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g to improve on these risks as part of the update? Not that much, based on a reading of the patch notes. Shared sessions, for example, are a great way to introduce collaborative Claws at work, but the OpenClaw foundation states in the patch notes that the shared session controls “are not tenant isolation or a security boundary.” In other words, you’d better be sure there’s no need to isolate various OpenClaw instances. A new protected credentials feature has been added that allows users to share

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er blog Console Console Console Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Overview Overview Overview Marketplace Marketplace Marketplace Claude on AWS Claude on AWS Claude on AWS Blog Blog Blog Claude partner network Claude partner network Claude partner network Customer stories Customer stories Customer stories Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Availability Availability Availability Check fil

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er blog Console Console Console Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Overview Overview Overview Marketplace Marketplace Marketplace Claude on AWS Claude on AWS Claude on AWS Blog Blog Blog Claude partner network Claude partner network Claude partner network Customer stories Customer stories Customer stories Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Availability Availability Availability Check fil

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side conflicting measurements of how fast the universe is expanding, mean Roman could help answer big questions about the cosmos. QUICK HITS TikTok will pay $400M to settle a DOJ lawsuit accusing it of illegally collecting data from children under 13 and failing to delete kids’ accounts when parents asked. Apple is laying off 200 employees across Siri, Vision Pro gaming, and 3D-video teams, just days before John Ternus is set to take over as CEO. Tech pioneer and venture capitalist Ben Rosen , w

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pest model 🎶 Firefly Audio - Create commercially safe music, voiceovers, & sound effects Build an AI agent, then see its reasoning, tool calls, and token usage. Join Honeycomb and AWS on Aug. 25 to explore Agent Timeline hands-on. OpenAI introduced a new plugin for Apple Messages, allowing ChatGPT to search, view, and send messages from its ChatGPT, Codex, and Work platforms. Asana said it used OAI’s Codex to remove an outdated testing framework in two weeks for around $12k, work the company ori

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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ng a pen test from a vendor that would cost thousands, and weeks of back-and-forth. A penetration (”pen”) test is a safe, authorized mock cyberattack that helps you fix security flaws before bad hackers find them. As we have democratized software creation, we have also sought to democratize securing it. A new generation of creators needs to ensure their apps are hardened against attackers, who look at apps built with AI as an opportunity as a potential opportunity. Our existing scans have an age

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inal, so every rendering bug became a debugging session through a React reconciler and a flexbox engine. And there were limits we never engineered around: the whole-transcript redraws flickered, and layout occasionally came out wrong. The AI SDK and Mastra prototypes moved to OpenTUI, which maintains a virtual terminal buffer and keeps it in sync with the real one. That fixes flicker, but you give up the native buffer along the way: the transcript is no longer plain text in your terminal's scrol

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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t now. And in an industry first, everyone gets access. No Mobbin account required; it’s just there, wired in. To use it, just describe what you want to create, and Replit Design draws from more than 600,000 real-world screens from over 1,000 apps to turn your idea into a finished app or site. Your brand, everywhere, in one click AI design today is fragmented. Prompt in one tool, refine in another, publish in a third. Every handoff strips something out: the colors drift, the type resets, the deta

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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s flat at the 2e-3 MXFP4 floor for the whole run. The 12-hour DAPO run. Left: mean reward over the 64 sampled responses per rollout, graded on the response channel; each rollout draws a different prompt batch, so the trend is the signal and the per-step value is noise. Middle: AIME-2024 greedy pass rate, evaluated every 10 rollouts under the same 4096-token limit as training, so a correct solution that runs past the limit scores as a miss. Right: a Schulman k3 estimate of KL(rollout ‖ train) at

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ity have long been studied and approached in isolation from each other. Generative approaches result in high-quality world models that enable simulations and they exhibit scaling laws for predictable returns on compute investments. However, compared to more specialized approaches for representation learning they produce less disentangled representations, which puts a ceiling on their usefulness for tasks that require world understanding. As generative models themselves rely on their own features

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d reinforcement learning from AI feedback (RLAIF), with supported deployment to SageMaker AI or Amazon Bedrock endpoints. This alleviates the need to manually create and configure AWS Identity and Access Management (IAM) roles and policies before you can start experimenting. For existing Studio environments, actionable messages with direct links to documentation guide you through adding these permissions. GPU quota visibility When selecting instance types for deployment or training, the Studio U

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HF TOKEN in your environment and hand it to a run with --secret HF TOKEN ; SkyPilot uses it for the mount on whatever cloud the job lands. One token works whether the job lands on AWS, GCP, Azure, Nebius, Lambda, or your own Kubernetes cluster, so there are no per-cloud bucket keys to juggle. No egress: storage stops deciding where you run GPU capacity rarely comes from one place anymore. To get enough H100s and H200s, teams hold reserved and committed capacity across several vendors at once (a

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st than the nearest comparable alternative. How it works A swarm of parallel agents investigate segments of the codebase. Each agent reasons across files—catching business logic flaws, chained auth bypasses, and cross-service exploit paths. Devin then composes individual findings into full attack paths and reproduces each one in an isolated sandbox to confirm exploitability at runtime. What reaches the security team is a set of confirmed-exploitable vulnerabilities with attack paths and steps to

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tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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ctory sync to enable Vercel in a team to be managed by the organization's identity system. Finally, Bring Your Own Cloud (BYOC) lets organizations use Vercel's platform running on AWS infrastructure provisioned by the customer. According to Vercel, Passport was a highly requested feature because of the number of employees who create applications hosted by Vercel but outside the control of the organization. A typical scenario is that an employee builds an application with AI assistance, and the A

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er blog Console Console Console Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Overview Overview Overview Marketplace Marketplace Marketplace Claude on AWS Claude on AWS Claude on AWS Blog Blog Blog Claude partner network Claude partner network Claude partner network Customer stories Customer stories Customer stories Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Availability Availability Availability Check fil

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lligence per dollar than other frontier models. Input : $1.25 per 1 million tokens Output : $2.50 per 1 million tokens It features a 1 million context window that handles extremely long documents and codebases with ease. Developers can also configure reasoning: Use none for maximum speed on simple requests, or low / medium / high to scale reasoning effort to the difficulty of the problem. Build with Grok 4.3 on Amazon Bedrock Grok 4.3 is now available to all developers in supported AWS Regions .

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