AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Misconfiguring Turnstile by skipping backend validation leaves sites exposed to bots. Turnstile Spin fixes incomplete setups by using your preferred AI coding agent to wire up server-side verification.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：I used Google’s Nest Doorbell (left), Aqara’s HomeKit-compatible G400 (center), and the Ring Pro 4K (right) to test the new AI features of Gemini for Home, Apple Intelligence for Home, and Amazon’s Ring. | Photo by Jennifer Pattison Tuohy / The Verge A few years back, I was at a beachside Easter egg hunt, watching my kids dash through sand dunes searching for sweet treats. My phone buzzed in my pocket; I ignored it. A moment later, it buzzed again. I pulled it out, glanced down, and saw a "motion detected" notification from my security camera. "Just my dog in the yard," I thought, dismissing it. As the colorful eggs piled up in the baskets, my phone kept buzzing. Reluctantly, I pulled it out again and saw several more "motion detected" alerts. I tried to load a…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Researchers have shown that exotic quantum particles called non-Abelian anyons can perform the full range of operations needed for universal quantum computing. Using 54 qubits on Quantinuum’s H2 processor, they combined braiding and fusion to unlock capabilities that braiding alone could not provide.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Chinese firms supplied nearly all dexterous hands for humanoid robots in early 2026, but Western players are starting to close in.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Israel and the US have used AI to kill in Gaza and Iran, while law enforcement uses it in surveillance and arrests. The future is here In recent weeks, concerns about AI have forged unlikely alliances in the tech and policy worlds. Tech moguls such as Sam Altman, Elon Musk and Demis Hassabis joined Dario Amodei, Satya Nadella and Bill Gates in sounding the alarm about the dangers of AI and called for a slowdown of the technology’s development despite years of racing for dominance. The senator Bernie Sanders teamed up with Steve Bannon to urge Congress to regulate AI, which has become one of the very few issues to unite Americans across the political spectrum. The latest moves were sparked in part by the AI researcher Jacob Coxon’s warnings on Twitter/X that AI…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Across videos, standup and cartoons, humorists are skewering big tech’s attempt to make AI ubiquitous and inevitable “Best case scenario, we never have to do any admin again,” says an AI CEO. “Worst case, we all die.” A young man struggles to the top of a beautiful mountain, words echoing in his ears: “AI will most likely lead to the end of the world, but in the meantime, there will be great companies created.” At the top of the mountain, he triumphantly holds up a sign: “Build a datacenter here.” Continue reading...

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Theory is easier to trust once it's running against a real API, so both examples in this article use the same tool — a get_weather function backed by <a href="https://open-meteo.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：After teasing its new Copilot "super app" last month, Microsoft is officially unveiling it today. The redesigned Copilot app bundles three AI capabilities into a single interface of chat, coding, and agents. As part of the launch, Microsoft is also rebranding Scout, the AI personal assistant it unveiled at Build earlier this year, as Autopilot. This new Copilot app will have three tabs for Home, Code, and Autopilot, with Home combining Copilot Chat and Cowork together. It's the default landing experience for Copilot users, and Microsoft is also planning to include a Today feature inside it that works as personalized dashboard for important … Read the full story at The Verge.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Xi is expected to depart Washington after touring the nation’s vault of records, where the Declaration of Independence, the Constitution and the Bill of Rights are held Sign up for US Breaking News emails Hello and welcome to the US politics live blog. Donald Trump is taking Chinese president Xi Jinping to visit the National Archives later today, showing off the sacred texts of US democracy to the leader of the world’s most powerful communist country. Donald Trump welcomed Xi Jinping to the White House for a state dinner in honor of the Chinese leader that was not televised because the White House continued to deny full access to the event to CNN journalists on Thursday, despite a court order. Writing on his social media platform, Trump complained that two of t…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Continue reading...

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：I suspect nearly all of my students use AI, and I worry about its corrosive effects. We must not entrust tech companies with our long-term health Prof Devi Sridhar is chair of global public health at the University of Edinburgh When I was a postgraduate student at the University of Oxford in the early 2000s, I interviewed for a major consulting firm. All my friends were being recruited, and I thought why not give it a shot? Aside from the usual maths-proficiency test (how quickly can you crunch numbers in front of a client and look smart), I was asked about what the future of streaming could look like. I gave a long-winded answer about the unintended consequences of changing how humans interact with each other when a new technology is introduced, and why this m…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：LangChain announced new updates to LangSmith. Updates include Engine v2 with red teaming and automatic testing, a new version of Managed Deep Agents, trajectories and more.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Projects are the bridge between learning and becoming a professional. While theory builds fundamentals, recruiters value candidates who can solve real problems. A strong, diverse portfolio showcases practical skills, technical range, and problem-solving ability. This guide compiles 10 solved projects across AI domains, from basic machine learning to advanced generative AI system. The tools and […] The post 10 Solved Generative AI Projects to Boost your Profile appeared first on Analytics Vidhya.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：A quiet day lets us discuss the work behind the scenes - now open for business!

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Expert says Australia’s criminal laws should be clarified to determine how fault is applied to a corporation when its AI agent commits a crime Get our new political email, free app or daily news podcast The federal government could change Australian laws if the current legal framework could not respond to the unprecedented OpenAI hack of Medicare, ministers have confirmed. On Friday, the government said the review by spy agency, the Australian signals directorate, would consider whether legislative change was needed after the prime minister revealed an artificial intelligence agent developed by OpenAI hacked Medicare’s statistics website and three other systems in June. Continue reading...

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Fastino Labs has released GLiNER2.5-Decide, a 340M-parameter open-weight decision model. It takes text and a schema of typed questions and returns structured answers. Each answer comes with a probability distribution, a confidence score, and constraint-feasibility metadata. It targets the frequent judgment calls inside agent pipelines: routing, triage, tool selection, and guardrails. Is it deployable? Yes, […] The post Fastino Releases GLiNER2.5-Decide: A 340M Open-Weight Decision Model That Runs on CPU appeared first on MarkTechPost.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Discussion | Link

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Black Forest Labs (BFL), the lab behind the FLUX image models, has released FLUX 3 Action. It is a 7B open-weights World Action Model (WAM) for robot control. The model reads camera frames, robot state and a text instruction. It then predicts future video frames and the next chunk of actions together. On the RoboLab-120 […] The post Black Forest Labs Releases FLUX 3 Action: A 7B Open-Weights World Action Model That Tops RoboLab-120 appeared first on MarkTechPost.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：arXiv:2609.28818v1 Announce Type: new Abstract: Generalization in robotic manipulation requires policies to perform tasks across diverse unseen object instances that vary in shape, size, and pose. However, conventional behavior cloning (BC) methods often overfit to instance-specific geometry and appearance, limiting transfer to novel objects. We introduce KeyGen, a framework that learns canonicalized semantic 3D keypoints from point clouds and uses them as structured object-centric representations for policy learning. A visuomotor diffusion policy conditions on these keypoints together with object-centric geometry to predict full manipulation trajectories, enabling consistent geometric correspondence across object instances. To evaluate category-level generaliz…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：arXiv:2609.28816v1 Announce Type: new Abstract: Robotic bodies are inherently distributed in sensing and actuation, yet learning-based control still commonly relies on centralized information processing. This work studies the problem of information organization in communication-constrained embodied control: which computations should remain local, and which information is worth transmitting for whole-body coordination. We propose FlyCNS, an embodied information-organization framework inspired by the Drosophila brain--nerve-cord connectome. FlyCNS preserves local sensorimotor computation within each limb and enables selective long-range communication through separate ascending and descending routing pathways. From a real connectome, FlyCNS extracts the directiona…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：arXiv:2609.28807v1 Announce Type: new Abstract: Over the course of a lifetime, robots may encounter novel scenarios unaccounted for in its original training that result in performance degradation. One common approach to mitigating this issue is to further grow the offline training dataset in hopes of producing a policy robust to these changes. In contrast, biological learning occurs moment-to-moment via a stream of experience, unlike the predominantly batch-based and offline nature of deep learning. Although recent works show the feasibility of stream-based deep reinforcement learning, where updates use only the latest experience, none have shown it to be a viable continual learning framework for adapting robotic policies to unseen changes. In this paper, we pr…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：arXiv:2609.28798v1 Announce Type: new Abstract: Long-horizon manipulation often requires reasoning about state absent from the current view, such as a vanished object's location, temporal identity, or the contents of a shuffled container. We present OCC4M ("Occam"), an object-centric 4D memory that maintains persistent tracks in a shared world frame and explicitly represents temporal, motion, and containment relations. A vision-language model (VLM) queries this structured memory to select actionable targets for history-free low-level execution. Across seven simulation conditions and 350 episodes, OCC4M achieves 96.6% memory success and 88.9% end-to-end success, versus 54.6% and 57.7% for FrameSamp, a raw-history VLM baseline using Gemini 3.7 Flash with the comp…

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：arXiv:2609.28767v1 Announce Type: new Abstract: Real-world perception systems must adapt to changing environments, but manual image annotation cannot scale to field data volumes. We present BirdsEye, which shifts expert annotation from images to the field: an operator records target locations in world coordinates using RTK positioning and calibrated projective geometry propagates each observation to all frames where the target is visible. To quantify how well physical annotations align with image observations, we derive a first-order mapping from camera-pose uncertainty to pixel uncertainty and validate it against Monte Carlo simulation. This mapping is linear in the six per-axis pose variances, so it inverts into a sensor design tool: we give a sufficient cond…