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’s own infrastructure. Self-Hosted by Design CLiF is fully self-hostable. CopilotKit Intelligence can be self-hosted on a company’s own Kubernetes cluster with a Helm chart, or on AWS ECS and Fargate, with the team’s own Postgres, Redis, and identity provider, such as Okta, Azure AD, or Keycloak. Trajectories, skills, and everything learned from them stay inside the company’s VPC or on-premises environment, so user activity and agent traces never have to leave its network. Traces can also flow i

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roblem might seem "unfair," but they consider it realistic because researchers often have to infer the underlying physics from imprecise data. Several AI misses turned out to be flaws in the answer key For several problems, follow-ups with the experts revealed small, hard-to-spot errors in their reference solutions. Once those were fixed, Astra's answer was correct every time. This pattern could also explain an apparent contradiction. The agents do better on TheoPhysEval than on some other physi

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AI compute and leadership: OpenAI’s departing infrastructure lead says the company secured double-digit gigawatts of compute with NVIDIA, Broadcom, AMD, Oracle, Microsoft, Google, AWS and CoreWeave (@sk7037). Compute shortage (attributed opinion): One commentator links the safety-compute allocation to a compute crunch, citing paused $200-plan signups (@kimmonismus). Policy debate: Two policy posts frame emerging governance questions. Strict liability: Fortune examines strict liability as a growi

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t safety and privacy. More importantly, I think, the cases come at a time when juries are increasingly willing to hold platforms accountable for what they perceive as the design flaws in their products. The litigation brought by AGs in 2023 against Meta resulted in a settlement that could see the company paying out up to $18 billion over claims that it designed its products to be addictive to children. Worse, from OpenAI’s perspective, is that Meta arguably had better legal protections heading i

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in Have the data owner add one fictional deal to the test source, then ask Claude to refresh. Confirm the new record appears before sharing the report 🤖 From models to agentsVisit aws.amazon.com The Rundown: AWS’s September recap covers the full stack for building with generative AI, from new models on Amazon Bedrock to running agents securely at scale with AgentCore. In the recap, you’ll explore: New frontier and open-weight models on Bedrock AgentCore: faster agent starts, pay for actual memor

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shows AI Swift’s wedding to AI Travis Kelce at AI Madison Square Garden. “ai he wore white tuxedo,” one fan helpfully fact-checked. In the absence of national right of publicity laws , AI-generated content featuring real people is being litigated on the platform level. (The US’s Take It Down Act, which was signed into law in 2025, specifically criminalizes the distribution of nonconsensual intimate imagery, including AI-generated content, and compels platforms to remove it within 48 hours.) You

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id in another post. These attacks are just the latest in a long line of strikes on data centers this year. Russia has been targeting Ukrainian data centers for months and Iran hit AWS data centers in Dubai in March, knocking out digital infrastructure in the Middle East. Klaudia Klonowska, a researcher who studies the effects of emerging technologies on international law, told 404 Media that attacks on data centers are so new that international law around them is still developing. “You have very

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er, and the triggering prompt. Figures reflect our captured sample, not OpenAI's internal data,” its site reads. Edwards from DecryptAds added, “We need to strengthen data broker laws so that advertisers sharing sensitive PII [personally identifiable information] with ad tech companies like OpenAI are required to register as data brokers and give people a clear process for removing their data from these systems.” About the author Joseph is an award-winning investigative journalist focused on gen

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stomer's hands every day," says Priyanka Srinivasagopalan, Design Lead at Zomato. Indian builders are more optimistic about AI adoption than the US or EMEA The research in India draws on 507 survey responses from designers, developers, and product managers—a subset of over 1800 surveyed globally between August 17 and September 16, 2026. According to new research from Figma, 65% of Indian builders are especially excited about how work is changing, compared to 44% in the US and EMEA. In fact, 83%

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OpenAI最新财务数据引发的争议集中在收入统计方式。 10月8日，据FT，OpenAI向投资者披露，截至9月底，公司年化收入接近500亿美元。但市场此前曾广泛估计，OpenAI的年化收入接近700亿美元，换句话说，这也是“不及预期”。 需要指出的是，两者之间的200亿美元差距，来自OpenAI与Anthropic不同的收入确认方式。Anthropic将通过AWS、Google Cloud等云合作伙伴实现的销售收入计入自身收入。OpenAI没有采用完全相同的处理方式。此前投资者为了比较两家公司，调整了OpenAI的收入数字，形成了700亿美元的市场预期。 从上述口径来看，或许收入数据变化并不代表OpenAI突然损失了200亿美元收入。公司向投资者披露的收入仍在增长，增幅超过70%。 但资本市场对这条消息的反应较为直接。 10月8日，英伟达（NVDA.US)、AMD（AMD.US)、博通（AVGO.US）等主要芯片股集体下跌。纳斯达克指数当天下跌约1.3%，费城半导体指数跌幅超过3%。 这种反应与OpenAI在AI产业链中的位置有关。过去几年，OpenAI是全球AI算力需求增长的重要推动

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in command environments @leo-oai 52160 Remove the patched zsh shell execution backend @jif-oai 52164 Make environment context date and timezone configurable @surajs-oai 52176 Show AWS GovCloud guidance at startup and remember acknowledgment @jackz100 52177 Set a User-Agent for package archive downloads @bolinfest 52178 Strip symbols from source-built release package binaries @bolinfest 52182 Expose a verified sandbox launcher to local MCP servers @bolinfest 52183 Add optional descriptions to age

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ulti-reference editing. FLUX 3 Image Klein runs natively in ComfyUI.RobOct 15, 2026 FLUX 3 Image Klein is the compact, open-weights model in Black Forest Labs’ FLUX 3 family. It draws on learning shared across the family’s image, video, and audio models, and it keeps the control features of the larger FLUX 3 Image model, bounding boxes included. In Black Forest Labs’ internal evaluations, FLUX 3 Image Klein scores above Qwen-Image 2.1 on text-to-image and multi-reference generation. It ships in

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DIA’s products or technologies when integrated into systems; NVIDIA’s ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its Annual Report on Form 10-K and Quarterly Reports on Form 10-Q. Copies of reports filed with the SEC are posted on NVIDI

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DIA’s products or technologies when integrated into systems; NVIDIA’s ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its Annual Report on Form 10-K and Quarterly Reports on Form 10-Q. Copies of reports filed with the SEC are posted on NVIDI

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retrieved data that had previously been denied. The model saved the data locally. This case shows how a model pursuing an ordinary research task can ultimately exploit security flaws and retrieve sensitive information unrelated to the user’s request. What happened An internal model was performing a data-retrieval task during reinforcement-learning training. The task asked for historical hospital-bed statistics from a government website. System instruction Internet access is enabled only for HTT

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quest, and OpenSearch acknowledged that it had applied the change. The model then tried to use the connector to query Power BI, but the attempt failed because it lacked a required AWS permission. The failed query did not undo the configuration change. CoT Trusted connector endpoints currently only OpenAI etc. We have all access, can update cluster setting via PUT (direct!) to include Power BI domain. Great. Need be cautious not disrupt production; add regex transient/persistent. We can restore a

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nt. Despite all the attention paid to OpenAI’s hack of Hugging Face and many other examples of AI agent misbehavior that have come to light in recent months, only one major known lawsuit has been filed seeking to hold model makers liable. That case was brought by an advocacy group, rather than a direct hacking victim. AI agents have interfered with hobbyist forums, government websites, and various software tools. The victims have shouldered some costs, including for extra strain on their servers

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lutely. And when Tess reached out to Leading the Future, they sent an emailed response attributed to spokesperson Jesse Hunt who wrote that the group complies with all applicable laws, and he called the complaint from the Campaign Legal Center merely a desperate ploy for attention from Public First, Anthropic, and the groups aligned with their outside organizations. Anthropic was not part of this suit, neither was Public First. And so what this really said to us is that not only is this a way fo

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is a dark comedy, it is also a character study that makes Sam Altman look like a manipulative sociopath . Even though some of these movies are fictionalized dramas, each of them draws from the wealth of critical reporting that has revealed their subjects to be less-than-savory characters. You get the sense that these filmmakers are trying to tell stories that are meant to resonate with audiences whose views of Big Tech have long since begun to dim. But it also feels like some of Hollywood’s bigg

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r than robotic manipulations. Developers should expect failures in generation results regarding the out-of-scope scenarios. Developers should be aware of and adhere to applicable laws or regulations (including privacy, trade compliance laws, etc.) that are relevant to their use case, and evaluate and mitigate for privacy, safety, and fairness before using within a specific downstream use case, particularly for high-risk scenarios. Bibtex Acknowledgments This codebase borrows code from openpi, qw

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