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won the chemistry Nobel Their work has become a key tool in developing medicines. ( Guardian ) 10 California has declared a human-vs-robot fight illegal The state's combat-sports laws were never written for machines. ( NYT $) Quote of the day —David Robinson, who last week quit his job as OpenAI safety transparency lead, tells The New York Times that his former company has built models that develop capabilities their creators did not explicitly design. One more thing The US government is organiz

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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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I driver’s steering and braking change what it sees next. Other road users follow their recorded paths, but the driver can explore the consequences of its own actions. Odyssey-3 draws on visual pre-training to learn controls for robots, cars, and games. In the company’s experiments, robot arms learned from tens of hours of demonstrations and recovered from missed grasps without being shown those recoveries. These early results suggest that physical AI may need fewer demonstrations of every situa

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ctions before reaching the main patent claims. Juniors also focused on surface-level synonym swapping rather than commercial scope improvement. Even when juniors spotted serious flaws, they often left descriptive comments diagnosing the defect rather than executing the redline to fix it. Because this "diagnose-without-execute" posture was equally common among unassisted control juniors, it represents a baseline junior deficit that three months of relying on AI to execute rewrites did not remedia

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on Knowledge (23.8). Across seven public text benchmarks, d1-3B averages 82.9, ahead of Decider 4B at 81.1. d1-omni-600M averages 78.4 and posts the top Civil Comments (95.8) and PAWS-X (79.5) scores. On 11 image benchmarks, d1-3B averages 74.1 against 73.9 for its base model. Liquid AI calls audio decision benchmarks an open problem. How fast is d1-3B on NVIDIA hardware? Liquid AI measured end-to-end latency, one warm request at a time. One question takes 8 ms on an RTX 4090 and 9 ms on an AMD

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mission feature in SharePoint or a change to the Google Drive sharing model could create gaps in the ACL mapping logic. This can expose content until the connector is updated. How AWS solves this: Real-time ACL enforcement To address these challenges, we implemented real-time ACL checks as an additional layer of security on top of existing pre-retrieval ACL filtering for Amazon Quick and Amazon Bedrock Knowledge Bases. This makes sure the system enforces the most current access controls by check

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sperson said in a statement. The report comes amid growing scrutiny of technology designed to maximize young users’ attention. Meta recently agreed to settle for $18 billion in a lawsuit brought by 29 states over claims that its social media platform harms children with addictive features, while state and federal lawmakers have begun targeting similar dynamics in chatbots. The bipartisan CHATBOT Act , introduced this year, specifically calls out AI companies’ use of “rewards, notifications, and

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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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unts after their previous accounts have been removed. The new measures come as Meta continues to face pressure over the safety of children on its platforms. The company has faced lawsuits and criticism from lawmakers over the risks its social media services may pose to young users. In August, Meta reached an agreement to pay up to $18 billion to settle a child safety lawsuit involving 29 U.S. states, addressing concerns regarding the protection of children online. Meta has introduced several chi

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e firefighting into proactive, self-orchestrating workflows. The system, called Orion AI, uses Amazon Bedrock and Strands Agents, an open source agent orchestration framework from AWS, to coordinate specialized agents. Before Orion AI, Cornerstone’s Enterprise DataOps team would spend up to 45 minutes per database incident manually querying system views and cross-referencing logs before handing off across teams. With Orion AI, database diagnosis dropped from 45 minutes to 10, a 78% reduction. A

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in-Region through Bedrock, Qlik hosts it on Amazon SageMaker AI instead, then moves that workload back to Bedrock after Regional availability catches up. For model availability by AWS Region, refer to Supported models by AWS Region in Amazon Bedrock Figure 1: Employee questions flow through the entry, routing, and answer layers, then branch to specialist agents, the analytics agent, and the retrieval agent (backed by Amazon OpenSearch Service), before converging on the model access layer, which

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ng event is hard to do, and I think that victims and victims' families should be afforded every opportunity.” Read the rest of this story here. MORE FROM 404 MEDIA A flock of new laws incoming. Several recently introduced pieces of legislation would, if passed, dramatically curb federal agencies’ access to Flock cameras, with the lawmakers referencing reporting by 404 Media in their explanations for why the legislation is needed. “At a time of growing concern about the unchecked power of artific

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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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ing. The publicly available Claude models block most of that kind of work because the same capabilities could also help attackers. Basic tasks like code review or patching known flaws are still possible without special access. The CVP splits access into three tiers. "Defense Access" is open to corporate security teams, government agencies, universities, critical infrastructure operators, open-source developers, and individual researchers. "Red Team Access" allows authorized attack simulations an

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al controls specifically so parents would be notified during crises and built an entire Teen Safety Blueprint around that promise, which is now central to its defense in multiple lawsuits filed after documented teen deaths linked to ChatGPT. The company's own data shows roughly two million people per week suffer psychological harm from the service, and its behavioral age prediction system, meant to catch minors on adult accounts, failed the most basic scenario in this test. With Florida already

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choice—and these are powers that today’s AI lacks. This is why I recently left my position at Google DeepMind. I believe we need a fresh approach to machine reasoning, one that draws on AlphaGo’s architecture . This is our latest story to become an MIT Technology Review Narrated podcast, which we publish each week on Spotify and Apple Podcasts . Just navigate to MIT Technology Review Narrated on either platform, and follow us to get all our new content as it’s released. The must-reads I’ve comb

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持22个月之久，却最终屈服于庞大的民间反对浪潮。 只要有钱就能大干快上的时代过去了，欢迎来到比拼资源的新时代。 芯片买完就能用，但数据中心不是 Meta也在调整芯片组合，增加CPU的采购力度。它认为随着智能体的发展，单纯GPU训练已经无法满足需求，越来越多工作需要CPU来处理持续性的任务。 今年3月Meta宣布与Arm共同开发新一代数据中心CPU，4月宣布与AWS合作，将数千万个Graviton CPU核心纳入Meta的计算资源。 7月路透社援引知情人士报道称，2026年Meta可能投入1450亿美元在AI基础设施上，部署约14GW用电规模的基础设施。 这个体量已经不是传统意义上的买几台服务器，它背后是一套复杂的大型工业基础设施体系。毕竟芯片和服务器买完就能立刻用，但数据中心不是下单之后就能交付的。 黑石被迫放弃的明星项目Digital Gateway就是一个典型案例。 该数据中心项目最早在2023年12月获得Prince William County政府批准，规划在弗吉尼亚州Gainesville附近进行建设。项目最终规划面积超过2200万平方英尺，涉及约2000英亩土地。 当地居民

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software System76 demands human-written contributions, while a rival desktop developer argues bot-found flaws are too valuable to ignore New motherboards, old RAM, plenty of life left in yesterday's PCs 56 minutes ago; The AI math isn't mathing as infrastructure spending forecast to outstrip expected revenue 6 hours ago; UK government chases AI while aging IT leaves it exposed, PAC chair warns 7 hours ago; It won't kill you, or humanity, to get off the AI upgrade treadmill 8 hours ago; Anthropic

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forming Decider 2B (77.1) at a quarter of the parameters. It also posts the highest score in the table on toxicity detection (Civil Comments: 95.8) and paraphrase identification (PAWS-X: 79.5). Vision and audio performance. The Decision Index v0.3 includes a private vision split, which we do not report on in this release. Instead. we validated that d1-3B retains the vision capabilities of its LFM2.5-VL-3B backbone on standard vision benchmarks, and that d1-omni-600M handles all three modalities.

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s with the CEO. Every company leader must ensure proper oversight, and AI doesn't change that. If OpenAI carries directors and officers (D&O) insurance, it could cover costs from lawsuits against Altman. Insurance broker Aon has reviewed over 300 AI-related legal cases and flagged risks lurking in cybersecurity, intellectual property, and tech failure policies. But there's no case law to lean on yet. Hiscox CEO Aki Hussain says it's too early to know how U.S. courts will handle AI agent liabilit

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