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Smart UV is here. AI draws seams and unwraps your model like a professional. → View: UV map, seams, and utilization in 5 seconds → Verify: select any island, see it on the 3D model → Retry: try again until it feels right → Adapt: your model or ours https://t.co/9dPZPRXrgo

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t complete. As proof, they left a suggested edit on an internal OAI documentation file signed “Hacktron AI Team PoC” and then reported it, earning a $6,500 bounty. Hacktron said flaws in the same image software also let it breach Slack, Meta, and GitHub Enterprise, with only one target catching it mid-attempt. Why it matters: While “just three guys with Claude and Codex subscriptions,” as one of the researchers said, might be underselling their capabilities. But if a small trio can get inside on

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s with their own customers: Salesforce, Zocdoc, SAP, telli. Pipecat's lean toward companies that build tooling or reference architectures for other developers: NVIDIA's Blueprint, AWS, Anthropic 3. Can I get a working agent going today? When evaluating each framework it's important that you can easily build (and reason about the code for) a voice or video agent. Given AI-augmented development, a developer should be able to get an agent working in a day with either. Independent write-ups comparin

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setup , with open hardware, training code, sim, and eval. The baseline science included sim-to-real correlation r = 0.91 on task progress and studies of offline metrics, scaling laws, and conditioning. Astra is showing up across evals and products, especially for vision : @skalskip92 reported GPT-6 Astra as the strongest vision model Roboflow has tested across detection, segmentation, box prompting, counting, reasoning, and video. The tradeoff remains material: a “high effort” setting improved

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kens to keep the baseline clean; we’re deliberately releasing that constraint so the output distribution can vary. --random-seed 42 makes the Poisson timing and synthetic length draws reproducible. Rerunning this command produces the same sequence of requests. --streaming is not optional. Without streaming, the server batches the full response before sending it, and there’s no first- or decode-token events to measure. Looking at the LLM metrics from this run, the distributions are noticeably wid

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Holding claws and ripping PRs together The post meat proxy era is here

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ome minor creative feedback, but never touched any production decision or even knew exactly how it was accomplishing its tasks. You can see the results here. There are plenty of flaws in these efforts that you can spot. But they are also examples of the AI exercising a kind of judgement and creativity, things that not long ago were considered uniquely human traits. And they were all done with just a fraction of the token budget of the ChatGPT account I pay for. I think these are fun demonstratio

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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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ext windows work, how they're measured, what happens when they fill up, and how developers can manage them effectively. Summary A context window is the total token budget an LLM draws on for a single request. It covers the user prompt, conversation history, retrieved content, and output; Bigger context windows enable longer documents, codebases, and conversations, but don't guarantee the model uses every part of them well; Models retrieve information least reliably from the middle of long prompt

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lity of the Arctic’s version of the sinkhole. There is no way to directly measure permafrost without digging into it , but there are signs to watch for. When ice-rich permafrost thaws, the ground surface subsides, creating what are known as thermokarst ponds – depressions that fill with water. Much of the Arctic has become dotted by ponds and lakes that formed this way, as temperatures there rise at two to three times the global average rate. Thermokarst ponds like these dot the landscape on the

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g higher per-rack loads and new requirements for power delivery, liquid cooling, and structural planning. September 18, 2026 Rack power density – how much sustained power a rack draws – has been steadily climbing. Not long ago, many operators treated 10 kW per rack as “typical,” with higher densities seen mainly in specialized environments. Today, AI workloads, space constraints, and improved thermal options are pushing practical rack capacities toward the extreme end, with designs approaching,

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たる。 Natは自然数の型、0nは自然数の0を表している。証明では、xが0の場合と、1n+p（自然数pに1を足した数）の場合に分ける。後者では一つ小さい数pに対する証明を利用し、すべての自然数でルールが成立することを示している。 アプリ開発では、こうしたルールと証明をファイルに分けて管理する。同ガイドが示す運用では、開発者がプログラムに満たしてほしい条件をLAWS.bendに記述し、AIにはこのファイルを変更させない。AIは実装コードを書き、そのコードが条件を満たすことを示す証明をPROOF.bendに記述する。bend PROOF.bendを実行すると、Bendが証明の正しさを検査する。未証明のルールが残っている場合や証明が成立しない場合は、検査に失敗する。 その活用例として、同サイトでは、AIがコードを変更しても、あらかじめ定めた条件が保たれるかを確かめるデモを紹介している。このデモでは、「⁠どのように操作しても勝利できない」という条件を設けたゲームを使い、AIに盤面の端から反対側へ移動できる機能の追加を指示した。証明を要求しない例では、勝利できてしまう変更が取り込まれた。証明を要

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out OpenAI’s string of security incidents), but the attack on regulation simply doesn’t follow. And indeed, as Mark Cuban pointed out in reply to Sacks, “Presumes we can pass new laws specific to AI. Or, figure out how to apply current laws to AI. Who do you trust to do this the right way?” Without the right regulation, suited for the brave new AI world we now live in now, liability is pointless. Reading Sacks’s tweet led me to post this: Karen Kornbluh, former Director of the National AI Office

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ll Information Technologies. He added that early on, Cornell allowed faculty to access any frontier model in a secure, private environment, but does not mandate their use. It uses AWS, where users can create, manage and deploy their agents, as well as user-facing tools including Microsoft Copilot and Claude Desktop. The main objective of agentic AI for Cornell is its ability to expand human capabilities, Boucher said. “We are not superb creatures,” he said, referring to human capabilities. “We h

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pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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日益扩大的信任鸿沟、AI 赋能的网络与生物风险、为什么每个模型最终都可能被越狱、当一个 20 美元的编程智能体造成 2 亿美元损失时会发生什么、AI 工程师是否应该获得认证，以及为什么即使在 AGI 之后，可能仍有一项工作是实验室永远无法自己完成的：做自己的监督者。 为什么风险、责任和信任可能成为 AI 采用的约束性因素 Rune 从阅读 Scaling Laws 论文到在 Anthropic 最早时期加入的历程 Anthropic 在这一切变得显而易见之前数年就理解到的关于扩展、算力和未来的事情 为什么 Waymo 说明了 AI 能力与现实世界部署之间的差距 AIUC 的 4000 万美元融资以及与 Cursor、Harvey、Lovable、ElevenLabs 和其他前沿 AI 公司的合作 AIUC-1：AI 智能体安全、保障与可靠性标准 智能体如何接受越狱、幻觉和数据泄露测试 为什么大多数 AI 公司优化顺利路径，却没有认真对对抗性案例进行压力测试 为什么 AI 标准可能需要每季度更新，而不是每十年更新 前沿 AI 实验室与政府之间正在出现的信任鸿沟 网络安全、儿童安全、生物武

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more partners joining. We're onboarding more inference partners across the real-time AI stack, and we'll keep adding credits to the program as they join it. Each pool of credits draws down on its own, and if one runs out, that service simply rolls over to standard rates so nothing in your agent stops working. All inference credits are redeemable through LiveKit Inference with no separate accounts to create, applications to fill out, or provider keys to manage. Your models are strings in your age

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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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local level (i.e., cities, townships, counties), of the roughly 20 GW sitting inside a restricted boundary, only 1,525 MW is delayed. Three projects account for the delayed MW: an AWS campus in Ohio, a powered land developer campus in Pennsylvania, and a site in Colorado; New York’s moratorium touches roughly 1.4 GW, but we estimate only about 0.8 GW faces a meaningful delaydirectly attributable to the order Texas adds perhaps three-four months of administrative delay for base-load projects in t

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iplies that power AI workloads involve a high amount of transistor switching in a short period of time, which increases the chip’s current demand on a nanosecond scale. The chip draws that extra current from the closest available source: capacitors that sit next to the chip known as decoupling capacitors (or decaps). Discharging these decreases the chip’s voltage. The chip’s board does have a voltage regulator—a dedicated circuit whose job it is to hold the chip supply voltage at a set target—bu

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