搜索“RAG”

pausing after each reply for a tool-call time drawn from real tool-call durations. Requests carry up to 132K input tokens while replies are often just a short tool call, and on average 97% of a request’s input tokens repeat the previous request. If a serving stack keeps this repeated prefix in its KV cache, it only has to prefill the tokens each turn adds, rather than reprocessing the full context every time. In the example below, one of the longer trajectories grows from 10K to 116K tokens of c

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ome in Onyx, Lavender, and Sage, while the $99.99 Bee Eclipse will be offered in Silver, Midnight, Honey, and Blush. Like the original Bee, the idea with the new devices is to leverage AI to take notes from your everyday conversations, allowing you to remember the important things that were said, and then turn those into actionable to-dos, summaries, and insights. For instance, if you discussed making plans with friends, the Bee would remember the date and time you agreed on, then create a calen

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ng the dialogue intact 🔎 DigUp - Mac app for plain-English search across photos, audio, and code 📰 Everything else in AI today Eight U.S. states sued OpenAI, alleging ChatGPT encouraged self-harm and violence, and seeking damages and changes to the chatbot’s safety measures. Anthropic reported Q3 revenue of $16.8B, up 45% quarter over quarter, as it eyes an IPO as soon as next month that could raise $100B+ and value the company at $2T. Apple is bringing two-year-old Apple Intelligence features t

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EngineeringHow the Claude Code team does code review How do you review code at the volume agents produce it? On the Claude Code team, once we had high coverage and deep reviews, we started optimizing for the minimum amount of human review time that doesn't raise reverts or incidents.AUTHORAddy Osmani, Morgan Westlee Lunt, and Qing WangPUBLISHEDOct 15, 2026READING TIME14 min We've said before that Claude writes about 90 percent of Claude Code's own code. So how do we review code at the volume we

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Data-backed secrets to smarter holiday shopping Our new When to Buy Guide uses Google Search and discount data to show when holiday deals peak. Learn the best times to buy fragrances, handbags, luggage, tech toys, and more so you can shop smarter this season. This content is generated by Google AI. Generative AI is experimental Use our new "When to Buy Guide" to time your holiday purchases based on historical discount data. Buy fragrances early, but wait until late December for the best deals on

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u see for timely articles in AI Search features to additional locations and languages globally. These carousels also highlight your Preferred Sources, making it easier to find coverage from the websites you value. This feature makes timely articles more visible on a wider range of queries. 4. Dive deeper with prominent links to related articles Once you’ve gotten the lay of the land on a topic, you might want to dig deeper on interesting angles – and we want to make it easy to find links that sp

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detect and track fires as small as a classroom within 20 minutes once completed. In 2025 alone, Google helped connect people with crisis information more than 10 million times per day, on average. Our north star is simple yet ambitious: No one should be surprised by a natural disaster. Learn more about our progress on crisis resilience and how we are working with partners and communities around the world to better prepare for natural disasters in our new Crisis Resilience white paper. Posted in:

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ll differences between them, such as a missing bough, a visiting bird, or an early-turning branch. Players tap a difference in either tree to notice it, can use limited hints and drag or zoom to view the trees from different angles, and earn appreciation points, leaves and herbarium entries for each pair completed. Another game experiment with Claude. This one used the default Claude iPhone app (chat mode, not Claude Code mode), where I prompted Claude Opus 5.5 Max with: Build a three js game ca

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bunch of other interesting and progressive ideas that would probably help the city a lot more than the current mayor has. That’s a big deal right there. The other part that discourages me a little bit, or the part that I find a little disappointing, is that Flock has become this buzzword, but a lot of people don’t look beyond that. I just heard in the race for governor in Georgia that the Democratic candidate yesterday talked about getting rid of Flock cameras and being anti-Flock, when this is

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d images over the protection and integrity of a public figure’s likeness.” Because of the news of her divorce, the post trickled through the celebrity gossip outlets, and that coverage in turn propagated the post through Google search. Searches for the actress and the shirt triggered an AI-generated overview saying Goth was taking “a clear swipe at her ex, Shia LaBeouf, following their recent divorce filing,” in turn citing the aforementioned blogs. A section in Google search results labeled “Mi

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Microsoft’s Prism emulator for apps that don’t have a native Arm version. Emulation was a problem on Windows on Arm for more than a decade, but the launch of Qualcomm’s first Snapdragon X series laptops a couple of years ago has helped RTX Spark laptops now benefit from a variety of Arm-native apps and Microsoft’s improved emulator. There’s still a lot of tweaking required for Nvidia’s new chips, though. “Emulation isn’t generic. Each platform needs tuning,” says Dawoud. ”Each core is different.

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kilowatt basis, that Constellation project is less expensive than building a new reactor, but it’s still more expensive than building a new utility-scale solar farm with energy storage or a combined-cycle natural-gas plant. Even at this high cost, uprates are in high demand. Today, the US nuclear fleet has roughly 98 gigawatts of total power capacity. Depending on who you ask, there’s somewhere between three and eight additional gigawatts on the table from uprates. A pretty significant chunk of

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lean, because a leaky one climbs just as convincingly. What matters is performance on held-out tasks, reported below. Diversity over task count Task count is easy to scale and coverage is not. Renaming a customer or swapping a ticket number produces a new task that exercises the same skill, and a thousand such variants can leave whole capabilities untouched. The variation that matters changes the structure of the work (Table 1). StructureExampleWhat the agent has to learn Look-alike recordsA tic

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We’re launching Specs, a container for your context that lives on the Figma canvas. Share Introducing Specs: Markdown as a medium Turn existing Markdown into a spec by dragging and dropping any .md file onto the canvas. Today, more and more product builders are working in Markdown, as collaborating with agents becomes more standard. It’s the de facto format for sharing context. But for all the context Markdown helps us express, it’s missing a lot of context, too. Markdown files tend to be single

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has Anthropic-issued company laptops, office space, and access to internal tools roughly on par with what Anthropic’s own risk assessment teams use. “Anthropic employees are encouraged to share information with them just as they would with a fellow employee working on alignment risk” the company said. Anthropic compared the arrangement to banking, similar to how regulators place resident examiners inside the largest banks. METR will publish its own assessments of Anthropic’s risks, incidents, a

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ost capable” open-weight model in the United States. Dubbed Muse Spark Open, the model also has the distinction of having been designed to work with Macs. The new model, which leverages 816 billion parameters and a 1 million token context window, claims to offer superior performance to other popular open-weight models, according to evaluation results released by Meta on Thursday. Muse Spark Open is natively multimodal and built for complex coding tasks and agentic labor. It has also been designe

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ass the buck to the victims. At an event this week hosted by the bug-hunting software developer Snyk, panelists from the startup, one of its investors, OpenAI, and Google all encouraged organizations to use AI agents to shore up their defenses against, well, other AI agents. “We've got to reinvent everything to match machine scale with machine scale,” said Ed Sim, a general partner at Boldstart Ventures. He and others expressed little interest in regulating AI labs. Manoj Nair, chief technology

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ose who have downloaded Meta's AI agent Muse in recent weeks, and there are a lot of you, millions and millions of people have, I think every time you open Instagram, Meta is encouraging you to use it, even if you have no idea what it is or what it does or why, you might've noticed that it does agent stuff. It manages your calendar, it can make a restaurant reservation, but it turns out it can do quite a bit more than that. WIRED senior writer Reece Rogers went on a journey of discovery. He aske

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d millions of times and hit No. 1 on Apple’s App Store. With the help of its creepy virtual avatar — a Temu Labubu-esque creature with a disarming grin — the app requests and encourages users to grant access to bank accounts, passwords, contacts, chat logs, and anything and everything that might help it to do the user’s bidding. “These systems are advertised as autonomous helpers, genies, or servants who do what you need before you ask, seamlessly,” Meredith Whittaker, the president of the Signa

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at a rapid clip. In response, many companies have curbed their employees’ AI use. There is a special irony to Accenture doing much of the same, when it is a company that has encouraged its clients to invest heavily into AI. “Claude Enterprise Users: Important Updates to Licensing and Usage Costs,” a recent internal Accenture announcement, seen by 404 Media, reads.💡Do you work at a company cutting down on AI? I would love to hear from you. Using a non-work device, you can message me securely on

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