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The DecoderBusiness

OpenAI claims GPT-5.6 Sol beats Opus 5 on ARC-AGI-3 but only with its own custom test harness

OpenAI counters Anthropic's ARC-AGI-3 record: GPT-5.6 Sol scores 38.3 percent, but only through its own API with retained reasoning and context compaction. In the official test environment, the model managed just 7.8 percent. Opus 5 hit its 30.2 percent without such aids. The article OpenAI claims GPT-5.6 Sol beats Opus 5 on ARC-AGI-3 but only with its own custom test harness appeared first on The Decoder .

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OpenAI claims GPT-5.6 Sol beats Opus 5 on ARC-AGI-3 but only with its own custom test harness
The Hacker NewsSecurity

FCC Blocks New Foreign-Produced Robots and Power Inverters Over Cyber Risks

The Federal Communications Commission (FCC) added foreign-produced mobile robots and networked power inverters to its Covered List on July 28. The move generally prevents new models from receiving the equipment authorization required for import, marketing, or sale in the US. Previously authorized models can still be sold, and devices people already own are unaffected. Federal purchases and use

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FCC Blocks New Foreign-Produced Robots and Power Inverters Over Cyber Risks
r/MachineLearningResearch

I taught an LSTM to move a mouse like a human [P]

<!-- SC_OFF --><div class="md"><p><a href="https://blog.cloudflare.com/introducing-precursor/">Precursor</a> was recently released. It's a bot detector that uses cursor tracking.</p> <p>I thought it would be a fun challenge to train a deep neural network that could learn human mouse movements.</p> <p>It's an 2-layer LSTM model with a Mixture Density Network at the end.</p> <p>The results are actually quite impressive.</p> <p>Video: <a href="https://github.com/puffinsoft/mousecrack">https://githu

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Product Hunt — The best new products, every day

Sorinai

<p> The Interative AI Notepad for Meetings </p> <p> <a href="https://www.producthunt.com/products/sorinai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1210366?app_id=339">Link</a> </p>

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Vercel Blog

Shopify and Vercel are rebuilding Hydrogen for faster storefronts

Shopify and Vercel Open source and runtime agnostic, runs anywhere JavaScript does Standard Actions brings agentic commerce to every storefront Feature development cut from months to a week for retailers like Global Retail Brands Shopify powers commerce for millions of merchants worldwide, and Hydrogen is its framework for building headless storefronts. The Shopify team is partnering with Vercel to rebuild Hydrogen from the ground up. The new version is open source and runtime agnostic so develo

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Vercel Blog

Run multiple isolated agents in a single Sandbox

The @vercel/sandbox SDK now supports multiple Linux users and groups, so you can run agents side by side in a single Sandbox. Each agent runs as its own user with a private home directory. A group opens a shared workspace when they need to collaborate. This makes multi-agent systems easier to build. Call createUser for each agent; its commands and file operations run as that user, and users can't read, write, or list each other's files. To set up a shared directory, call createGroup and add user

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r/MachineLearningResearch

I built ganfs: A Python package that uses GANs to automate feature selection for high-dimensional datasets. (No domain expert required) [P] [R]

<!-- SC_OFF --><div class="md"><p>Hey everyone,</p> <p>I recently open-sourced a new Python package called <code>ganfs</code> (Generative Adversarial Network Feature Selection), and I wanted to share it with the community.</p> <p><strong>The Problem:</strong> Selecting the best features in high-dimensional datasets is often a massive bottleneck. Traditional methods (like filter, wrapper, or embedded methods) usually struggle with scalability, miss complex nonlinear relationships, or require a do

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Product Hunt — The best new products, every day

Premation

<p> An open-source AI alternative to After Effects </p> <p> <a href="https://www.producthunt.com/products/premation?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1210281?app_id=339">Link</a> </p>

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The Guardian AIBusiness

Elon Musk’s xAI sues Minnesota over law banning ‘nudification’ technology

<p>First-in-nation law sets up test on states’ power to regulate use of AI as it tries to outlaw fake nude images of real people</p><p>Elon Musk’s company xAI has sued Minnesota over the state’s first-in-the-nation law banning “nudification” technology on websites and apps, potentially providing a test for how far states can go in constitutionally regulating the use of artificial intelligence.</p><p>Musk’s company sued on Monday in federal court, days before the law is set to take effect on Satu

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Elon Musk’s xAI sues Minnesota over law banning ‘nudification’ technology
Vercel Blog

MiniMax H3 now available on AI Gateway

MiniMax H3 is now available on AI Gateway. H3 generates 2K video from a text prompt, a starting image, a pair of first and last frames, or reference material. Alongside text-to-video and first-frame image-to-video, the model supports first-to-last keyframe transitions and multimodal reference-to-video, conditioning a generation on reference images, video, or audio in a single request. Reference and keyframe modes are mutually exclusive. Output is mp4 at 2K resolution, from 5 to 15 seconds, in as

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Vercel Blog

Inkling Small from Thinking Machines is now available on AI Gateway

Inkling Small from Thinking Machines is now available on AI Gateway. Inkling Small reaches performance comparable to the larger Inkling model at about a quarter of the size, using much less compute per task. It is a broad generalist with native reasoning over audio and images, and it holds up well on reasoning, agentic coding, and tool use. Controllable thinking effort lets you trade quality against cost and latency, from minimal to maximum reasoning. For visual tasks, it can crop, zoom, and ins

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Vercel Blog

AI Gateway: GPT-5.6 pricing and speed updates

On AI Gateway , GPT-5.6 Luna and GPT-5.6 Terra are now cheaper and GPT-5.6 Sol is faster. AI Gateway adds no markup on token pricing, so these changes reach you at the upstream rate. The changes apply to both short and long context pricing. Model Change Input: Short context (per 1M tokens) Output: Short context (per 1M tokens) openai/gpt-5.6-luna 80% price reduction $0.2 $1.2 openai/gpt-5.6-terra 20% price reduction $2 $12 openai/gpt-5.6-sol Same price, fast mode now 2.5x faster (up from 1.5x) U

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OpenAI BlogLLMs

How avatarin built a 24/7 retail agent with GPT-Realtime

avatarin uses OpenAI’s GPT-Realtime to give Yamada Denki shoppers 24/7 multilingual support. In two weeks, 30,000 people used the agent and 92% of survey responses were positive.

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Apple Machine LearningResearch

Dimensionality Reduction Meets Network Science: Sensemaking on UMAP’s kNN Graph

While UMAP is widely used for exploring high-dimensional data, typical workflows focus on its lower-dimensional embedding, largely overlooking the rich k-nearest-neighbor (kNN) graph that UMAP constructs internally. This graph encodes the data manifold in its original high-dimensional space, before the distortion that UMAP’s 2D projection introduces. We demonstrate the untapped potential of this internal representation, showing how standard graph algorithms applied to this graph enhance data sen

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Apple Machine LearningResearch

MoMo: Dial Motion Mode in Robot Manipulation with Spatiotemporal Action Tokenization

To operate effectively across diverse contexts, robots must not only perform manipulation tasks accurately but also adapt how their actions unfold to the task, object, and interaction setting. We ask whether this execution-level variation can be learned as a reusable behavioral factor shared across tasks. We present MoMo, a two-stage imitation-learning framework consisting of a spatiotemporal action tokenizer and a behavior-cloning transformer that takes task and a continuous motion-mode conditi

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Grab Tech

Crowdsourced taxonomy verification: A feedback-driven framework for refining knowledge graph relationships via online search interactions

<h2 id="introduction">Introduction</h2> <p>The efficacy of semantic search relies on the accuracy of the underlying Knowledge Graph (KG). In high-velocity domains like on-demand food delivery or e-commerce, the catalog of entities like dishes, products, and merchants changes rapidly.</p> <p>Current methods for KG construction and maintenance face three critical challenges:</p> <ul> <li> <p><strong>Inaccuracy and hallucination from Large Language Models (LLMs)</strong>: Automated models often inf

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Hacker News LLMLLMs

LLM Honeypot

Article URL: https://llm2human.pages.dev/ Comments URL: https://news.ycombinator.com/item?id=49104117 Points: 103 # Comments: 40

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The Verge

Microsoft confirms Copilot ‘super app’ coming this year

Microsoft is working on an AI "super app" that combines Copilot's chat, coding, and agentic capabilities. During an earnings call on Wednesday, Microsoft CEO Satya Nadella said the app will span "both consumer and commercial experiences" when it launches this year. "Copilot is evolving rapidly from chat to Cowork to Autopilots," Nadella said. "This quarter, […]

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Microsoft confirms Copilot ‘super app’ coming this year
Unite.AI

Meta Bets Its Next Revenue Line on Personal AI Agents

Meta put consumer AI agents at the center of its revenue plan on July 29, 2026, when it reported second-quarter results and then used much of the earnings call to lay out a consumer agent business that has not launched yet. CEO Mark Zuckerberg told investors that personal agents will be "the foundation for our next wave of products and revenue lines in the months and years ahead," and said the company would have more to share soon. Zuckerberg sorted Meta's AI work into three buckets on the…

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Meta Bets Its Next Revenue Line on Personal AI Agents
MashableGeneral Tech

The newest Visual Studio Pro just dropped to $29.97

Get a lifetime license for Microsoft Visual Studio Professional 2026 for $29.97 through Aug. 9, with AI-assisted coding, cross-platform tools, and real-time collaboration.

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The newest Visual Studio Pro just dropped to $29.97