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ad a bunch of photos at once and then turn them into one PDF. ChatGPT will also be able to make flashcards that can be generated from a user’s notes. These updates are being announced shortly after Common Sense Media published a report deeming ChatGPT for Teens an “unacceptable risk,” saying that the AI tool “still does kids’ homework” and doesn’t send alerts to parents when it should. In its announcement today, OpenAI claims that “on average,” teens spend “under 15 minutes a day” using ChatGPT.

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e sample level causes rollouts that produce more samples to be counted repeatedly, which alters the original statistical relationships at the rollout level; Loss normalization: Averaging loss by sample count gives more weight to rollouts that produce more samples. Since sample count is often just a product of harness behavior, loss normalization must also avoid being distorted by it; Training backend scheduling: Sample count and length are known only after the harness finishes, while GPU counts

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independently, while cuOpt mPDLP exploits the fact that consecutive SpMVs share dependencies through the \(x\) and \(y\) vectors. Min-cut-partitioned PDLP Min-cut-partitioning leverages the dependencies shared between the two SpMVs performed in each PDLP iteration. Unlike the 2D partitioning approach, which treats the SpMVs independently, min-cut partitioning considers both operations jointly when determining how to distribute the constraint matrix across GPUs. The key idea is to partition the m

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e, queried system views for blocking chains and wait types, cross-referenced logs to isolate long-running queries, and correlated evidence to form a root cause hypothesis. This averaged approximately 45 minutes per incident. With Orion AI, three specialized agents share the investigation, each owning a distinct stage. Beyond diagnosis, Orion AI carries issues through remediation: identifying the root cause, recommending the fix, and creating a populated Jira ticket assigned to the right on-call

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mated extraction of more than 50 data points across hundreds of thousands of websites. It reported 91 percent cost savings and 96 percent faster data acquisition at 96 percent coverage, routing low-confidence cases to reviewers (time savings and exception handling). As Kitsa co-founder and CTO Rohit Banga noted in the AWS Machine Learning Blog post, unifying high-quality site data at scale broke a core bottleneck. That let its Site Finder Agent weigh more sites with greater precision. dLocal, a

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ree years to get into compliance. According to public records, Google, Anthropic, and OpenAI all have OTs with the Pentagon’s CDAO. According to a DoD official, Tradewinds was leveraged along with market analysis and research as part of the department’s AI acquisition strategy, but the three companies did not confirm whether Tradewinds was used for the specific agreements WIRED identified. Armed Forces Meet Market Forces One of the key goals of Tradewinds is to bring “nontraditional” players int

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r charge will remain, but the judge must reconsider the length of the man’s prison term because of AI. In 2021, Gabriel Horcasitas shot and killed Christopher Pelkey during a road rage incident. A jury found him guilty of manslaughter. During Horcasitas’ sentencing hearing, Pelkey’s sister Stacey Wales played an AI-generated video of her brother as part of her victim’s impact statement. In the video, which she scripted with her own words that she made an AI generated likeness of Pelkey say, the

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il xAI added 150 MW of Tesla Megapacks. A grid ERCOT’s size dilutes swings like that, but on a private plant the turbines really feel it. Expect more batteries and other energy storage as rack-level power density grows and swings become more dramatic. Then there’s fueling a site. Winter Storm Uri’s lesson is that gas plants can fail together. And since they tend to keep little fuel on site (NERC calls gas a “just-in-time” fuel), spare turbines don’t always help. Sometimes the pipeline doesn’t ev

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sults produced by an unreleased frontier model. It’s a remarkable range: 722 manuscripts in 372 families, across number theory, complexity theory, and mathematical physics. The average result took the equivalent of three hours of ChatGPT Pro thinking. As scientist Derya Unutmaz points out, it comprises 81% of the major math discoveries in the past three years. Many of the results have been verified in Lean, but not all. Even if the real number is half of that, it’s staggering. Problems that have

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a computer verify every step of the process through proofs; Last month’s Navier–Stokes proof took 10,000 AI agents, but OpenAI says nearly all new results took just one prompt, averaging 3 hours of ChatGPT Pro compute; Levent Alpöge, the Anthropic mathematician behind July's Jacobian result, called it “obviously the most significant moment in mathematical history.”; A WIRED report just hours earlier detailed anger among mathematicians over the drop, with some saying OAI had promised it would spa

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an intermediary like DoorDash. Once a point-of-sale company is partnered with Bites, restaurants click a button to opt in. The Verge tested the service by ordering a pizza and beverage for delivery through ChatGPT using the Bites plugin, which came to a total of $56.73 including tip, tax, and delivery fees. The same order on DoorDash totaled $70.29, which had higher service fees and the same pizza priced $11 more. “People think it’s the delivery apps that are egregious, [but] it’s actually the m

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Nobel Francis Halzen used Antarctic ice to detect elusive neutrinos. ( New Scientist $) 8 Drones are being used to make rain on demand They seed clouds with silver iodide to encourage precipitation. ( BBC ) + A startup claims it can stop lightning. ( MIT Technology Review ) 9 A new hydrogel could enable shape-shifting smart devices The material can evolve alongside living tissue. ( SCMP ) 10 You probably aren’t going to get the plague Experts say the risk to the public remains very low. ( Wired

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that lets you “create, play, and share” browser-based games. The goal is to “make game creation more approachable and ignite everyday creativity.” This Google Labs experiment leverages Gemini, Nano Banana, and Lyria models with a “custom harness to make game creation more accessible.” It starts with a chat interface that lets you “direct the game just by typing what you want to build.” You can decide between a 2D or 3D game and specify whether it’s single or multi-player. Google offers starter

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-driven unsupervised approaches. This analysis is still ongoing, and only unsupervised data-driven approaches have been investigated so far. However, especially in applied AI, leveraging a domain expert’s knowledge to develop a simple, interpretable shift measure is practical and seems to capture the shift relevant to a specific application task. This practical approach to capture the relevant shift, can inform strategies for handling generalization challenges. What are your plans for building o

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says, though some took multiple attempts. That's a sharp contrast to the Navier-Stokes solution , which required a swarm of 10,000 agents and millions of dollars in compute. On average, each result consumed roughly three hours' worth of ChatGPT Pro Thinking compute. Formal verification could ease the review bottleneck Many of the proofs come with formalizations in Lean , a programming language built for machine-checkable mathematical proofs. More formalizations are planned. The reason is practic

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ult in number theory in 200 years”. The most astonishing is the how - while Navier-Stokes was done in 88 hours and 10,000 agents, these solutions were 3 hours of ChatGPT Pro on average. AI News for 10/5/2026-10/6/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues. As a reminder, AINews is now a section of Latent Space. You can opt in/out of email frequencies! The release: OpenAI published a broad set of mathematical results from

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a puzzle captcha blocking the Wildwonder cancellation,” Toolie said. “May I solve it? You can also give me permission to solve future captchas if you'd like.” I chuckled and encouraged the bot to try. Toolie failed and suggested I solve the captcha myself. Yeah, that makes sense. OpenAI's spokesperson says Dots can solve these, sometimes, when users approve of the action, keeping “abuse safeguards" in mind. My initial couch-shopping experiment tested only a fraction of what Dots are designed to

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router was never built for, so we add 150 out-of-scope CLINC queries and 150 queries from other CLINC domains. The calibrated confidence separates them sharply: banking queries average 0.912, the others about 0.25, and the 5 percent gate stops 89.3 percent of other-domain queries and 93.3 percent of out-of-scope ones while abstaining on 7.8 percent of banking queries. The alternative needs no labeled data: a sixteenth option, not a banking request, catches 80.0 and 90.0 percent of them, at the c

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zing Resource Allocation in Hyperscale Datacenters. How the Specification Layer Works The spec language has 3 layers: Modeling constructs: dimensions (attributes such as CPU or storage), partitions (groups of objects), scopes (groups of bins) and utilization; Expression API: aggregate utilization with SUM or MAX, or transform it with operations such as SQUARE; Spec API: dozens of predefined objectives and constraints, listed in the docs Meta’s example models tasks as objects, servers as bins and

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vaping ads. Honda and its partners are developing roads that could wirelessly charge electric trucks while driving, with public-road demos planned in 2027. TikTok is adding an AI shopping assistant and one-click checkout so users can discover products and buy directly from brands without leaving the app. 🎓 Highlights: News, Guides & Events That's it for today's tech rundown! ⭐️⭐️⭐️⭐️⭐️ Nailed it; ⭐️⭐️⭐️ Average; ⭐️ Epic Fail Rowan, Zach, Shubham, Jennifer, and Nate — The Rundown’s editorial team

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