搜索“RAG”

.” “Capability peaks in domains that are digital, verifiable and economically valuable.” Karpathy also thinks people aren’t giving these systems enough to do. “A question with a paragraph answer barely stresses the system,” he wrote. The real gains become apparent when agents can spend hours working through a problem, testing changes and trying again. In March, Karpathy’s AutoResearch project ran 50 experiments overnight on a single GPU, found a better learning rate and committed the change to G

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does exactly that. A long-standing Messages feature called, appropriately, Nudges, will periodically move conversations to the top of your messages list and emphasize ’em to encourage you to reply. If you find that to be helpful, hey, more power to ya. Keep it on! But if you find it to be little more than a nuisance, as I do, take 10 seconds to disable it: Just head back into the Messages app’s settings (by tapping your profile picture in the upper-right corner and selecting “Messages settings”

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hese cosmic rays have oodles of kinetic energy, meaning they can punch through thin shielding (say, a metal wall) with ease. “They also have this habit where the heavier ions are fragmenting in that shielding and making secondary particles,” says George. That means if your shield is too thin, the astronauts behind it will be blasted with a surprisingly large dose of radiation. Then you have the sun. It may sustain life on Earth, but without our planet’s thick atmosphere and magnetic bubble to ge

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of those facilities were located in areas of high water stress. Hinkle said he expects those conditions to influence cooling choices and project locations. “That is likely to encourage more sophisticated siting and infrastructure strategies rather than simply slowing development,” he said. “We could see greater use of approaches such as closed-loop or air-based cooling, recycled water, and locations where local water conditions are more favorable.” TRG notes that the water-stress measure describ

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h zukünftig in Kleidung einnähen. Der Entwickler verspricht Hilfe, um vom Stuhl aufzustehen oder Treppen zu steigen. Ein leichter Exosuit, in diesem Fall noch über der Kleidung getragen, gibt zusätzliche Kraft zum Aufstehen, abgestimmt auf den natürlichen Bewegungsablauf. (Bild: Andreas Heddergott/TUM) Arne Grävemeyer Wie intelligente Exosuits müde Körper wieder auf die Beine bringen Exoskelette für die schwere Arbeit; KI-gesteuert passend zur natürlichen Bewegung Manchmal braucht ein Mensch nur

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that supports their upbringing, and the knowledge that the very work is destroying their future – whether that be on an economic or environmental level. Do I feel the need to encourage them to use AI? Yes. Do I want to? No. On the flipside, social media is out. They can use WhatsApp to connect and build real-world relationships. But otherwise no good can come of it. – Andy, 43, London, UK The eco-conscious mom who is wary of both social media and AI The recent major lawsuits against Meta, along

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n Berichte und Dashboards, die Kennzahlen visualisieren und regelmäßiges Monitoring ermöglichen. Dieses Paradigma hat Unternehmen zuverlässig bei der Beantwortung einer zentralen Frage unterstützt: Was ist passiert? Doch Entscheider brauchen mehr. Sie wollen verstehen, warum etwas passiert ist, was als Nächstes passieren wird und welche Maßnahmen den größten Hebel bieten. Genau hier können Large Language Models ansetzen. Sie erweitern die analytische Kette um prädiktive Prognosen und präskriptiv

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maller camera cut out and bigger dynamic island of the regular 18 Pro. Specifications Screen: 6.9in Super Retina XDR (120Hz OLED) (460ppi); Processor: Apple A20 Pro; RAM: 12GB; Storage: 256, 512GB or 1TB; Operating system: iOS 27; Camera: 48MP + 48MP UW + 48MP 4x, 18MP front-facing; Connectivity: 5G, wifi 7, NFC, Bluetooth 6, Thread, USB-C, Satellite, UWB and GNSS; Water resistance: IP68 (6 metres for 30 mins); Dimensions: 163.4 x 78 x 8.75mm; Weight: 249g Battery life for days The 18 Pro Max ha

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Arabic speech recognition model. It focuses on the Emirati dialect and also transcribes English, French, Spanish and Portuguese. In TII’s evaluation, Falcon-ASR posts a 20.92% average word error rate (WER) across 6 Arabic test sets. That beats the best published entry in TII’s leaderboard snapshot by 2.25 points. For developers building Arabic voice products, the catch is access: today it runs only as a hosted demo. TL;DR Size: 1.6B parameters. Max audio context: Not disclosed (the demo accepts

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nuscripts on frontier mathematics for a while. The funnel is driven by a combination of factors: 1. The impact scales with ambition, problem size, and horizon. A question with a paragraph answer barely stresses the system. You need a reservoir of big, difficult problems that you really care about. This aspect drives the consumer / professional dimension of the funnel. 2. The jaggedness of the system (which I have written about a lot separately). Capability peaks in domains that are digital, veri

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OpenClaw v2026.10.1 is out 🦞 🔎 Installed-skill discovery 🧩 MCP Apps beside chat 💾 Full backups to external storage or Cloudflare R2 💻 Simpler Mac setup 🛠️ MANY bug fixes and tweaks 2,425 PRs from 402 contributors. Thank you! https://t.co/PbCnvJ2QEx

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more competition abroad. Shengshu released Vidu Q4 Preview, with its official announcement describing support for up to 15 image references and three audio references. Chinese coverage also reported the launch; the advertised improvements in expressiveness still deserve hands-on testing. (爱范儿/@ViduAI official); ByteDance put Doubao 2.1 Lite, a lightweight model tuned for office work, into Doubao Work alongside a new infinite-canvas feature. (雷峰网); Reflection unveiled an open AI model positioned

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, customize, and scale AI at work. Home: Your starting point in Copilot, with chat, Cowork, and full Office capabilities in one place; Code: Build apps, dashboards, and workflows in a safe environment by describing them in plain language, no coding experience needed; Autopilot: An always-on digital teammate with its own identity, memory, and workspace that keeps working even when you're not See new Copilot capabilities in action. That's it for today! ⭐️⭐️⭐️⭐️⭐️ Nailed it; ⭐️⭐️⭐️ Average; ⭐️ Fail

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dicts an experiment's gain before it runs. They tested it on 2,653 real experiment records from 9 setups, from pretraining to inference. Past records from the same setup raised average ranking correlation with actual results from 0.506 to 0.774 across 5 setups. On the OLMo3-100M setup, adding records at low reasoning effort scored 0.892, while max effort without records reached 0.648. If you run research agents, log every experiment, including failures, and feed those records to whatever model p

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on is a script to run a series of laptop benchmark tests. I run all our benchmarks manually, and tending to a laptop to run a dozen or so tests — three times over, to take the average — is incredibly time-consuming. I’d love to automate at least some of it. Even walking Hermes through all of the required procedures and getting it to spit out vibe coded Python scripts has been a bit of an endeavor, and it remains a work in progress. But I’m hoping to make some positive headway. It’s still early

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ties arms race,” and ultrawealthy residents now expect hotel-level amenities at home. The key, though, is that Aurora blends AI insights with the human touch. New members are encouraged to start with an onboarding call so the team can learn their preferences, lifestyle, and details as small as their partner’s favorite flowers. “You have the speed and the memory and the accuracy of technology, but then you’ve got the taste and the relationships and the expertise of humans,” Lowenstein said. ‘Surv

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Roughly 11 million Americans may need to leave a shrinking occupation for an entirely different one. Many will find work within the occupational group they already know, but an average of 770,000 workers a year will need to cross occupational lines over the next decade, 3.6 times the historical rate. COVID-19 produced a similar surge, but it lasted a year or two. This one will last at least a decade. Consider an administrative assistant who has spent a decade keeping a department humming along.

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hmark rules require four test runs with standard deviation reported for any record claim. The reported record doesn't meet that bar. Without the selection method, Odyssey-3 Pro averaged 63.37 points across four runs. Both results appear on the official leaderboard but were submitted by Odyssey itself. On the WorldMark benchmark , Odyssey-3 ranks first in three of four categories based on its own evaluation : First-Person Stylized (77.2), Third-Person Real (79.0), and Third-Person Stylized (76.3)

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eed to own the means of production." - Emad Mostaque, founder of Stability AI: "In 2 years' time, if your job is on the other side of a screen, you will be the dumbest person on the team that drags down everyone else because all your colleagues will be AIs. And so the value of your cognitive labor is negative. They would pay you not to be a part of the team. As of this week, we are no longer the smartest things on this planet. " --- (Full video on 'Risk Takers' Youtube channel, linke in comment)

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OpenAI. Here I tend to agree with Rohit Krishnan that there isn’t a “way to unring the bell, nor do I think we would ever go back to the old ways of doing maths.” Terence Tao is pragmatic in his vision for Math 2.0: “Math 1.0” placed a premium on being the first to solve an open problem, even if the solution was not initially well understood. Now that this goal has been optimized to the point of unsustainability, “Math 2.0” will need to decenter the role of raw problem solving and value mathema

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