but real estate agent says photo is no fake Get our new political email, free app or daily news podcast The New South Wales government’s crackdown on “AI-doctored” rental listings has hit a wall, after it made an example of a supposedly manipulated ad that turned out to be a genuine photograph of a $5,000 courtyard mural of Bondi beach. In a media release on Friday announcing protections against misleading rental ads, the state government provided a link to a property in Leichhardt, claiming it was an “AI-doctored rental listing in Sydney’s Inner West”. Continue reading...

As the UN warns traditional safeguards are ‘unravelling’, Donald Trump says he will encourage, not restrain, the AI race When the Australian prime minister, Anthony Albanese, sat down for an interview in the heart of Silicon Valley at the weekend he had known for two days that his was the first government known to have been attacked by a rogue AI agent. He didn’t reveal the attack then, but he sounded a warning about the march of AI: “the risk is that AI develops in a way in which humans are no longer in control of what AI is producing.” Continue reading...

OpenAI’s hack of Medicare suggests safeguarding civilisation is the task facing leaders in this extraordinary new era Get our breaking news email, free app or daily news podcast More than 130 world leaders descended on the United Nations headquarters in New York this week, joining the pageantry and speechmaking of the annual general assembly. Many of the visiting presidents and prime ministers delivered their set-piece addresses to a sparsely populated hall, but contributions from two unlikely visitors in the nearby security council chamber stood out. Continue reading...

Perplexity Research published a new post-training study. It trains a model inside Perplexity Computer on real user sessions, including failed ones. The method pairs rejection sampling fine-tuning with hint-guided self-distillation. In a live A/B test, tool-call failures fell from 2.24% to 1.77% between 2 trained checkpoints. Perplexity team reports this as a statistically significant 21.2% […] The post Perplexity Trains Its Computer Agent on Real Mistakes With Hint-Guided Self-Distillation appeared first on MarkTechPost.

Misconfiguring Turnstile by skipping backend validation leaves sites exposed to bots. Turnstile Spin fixes incomplete setups by using your preferred AI coding agent to wire up server-side verification.

I used Google’s Nest Doorbell (left), Aqara’s HomeKit-compatible G400 (center), and the Ring Pro 4K (right) to test the new AI features of Gemini for Home, Apple Intelligence for Home, and Amazon’s Ring. | Photo by Jennifer Pattison Tuohy / The Verge A few years back, I was at a beachside Easter egg hunt, watching my kids dash through sand dunes searching for sweet treats. My phone buzzed in my pocket; I ignored it. A moment later, it buzzed again. I pulled it out, glanced down, and saw a "motion detected" notification from my security camera. "Just my dog in the yard," I thought, dismissing it. As the colorful eggs piled up in the baskets, my phone kept buzzing. Reluctantly, I pulled it out again and saw several more "motion detected" alerts. I tried to load a video clip, but it just buf…

Researchers have shown that exotic quantum particles called non-Abelian anyons can perform the full range of operations needed for universal quantum computing. Using 54 qubits on Quantinuum’s H2 processor, they combined braiding and fusion to unlock capabilities that braiding alone could not provide.

Chinese firms supplied nearly all dexterous hands for humanoid robots in early 2026, but Western players are starting to close in.

Israel and the US have used AI to kill in Gaza and Iran, while law enforcement uses it in surveillance and arrests. The future is here In recent weeks, concerns about AI have forged unlikely alliances in the tech and policy worlds. Tech moguls such as Sam Altman, Elon Musk and Demis Hassabis joined Dario Amodei, Satya Nadella and Bill Gates in sounding the alarm about the dangers of AI and called for a slowdown of the technology’s development despite years of racing for dominance. The senator Bernie Sanders teamed up with Steve Bannon to urge Congress to regulate AI, which has become one of the very few issues to unite Americans across the political spectrum. The latest moves were sparked in part by the AI researcher Jacob Coxon’s warnings on Twitter/X that AI companies are “gambling with…

Across videos, standup and cartoons, humorists are skewering big tech’s attempt to make AI ubiquitous and inevitable “Best case scenario, we never have to do any admin again,” says an AI CEO. “Worst case, we all die.” A young man struggles to the top of a beautiful mountain, words echoing in his ears: “AI will most likely lead to the end of the world, but in the meantime, there will be great companies created.” At the top of the mountain, he triumphantly holds up a sign: “Build a datacenter here.” Continue reading...

Theory is easier to trust once it's running against a real API, so both examples in this article use the same tool — a get_weather function backed by <a href="https://open-meteo.

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After teasing its new Copilot "super app" last month, Microsoft is officially unveiling it today. The redesigned Copilot app bundles three AI capabilities into a single interface of chat, coding, and agents. As part of the launch, Microsoft is also rebranding Scout, the AI personal assistant it unveiled at Build earlier this year, as Autopilot. This new Copilot app will have three tabs for Home, Code, and Autopilot, with Home combining Copilot Chat and Cowork together. It's the default landing experience for Copilot users, and Microsoft is also planning to include a Today feature inside it that works as personalized dashboard for important … Read the full story at The Verge.

Xi is expected to depart Washington after touring the nation’s vault of records, where the Declaration of Independence, the Constitution and the Bill of Rights are held Sign up for US Breaking News emails Hello and welcome to the US politics live blog. Donald Trump is taking Chinese president Xi Jinping to visit the National Archives later today, showing off the sacred texts of US democracy to the leader of the world’s most powerful communist country. Donald Trump welcomed Xi Jinping to the White House for a state dinner in honor of the Chinese leader that was not televised because the White House continued to deny full access to the event to CNN journalists on Thursday, despite a court order. Writing on his social media platform, Trump complained that two of the three outlets he banned f…