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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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Unite.AI

Global AI Closes First Debt Raise to Expand Sovereign AI Data Centers

Global AI, a U.S. company that builds single-tenant, air-gapped data centers for governments and enterprises, has closed $441 million in financing, its first-ever debt raise. The senior secured credit facility was led and arranged by J.P. Morgan, with participation from a group of lenders the company did not name. The announcement lands the same week another GPU infrastructure operator, Nscale, lined up a $900 million credit facility from a lender group that also included J.P. Morgan — two…

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Global AI Closes First Debt Raise to Expand Sovereign AI Data Centers
Hacker News: Launches

Launch HN: Stoa Markets (YC S26) – A Marketplace for GPUs and AI Servers

Hi HN, we’re Eren, Berat and Kaan. We’re building Stoa ( https://www.stoaexchange.com ), a marketplace for new and used GPUs and AI servers. GPUs are the collateral in the data center buildout. Today, financing terms mostly depend on the offtaker, meaning the company that has committed to use the compute. If that company is a hyperscaler, the financing can look investment grade. If it’s a smaller cloud or startup, terms get expensive fast, even with the same hardware as collateral. The lender’s

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AWS Machine Learning Blog

Run interactive IDEs on Amazon EKS with SageMaker AI to power up your AI workflows

The Amazon SageMaker AI Spaces add-on for Amazon EKS runs managed JupyterLab and Code Editor environments on the cluster your ML team already operates. This post shows how to install and configure the add-on, connect from the browser and from VS Code over SSH-over-SSM, and move your team to OpenID Connect sign-in with Amazon Cognito.

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Unite.AI

Dyna Robotics Trains DYNA-2 on a Million Hours of Human Video, No Robot Data

The claim matters because of where the field's constraint sits. Generalist robot policies have been trained largely on teleoperated action data: humans physically guiding robots through tasks, hour by hour. That data is expensive and slow to collect, and it has capped how far robot foundation models can scale. DYNA-2's bet is that the physical intuition robots need can be learned from video of humans doing things, then transferred to robot hardware. "By building a World-Action Model that…

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Dyna Robotics Trains DYNA-2 on a Million Hours of Human Video, No Robot Data
AWS Machine Learning Blog

How nOps shipped FinOps agents 75% faster with Amazon Bedrock AgentCore

nOps rebuilt its Clara FinOps AI agent on Amazon Bedrock AgentCore, replacing a self-managed Amazon EKS stack running LangChain and LangGraph. The move cut time-to-production by 75% (from 10-12 months to 4 months), improved response quality, and reduced operational overhead while keeping analytics governed through Databricks Lakehouse Metric Views.

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Towards Data Science - Medium

How to Effectively Deploy Code With Claude Code

Learn how to optimize your CI/CD pipeline for coding agents The post How to Effectively Deploy Code With Claude Code appeared first on Towards Data Science .

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Hacker News 最佳

What's the best programming language for coding agents?

Related: Which programming languages are most token-efficient? - https://news.ycombinator.com/item?id=46582728 - Jan 2026 (91 comments) Comments URL: https://news.ycombinator.com/item?id=49245936 Points: 254 # Comments: 183

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Product HuntTools

Atlas by WorkOS

<p> Your AI coworker in Slack </p> <p> <a href="https://www.producthunt.com/products/workos?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/1219657?app_id=339">Link</a> </p>

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VentureBeat

Meta returns to open source with Muse Glimmer, an Apache 2.0 licensed 30B parameter AI model optimized for agents — available now

Meta today released Muse Glimmer, a 30-billion-parameter open-weight model designed to run autonomous AI agents directly on consumer hardware — pushing agentic workloads that normally depend on cloud infrastructure onto high-end Macs and PCs. Just as notable as what the model does is how it's licensed. Glimmer arrives under the permissive, industry-standard Apache 2.0 open source license — the company's first fully open release since it succeeded its open-weight Llama family in April with the pr

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Meta returns to open source with Muse Glimmer, an Apache 2.0 licensed 30B parameter AI model optimized for agents — available now
Unite.AI

Vikhyat Chaudhry, CTO, COO & Co-Founder of Buzz Solutions: A Return Conversation

Vikhyat Chaudhry, CTO, COO & Co-Founder of Buzz Solutions, leads the company’s technology development and operations as it applies artificial intelligence, machine vision, and predictive analytics to the inspection and maintenance of critical energy infrastructure. He co-founded Buzz Solutions in 2017 after developing experience across data science, machine learning, embedded systems, computer vision, and autonomous technologies. Before focusing full-time on the company, Chaudhry worked as a…

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Vikhyat Chaudhry, CTO, COO & Co-Founder of Buzz Solutions: A Return Conversation
Recurrent Neural Networks

New Free eBook: Understanding Agentic AI, an Executive Briefing

Written for CEOs, CTOs, CIOs, and technology executives, our new free ebook "Understanding Agentic AI: An Executive Briefing" walks through the components every real agentic system is built from.

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New Free eBook: Understanding Agentic AI, an Executive Briefing
AWS Blog

AWS Weekly Roundup: AWS Heroes Summit, Web Search on Amazon Bedrock, Dogwood, Kiro Crew, and more (August 10, 2026)

Last week, we brought together AWS Heroes from around the world to connect, collaborate, and celebrate the builders who go above and beyond for the AWS community. The AWS Heroes Summit, an invite-only annual gathering, brings global experts specializing in fields like AI, serverless, and containers together for direct collaboration, technical deep-dives, and feedback sessions […]

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The Verge

Four takeaways from Mark Zuckerberg’s massive AI manifesto

Meta CEO Mark Zuckerberg has a lot to say about the idealized future he now envisions for humanity co-existing with artificial intelligence - his latest essay spans more than 6,500 words on the matter. The lengthy manifesto Zuckerberg published on Monday, titled "The Future is for Everyone," broadly lays out his beliefs about how the […]

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Four takeaways from Mark Zuckerberg’s massive AI manifesto
Unite.AI

Newsom Orders AI Cyber Defense Program for California Critical Infrastructure

Governor Gavin Newsom on August 10, 2026 directed California's state agencies to stand up what his office calls a first-in-the-nation AI Cyber Defense Program, housed inside the California Cybersecurity Integration Center and aimed at protecting state systems, local governments, and critical infrastructure against AI-enabled attacks. The program applies AI to vulnerability detection, network hardening, and incident response. Alongside it, the Governor directed agencies to expand local…

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Newsom Orders AI Cyber Defense Program for California Critical Infrastructure
The Hacker NewsSecurity

⚡ Weekly Recap: AI Goes Rogue, Metabase 0-Day, MCP Supply-Chain Attacks, and Router Backdoors

A lot of security problems still begin with someone doing a completely normal thing. Cloning a repo. Answering a call. Leaving a box exposed. Trusting the default. That pretty much covers the mood this week. Old bugs are back, supply chains are getting stranger, and some exploit paths are so short you wonder what was supposed to stop them in the first place. That’s only part of it. Here’s

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⚡ Weekly Recap: AI Goes Rogue, Metabase 0-Day, MCP Supply-Chain Attacks, and Router Backdoors
Towards Data Science - Medium

Building an Agent-Ready Data Warehouse: What Traditional Architectures Do Wrong

Giving an AI agent access to a data warehouse doesn't automatically make it agent-ready. The real challenge lies in teaching the agent what the data means and when it's reliable enough to use. The post Building an Agent-Ready Data Warehouse: What Traditional Architectures Do Wrong appeared first on Towards Data Science .

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Unite.AI

Most Enterprise AI Isn’t Secure. Here’s What Businesses Can Do

Enterprises are racing to adopt generative artificial intelligence (AI) to stay competitive in their markets. However, security teams face a significant challenge because they are relying on outdated frameworks designed for a different technological era. The tools that have successfully protected organizations for decades now leave critical vulnerabilities exposed when employees interact with browser-based AI platforms. To safely adopt the latest technology, businesses must completely rethink…

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Most Enterprise AI Isn’t Secure. Here’s What Businesses Can Do