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Design a Complete Multimodal RLVR Pipeline with Open-MM-RL, Vision-Language Prompting, Reward Scoring, and GRPO Export

In this tutorial, we explore the TuringEnterprises/Open-MM-RL dataset as a practical foundation for multimodal reasoning and reinforcement learning with verifiable rewards. We load the dataset, inspect its schema, analyze domains, formats, question lengths, answer types, and image distributions, and visualize representative examples from each domain. We also build a lightweight reward function that checks exact, […]

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I stopped checking the weather forecast – and got a series of wonderful surprises

Like so many Britons, I usually consult a weather app before venturing out of the house – and often cancel plans if I don’t like what I see. Here’s what happened when I went cold turkey for a weekWhen I heard on the radio that more than half of British people would consider cancelling an

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‘A tsunami of harm’: views on tackling online safety for under-16s in the UK

Campaigners, teenagers, legislators and experts give their opinions on the government’s social media consultation Change is coming for social media platforms. The UK government’s consultation on improving online safety for children will result in some form of action being taken against big tech. Even before the deadline for submissions has passed, ministers have pledged to

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Together AI Open-Sources OSCAR: An Attention-Aware 2-Bit KV Cache Quantization System for Long-Context LLM Serving

Long-context inference makes the KV cache one of the main costs of serving LLMs. During autoregressive decoding, the cache grows with context length, batch size, and model depth. At high batch sizes and long contexts with 100K tokens across dozens of concurrent requests the KV cache consumes a large fraction of GPU memory. Compressing it

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Step by Step Guide to Build and Compare FedAvg and FedProx Federated Learning on Non-IID CIFAR-10 with NVIDIA FLARE

In this tutorial, we build an advanced federated learning experiment with NVIDIA FLARE. We compare FedAvg and FedProx on a non-IID CIFAR-10 setup, where client data is split using a Dirichlet distribution to simulate realistic label imbalance across federated sites. We use the NVFlare Job API to define and launch federated jobs, while the Client

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The Guardian view on the Pope and Claude: Leo XIV’s encyclical on AI is right to put humanity first | Editorial

In calling for regulation of the digital revolution, and foregrounding human dignity, the pontiff has contributed to a crucial ethical debateWhen the present pope adopted his regnal name, he explained the choice by reference to a 19th-century predecessor who used the papacy to address the great social question of his time. In the 1891 encyclical,

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Delivery robots are spreading across LA. Residents ‘both pity and hate them’

A region known for its lack of walkability now has more obstacles for pedestrians to contend withRobots have taken over Los Angeles.It’s not just the AI-generated videos that have caused angst in Hollywood. Our streets are full of driverless Waymo vehicles, covered in more sensors and gadgets than the Batmobile. And our walkways are home

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A Louisiana state senator helped secure Meta’s largest datacenter. Then he sold the land beside it

Jay Morris denies experts’ claims that he violated ethics rules over land deals near the site of Meta’s Hyperion datacenterThis story is from Floodlight, a non-profit newsroom that investigates the powers stalling climate actionFor more than two years, John “Jay” Morris, a Louisiana state senator, helped pave the way for Meta to build one of

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Best Authentication Platforms for AI Agents and MCP Servers in 2026

The Model Context Protocol has moved from Anthropic’s internal experiment to a de facto industry standard at a speed few integration protocols have matched. Since its launch in November 2024, MCP has grown explosively: OpenAI adopted it in March 2025, Microsoft announced support in Copilot Studio in March 2025, and by late 2025 combined Python

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WorkOS Releases auth.md: An Open Agent Registration Protocol Built on OAuth Standards

For years, authentication on the web followed one design assumption: a human sits behind a browser. Click a button. Fill out a form. Verify an email. Copy an API key and paste it somewhere else. That model does not work when the user is delegating work to an agent. Agents are already writing code, opening

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