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today — designing agent architectures and evaluation frameworks, building internal agent platforms, and helping engineering teams across Cisco adopt agentic development. He is an AWS Certified Solutions Architect and has been practicing AI-native development since 2023. 2 posts YOUR NEXT READ Double your coding agent’s chances of writing secure code with the CodeGuard Skill Enhance AI coding agents with the CodeGuard Skill to improve secure code generation by applying Cisco's security rules, co

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cal Science and Law (CUPL), Tsinghua’s School of Public Policy, and the ministries’ expert pools. They write the expert readings that accompany every CAC rule and draft the model laws the Ministry of Justice consults. The two camps are asking different questions. Scientists ask what a frontier model can do. Their answer is loss of control and misuse. Thus, their prescriptions reach the model before it ships. They have been advocating for registration of training runs above compute thresholds, sa

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year since our last refresh, Claude has taken on longer, more independent work. This update provides new examples that show how our rules apply to Claude’s new capabilities. It draws on new patterns of misuse in influence operations, weapons development, and surveillance that we’ve observed in the past year (as we’ve documented in our latest threat intelligence report). We’ve also made updates to clarify our requirements for high-risk use cases in areas like health and finance, to add controls

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behind only GPT Image 2 (high), up from 8 for Nano Banana 2. That lines up with its Layout and Text Rendering gains. Its largest use-case gain is Live-Action Film, now 3, which draws on its Human Anatomy. It is also 3 for Retail & Ecommerce. Architecture & Real Estate is the weak spot, at 7. ➤ Productivity & Knowledge Work covers diagrams, infographics, charts and slides. ➤ Live-Action Film covers cinematic scenes, film stills, storyboards and character sheets. ➤ Retail & Ecommerce covers produ

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ering sort of. I’m familiar with the ML side, but not the not the physics side. Okay, there’s a few versions of this, but I think the basic question is, don’t we have most of the laws of physics worked out? And how come we don’t have perfect simulators already? Brandon [00:13:50]: Oh, that’s a great question. Swyx [00:13:52]: Like, this is very basic, like. And he was like, “Ha, that’s cute.” But like Brandon [00:13:56]: No, it’s a great question Swyx [00:13:57]: Dude like I have all these physi

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。BTCONJP 2026［PR］; Deno開発元がCloudflareに合流。Denoの開発は終了へ、今後はCloudflare WorkersとDurable Objectsのオープンソース実装に注力; さくらインターネット、GPU専有によりトークン消費量を気にせず定額で利用できる「さくらのAI Engineプライベートエディション」提供開始を発表; AWS、DuckDBをAurora PostgreSQLに統合。ETL不要で直接データレイクを読み取り可能にしたと発表; マイクロソフト、VS CodeにAIモデルのオーケストレーションで高品質低コストなAIを実現する「HydraFusion」をプレビュー実装; FDE（フォワードデプロイドエンジニアリング）によって開発されたAIエージェントの7割は使われず、FDEの名前で単なるコンサルティングが販売されるようになる危険が高まるとガートナーが予測; Cloudflare ContainersがAIエージェント向けに刷新。起動が6倍速、ファイルシステムのスナップショット機能など; Google、サンドボックス型コンテナランタイムの「g

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on. The attacker used ARTEX , a Chinese open-source tool first posted on GitHub in July that uses AI language models for automated penetration testing, meaning it finds security flaws on its own. The models behind it were DeepSeek v4.1-flash, GLM-5.3, and Grok 4.6. Researchers found Claude Code session logs on the attacker's open directories, showing searches for Telegram groups to sell stolen data. Crowdstrike says the case shows how AI tools can let a single person pull off massive breaches in

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cess, how you checked it, why it's useful, and what you'd still question. Label drafts as drafts and ask for critique; Atlassian found that simple step helps reviewers catch the flaws AI polish hides. When I run this with leadership teams, I start with one rule: it's never okay to send AI work that takes longer to read and understand than you spent making it. Work worth handing off comes from running the AI operator playbook across multiple chats: gather, brainstorm, draft, critique. Don't skip

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odern tech world movie, 2010’s The Social Network , Artificial ’s themes are based on real circumstances. There was enough material (and documentation of that material, thanks to lawsuits and leaked communications) that Guadagnino’s film doesn’t have to rely much on fabricated characters or made-up scenes or events. The film is structured in chapters by milestones that really did happen: Sutskever meeting Hinton in the early 2000s at the University of Toronto; the state of the technology in 2012

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at’s interesting to me is that one man, Peter Steinberger, was able to create an actually useful AI agent for the consumer with OpenClaw — an always-on tool, despite its privacy flaws. It had a lot of privacy and security issues. But it was an agent that was useful enough that people still wanted to use it anyway and try to find ways around these privacy issues that it was having. That inspired these companies to say, “If one man can do this over the course of one weekend, we’ve really been slac

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or Julie Guirado and senior director of strategy Camille Carlton, arrive shortly after the center scored a series of major courtroom victories against social media companies. The lawsuits drew on its research alleging that the platforms were deliberately designed to keep kids glued to their screens. But amid that success, internal debates had been brewing for years over the organization’s direction, according to 16 former workers, most of whom spoke with WIRED earlier this year on the condition

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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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