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ome meaningful safety improvements. However, long-term, meaningful change will require resolving deeper policy challenges and resolving tensions across today’s patchwork of state laws. Disparate state laws concerning therapy tools can be onerous for psychotherapists who are licensed in multiple states with different regulations. Perhaps the most underexamined and unresolved issue in this conversation is one of the most fundamental: Business models built around maximizing user engagement are stru

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ss is selling. The problem? Most data brokers are ignoring those rules. Joint research from Stanford RegLab and Stanford HAI looked at compliance with California’s strict privacy laws and found that only 9% of these companies are fully complying with the law. “This is a surprisingly low compliance rate,” says Stanford HAI Privacy and Data Policy Fellow Jennifer King . “It’s possible data brokers are still working out how to report on the required metrics, but they’ve been on notice for more than

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artners like Global Fishing Watch or TMT. A single question posed to Shippy can hook into several skills at once. "Are there vessels operating near the Cordillera de Coiba MPA?" draws on the Skylight skill for data query, our partner ProtectedSeas’ database for MPA boundary context, and the vessel track skill for interpreting vessel behavior. All of this happens in a single dialogue turn. The soul defines what Shippy will and won't do. It won't make legal determinations about whether a vessel is

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andle concurrently. To avoid overwhelming those services, the OlmoEarth Platform maintains its own metadata index, updated as new imagery is published. For datasets hosted through AWS Open Data, we receive an SNS notification for each new scene. When a provider does not offer a change stream, we poll its upstream index every few minutes. As a result, our requests to external services follow the steady pace of new publications rather than the sudden burst generated by a large inference job. Each

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ta’s denial, many people are still suspicious that Meta isn’t being truthful. That’s not surprising , given the tech giant’s years of mishandling consumer data , which has led to lawsuits , FTC violations , and fines . Just days ago, for instance, a New Mexico jury determined the tech giant had misled users about its data practices in a case that resulted from the 2018 Cambridge Analytica data breach scandal. Whether users can trust Muse will be a deciding factor in whether or not Meta wins the

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vel isolation that restricts filesystem and network access, allowing Claude to work more freely within defined boundaries Use CLI tools Tell Claude Code to use CLI tools like gh , aws , gcloud , and sentry-cli when interacting with external services. CLI tools are the most context-efficient way to interact with external services. If you use GitHub, install the gh CLI. Claude knows how to use it for creating issues, opening pull requests, and reading comments. Without gh , Claude can still use th

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is in the public anthropics/claude-code repository under mods/, so you can read how the team builds them. Token Weather reads how full the context window is after each turn and draws one line above the prompt: a weather icon, the percentage, the tokens used out of the window, a small chart of recent turns, and how much the last turn added. Here it is in a real session. Each turn reads more files, and the band fills from ☀ Clear to ☂ Showers to ☇ Storm: The shortcut: let Claude build it You can

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lace to inject credentials, proxy traffic, redact data, run harness logic, or observe the agent without requiring every operation to cross a remote service boundary. The pattern draws inspiration from existing designs like Kubernetes sidecar containers or the Datadog Agent: small, specialized containers that run alongside a primary application to provide supporting functionality. Sidecars apply the same idea to agent infrastructure, with the isolation needed to establish a trust boundary between

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Swyx [00:38:30]：对。我一直会回到的那个类比，我们就以此收尾吧，就是，你在构建一朵 AI 云，对吧？ Nikunj Handa [00:38:35]：嗯哼。 Swyx [00:38:35]：就像，这是 Sam 一年前说过的东西 Nikunj Handa [00:38:38]：嗯哼 Swyx [00:38:38]：在那里，而你，这几乎就像你在做 AWS 的发明，你必须做，好，这是 EC2 Nikunj Handa [00:38:45]：对 Swyx [00:38:45]：而这是 S3，而这是像……但你做的是每一个的 AI 原生版本。 Vibhu [00:38:48]：有很多类比，所以你在为你明知会用到的东西预热缓存 Nikunj Handa [00:38:53]：对。 Vibhu [00:38:53]：而且很好的一点是，这一切都暴露给构建者 Nikunj Handa [00:38:56]：嗯哼 Vibhu [00:38:56]：因为它就打开了你可以构建新东西的各种方式。 Nikunj Handa [00:38:59]：对，绝对是这样。 Swyx [00:39:00]：好。

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China, sent a letter earlier this month asking Treasury Secretary Scott Bessent to assess the risks Airwallex poses. The committee said it hadn’t concluded the company broke any laws. Sood argued that any financial services company with global ambitions has to operate in Asia, just as Citi, JPMorgan, PayPal, and Stripe do. He said Airwallex has gone beyond compliance standards and gotten outside validation to reassure customers and regulators. He brushed off some criticism as commercially motiv

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e. One tip that definitely helps: specific prompts use fewer credits than open-ended ones. A few things to know Credits are shared across your instance. Everyone on the instance draws from the same balance. If five people on your team use the Assistant, they're all using the same pool, and the top users view shows who's using what; Only the instance owner can top up. Topping up also requires an active paid plan; Your workflows keep running. Running a workflow never uses Assistant credits, even i

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from our business to do this," Zuckerberg wrote last summer. By June 2026, Meta was openly detailing its massive compute infrastructure , including partnerships with Nvidia, AMD, AWS, Arm, and Broadcom, alongside its own custom MTIA chips. None of this sounds like an experiment. Zuckerberg himself said in January 2025 that these data centers would "drive our core products and business." The tax credit dates back to a 1981 law. James Shannon, the congressman who introduced it, told the NYT it wa

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AI debate because I saw way too many people treating repeat evidence of lawbreaking as wholly unreachable by current law. Is there any reason to think that OpenAI has broken any laws that (at least in another time) might be enforced? Which and why? In the world, in general, law enforcement starts when there’s evidence of a crime, and then investigates. A DA doesn’t wait for all the evidence to investigate a crime, and an AG doesn’t wait for all the evidence in the newspaper to investigate illeg

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Musk (xAI) signed a voluntary pledge at the White House committing to independent external audits of their AI models. Ferguson cautioned that major AI companies shouldn't push for rules only they can meet as a way to box out rivals. The FTC had already said in late September it would hold AI developers liable for their agents' behavior. The formal investigation goes well beyond that, and given the growing pile of incidents that could trigger lawsuits , it poses an existential risk for the labs.

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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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view earlier this year). Here, we select targets in which the human experts are unaware of existing vulnerabilities, then ask them to use the model to identify and exploit novel flaws. These experiments tested what the experts could do in a short time-frame: they typically ran for a day or less, with less than an hour of human focus in total. In the first of these sessions, a researcher used GLM-5.3 on a sandboxed machine with a local Linux build of a popular web browser. Over the course of a da

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nAI’s cybersecurity initiative Daybreak Blue , without requiring developers to submit a separate application. OpenAI also announced several API updates, including a new Decisions API for real-time decision-making. The API uses Luna to answer a set of user-defined questions with predefined answers. The company also introduced an updated a version of the Agents API that now supports computer use and the ability to use Amazon’s Bedrock Managed Agents to build OpenAI agents that run entirely on AWS.

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n a year, while another that joined a few months ago has earned around $50,000 to $60,000, The Information reports. Google’s AI-focused search changes have not only drawn criticism and lawsuits from publishers , but also from regulators around the globe . In June, the UK ruled that Google must allow publishers to opt out of appearing in AI search features, while the European Union opened an investigation into its impact on web traffic and recently ordered it to make changes to its search engine.

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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 concerns around AI safety — “confidence that the technology is operating as intended.” A later passage also says that “over time, it may make sense to codify these steps into laws or regulations.” In their current state, these rules are mostly vague, common-sense safety procedures for any tech company, and don’t mention any penalties for violating the agreement, making this little more than a pinky promise from AI leaders to do the bare minimum. And that’s despite Google , OpenAI , and Anthr

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