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Simon WillisonLLMs

Introducing Muse Glimmer

<p><strong><a href="https://research.meta.ai/blog/introducing-muse-glimmer-open-agentic-model">Introducing Muse Glimmer</a></strong></p> Meta are back in the open weights game! Muse Glimmer is a brand new 30B model under a clean Apache 2.0 license (a step up from the janky Llama licenses of old).</p> <p>They claim to have optimized it for exactly the kind of things I'm looking for in a local model:</p> <blockquote> <ul> <li><strong>End-to-end Agentic Task Completion.</strong> Muse Glimmer achiev

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VentureBeat

OpenAI launches GPT-5.6-Cyber with reduced refusals, 95% completion on advanced cybersecurity tasks

Earlier today, OpenAI launched GPT-5.6-Cyber , a specialized model designed to perform advanced vulnerability research and exploit development for approved defenders — including categories of work that its general-purpose models will often refuse. GPT-5.6-Cyber is a fine-tuned version of OpenAI's most advanced general model, GPT-5.6 Sol, unveiled back in June , but trained specifically to improve performance on advanced cybersecurity tasks, including finding zero-day vulnerabilities and developi

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OpenAI launches GPT-5.6-Cyber with reduced refusals, 95% completion on advanced cybersecurity tasks
The Robot ReportRobotics

RoboStore launches Robo Inc. to help U.S. organizations deploy robots

RoboStore, a distributor of Unitree's legged robots, has launched Robo Inc. to serve as a U.S.-based manufacturer and integrator. The post RoboStore launches Robo Inc. to help U.S. organizations deploy robots appeared first on The Robot Report .

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RoboStore launches Robo Inc. to help U.S. organizations deploy robots
The Guardian AIBusiness

Zuckerberg pushes ‘superintelligent’ AI for all as Meta releases open-weight model

<p>Meta CEO presents utopian vision of AI in 6,000-word essay amid Silicon Valley debate over government regulation</p><p><a href="https://www.theguardian.com/technology/mark-zuckerberg">Mark Zuckerberg</a> published a lengthy essay on Monday detailing his views on <a href="https://www.theguardian.com/technology/artificialintelligenceai">artificial intelligence</a> and announced several plans for how <a href="https://www.theguardian.com/technology/meta">Meta</a> would develop the technology in t

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Zuckerberg pushes ‘superintelligent’ AI for all as Meta releases open-weight model
Singularity Hub

Monochrome No More: New Night-Vision Glasses Show Color

The system combines quantum dots and an OLED display, translating infrared light into a range of visible colors. The post Monochrome No More: New Night-Vision Glasses Show Color appeared first on SingularityHub .

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Monochrome No More: New Night-Vision Glasses Show Color
The Robot ReportRobotics

Hadrian raises $1.37B to accelerate U.S. defense, aerospace manufacturing

The raise values Hadrian at $7.87 billion. It is Hadrian's second funding round this year, following a round in January 2026. The post Hadrian raises $1.37B to accelerate U.S. defense, aerospace manufacturing appeared first on The Robot Report .

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Hadrian raises $1.37B to accelerate U.S. defense, aerospace manufacturing
The Verge

Mark Zuckerberg doesn’t understand how to live

Recently, a man I was rock climbing with told me about how he'd used AI to make a motivational poster for himself, which he'd hung on his bedroom wall: a bear, walking a slackline over a canyon, holding a sign that said, "Do cool shit." I made what I hoped was a polite noise. What […]

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Mark Zuckerberg doesn’t understand how to live
Machine Learning Blog | ML@CMU | Carnegie Mellon University

Forking-Sequences — Part II: Multi-Horizon Forecast Ensembling with Reduced Volatility

Based on: Potosnak, W., Wolff, M., Cao, M., Ma, R., Konstantinova, T., Efimov, D., Mahoney, M.W., Oreshkin, B., & Olivares, K.G. "Forking-Sequences: Statistically and Computationally Efficient Multi-Horizon Forecasting with Reduced Volatility." Transactions on Machine Learning Research, 2026. (Disclaimer: Code implementation not used in the paper; not affiliated with Amazon — provided as a reference for forking-sequences and forecast ensembling) TL;DR Ensembling, nearly for free. Forking-sequenc

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Forking-Sequences — Part II: Multi-Horizon Forecast Ensembling with Reduced Volatility
Hacker News 最佳

How Claude marks AI-generated content

Article URL: https://support.claude.com/en/articles/16266773-how-claude-marks-ai-generated-content Comments URL: https://news.ycombinator.com/item?id=49250109 Points: 438 # Comments: 399

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Unite.AI

NVIDIA Mobilizes $500 Billion in Third-Party Capital to Finance AI Compute

NVIDIA has signed memorandums of understanding with six of the largest pools of private capital in the world — Apollo, BlackRock, Blackstone, Brookfield, Goldman Sachs and KKR — to create independent compute financing platforms the company says will mobilize more than $500 billion of third-party capital for AI infrastructure over time, according to the company's August 10, 2026 announcement. The platforms are designed to create dedicated pools of capital at scale and at what NVIDIA calls…

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NVIDIA Mobilizes $500 Billion in Third-Party Capital to Finance AI Compute
Product HuntTools

Chat Agent by Trigger.dev

<p> AI chat that keeps running after you close the tab </p> <p> <a href="https://www.producthunt.com/products/trigger-dev?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/1219801?app_id=339">Link</a> </p>

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VentureBeat

AWS Continuum integrates with OpenAI Codex and Anthropic Claude Code in major AI security push

Amazon Web Services is threading its AI-powered security infrastructure directly into the coding environments built by two of its fiercest rivals — and in doing so, it is making a bold bet that controlling the security layer matters more than controlling the model. AWS announced at Black Hat USA 2026 this month that its Continuum platform for code vulnerabilities will integrate directly into Anthropic's Claude Code and OpenAI's Codex , alongside AWS's own Kiro IDE . The move embeds AWS security

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AWS Continuum integrates with OpenAI Codex and Anthropic Claude Code in major AI security push
Engineering – The GitHub Blog

Using the GitHub Copilot SDK for Java

Enterprise Java developers have a new superpower—drive GitHub Copilot from idiomatic Java code with annotations, virtual threads, and more. The post Using the GitHub Copilot SDK for Java appeared first on The GitHub Blog .

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Using the GitHub Copilot SDK for Java
DataRobot Blog

Stop Rate-Limiting Requests. Start Scheduling Tokens: Introducing DataRobot TokenGrid

Authors: Sudeeptha Jothiprakash, Venkat Bala, Tushar Pandey, Romi Datta The real bottleneck in the modern AI stack Enterprise IT has a strange problem: token spend and third-party model subscription costs keep climbing, while the GPU clusters running these workloads sit at just 20% utilization. That gap comes down to one thing: the tools managing access... The post Stop Rate-Limiting Requests. Start Scheduling Tokens: Introducing DataRobot TokenGrid appeared first on DataRobot .

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Stop Rate-Limiting Requests. Start Scheduling Tokens: Introducing DataRobot TokenGrid
The Robot ReportRobotics

Tate deploys 58 Hirebotics cobot welders across multiple facilities

Tate decided to move from traditional hand welding to an agile, cloud-connected automation network powered by Hirebotics. The post Tate deploys 58 Hirebotics cobot welders across multiple facilities appeared first on The Robot Report .

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Tate deploys 58 Hirebotics cobot welders across multiple facilities
Cloudflare Blog

Everything we launched during Agents Week

Our latest Agents Week has come to a close. Here’s a recap of all the announcements we made from Wallets to Radar.

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Everything we launched during Agents Week
VentureBeat

Brex assumes its AI agents could do anything — so it watches the network, not the code

Brex CEO Pedro Franceschi offered a blueprint for one of the pressing challenges facing the enterprise today at VB Transform 2026 : securely deploying AI agents, like the open-source OpenClaw, into production environments. Unlocking this enterprise value requires a mindset shift. The industry needs to move past vague terminology and focus on concrete enterprise roles. “People talk a lot about agents, but I think 'agents' is a terrible name. It's this Silicon Valley concept that doesn't really me

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Brex assumes its AI agents could do anything — so it watches the network, not the code
The DecoderBusiness

Old OCR text cripples language model training, and FineBooks wants to fix that at scale

The FineBooks project from Hugging Face and EleutherAI tested 14 open-source OCR models on more than 2,000 historical book pages. The top model, dots.mocr, hits 97.6 percent character accuracy at under two dollars per thousand pages. That's good enough for AI training data, but not yet for scholarly transcriptions, the team says. The article Old OCR text cripples language model training, and FineBooks wants to fix that at scale appeared first on The Decoder .

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Old OCR text cripples language model training, and FineBooks wants to fix that at scale
Unite.AI

OpenAI Expands Daybreak With Two Tiers and a New Cybersecurity Model

OpenAI is splitting its cybersecurity program into two access tiers and releasing a new purpose-trained model alongside them, the company announced on August 10, 2026. Daybreak Blue opens frontier general-purpose models, including GPT-5.6 Sol, to approved defenders for everyday security work, while Daybreak Red gates the new GPT-5.6-Cyber model behind tighter vetting for vulnerability research, exploit validation, and security testing. The structure addresses a tension OpenAI says it has been…

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OpenAI Expands Daybreak With Two Tiers and a New Cybersecurity Model
The DecoderBusiness

OpenAI launches GPT-5.6-Cyber to help defenders find vulnerabilities before attackers do

OpenAI aims to give cybersecurity defenders a head start: The new GPT-5.6-Cyber model answers up to 98.5 percent of security queries that would otherwise be blocked and has already uncovered two previously unknown Chrome vulnerabilities. According to OpenAI, the window of opportunity for defenders is shrinking. Access requires identity verification. The article OpenAI launches GPT-5.6-Cyber to help defenders find vulnerabilities before attackers do appeared first on The Decoder .

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IEEE Spectrum RoboticsRobotics

Robot Recycler Salvages Parts From Broken Machines

Objects constructed by robots are ubiquitous. If you’ve used a car, household appliance, or smartphone today, you’ve used an object constructed at least in part by robots. The more products that manufacturers want to produce (and consumers want to consume) at lower costs, the more industrial robots will be needed. There are over 4 million industrial robots in use worldwide, according to the International Federation of Robotics . And researchers predict that number will grow to over 16 million by

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Robot Recycler Salvages Parts From Broken Machines
Vercel Blog

Vercel Sandbox now runs on Vercel Managed Images

Today we are introducing Vercel Managed Images (VMI), a set of versioned, open-source base images you can use as-is or extend. The source for every image lives in the public vercel/sandbox repository. Managed images replace Sandbox runtimes, which are now deprecated. Starting with version 3 of the Sandbox SDK, new sandboxes default to vercel/sandbox/universal:latest . It ships with Node.js, Python, common coding agents and standard utilities, so most users never build a custom image or install p

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The Guardian AIBusiness

Bernie Sanders calls on Silicon Valley to ‘pause AI development’ in interest of humanity

<p>Progressive US senator urges Meta, OpenAI and Anthropic to ‘stop building machines that humans cannot control’</p><p>Senator Bernie Sanders has called on Meta, OpenAI and Anthropic executives to halt their development of artificial intelligence, warning that the US Senate will implement regulation if the companies continue deploying AI at their current pace.</p><p>In a new <a href="https://www.sanders.senate.gov/wp-content/uploads/AI-Pause-Letter-FINAL.pdf">letter</a> addressed to the CEOs of

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Bernie Sanders calls on Silicon Valley to ‘pause AI development’ in interest of humanity
The Hacker NewsSecurity

Shipping 10–50× More Code? Watch This Webinar on Securing AI-Speed Development

AI is helping development teams produce far more code, far faster. But security teams still have to review vulnerabilities, manage dependencies, prioritize fixes, and control risk at human speed. When software output jumps 10 to 50 times, the problem is no longer just finding vulnerabilities. It is keeping security from becoming the bottleneck, or worse, losing control of what gets shipped.

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Shipping 10–50× More Code? Watch This Webinar on Securing AI-Speed Development
Hacker News 最佳

Show HN: Needle2: 14MB agentic LLM for phones, wearables, smart home and robots

Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits betwee

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