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Meet Satori: A New AI Framework for Advancing LLM Reasoning through Deep Thinking without a Strong Teacher Model
Large Language Models (LLMs) have demonstrated notable reasoning capabilities in mathematical problem-solving, logical inference, and programming. However, their effectiveness is often contingent on two approaches: supervised fine-tuning (SFT) with human-annotated reasoning chains and inference-time search strategies guided by external verifiers. While supervised fine-tuning offers structured reasoning, it requires significant annotation effort and is constrained by…
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‘Dengue Boy’ Is the Weird, Fleshy Novel You Need Right Now
Dengue Boy, a book about a humanoid mosquito taking his revenge in the dying years of planet Earth is unsettling and essential.
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Longer-lasting laptops: the modular hardware you can upgrade and repair yourself
When it comes to improving the sustainability of consumer electronics, there’s a growing movement to design devices with a focus on upgradability and repairability that can extend their longevity, instead of just making them easier to recycle after a few years of use. At one time, nearly every laptop maker was caught up in a…
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Nintendo says it’s ‘taking risks’ to meet Switch 2 demand
Nintendo is gearing up for the Switch 2’s launch sometime in 2025, and president Shuntaro Furukawa says that the company is “taking risks and proceeding with production so that we can meet as much demand as possible,” according to a machine translation of an earnings Q&A. The company had some trouble keeping the original Switch…
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Not every AI prompt deserves multiple seconds of thinking: how Meta is teaching models to prioritize
Let models explore different solutions and they will find optimal solutions to properly allocate inference budget to AI reasoning problems.Read More
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Google DeepMind Achieves State-of-the-Art Data-Efficient Reinforcement Learning RL with Improved Transformer World Models
Reinforcement Learning RL trains agents to maximize rewards by interacting with an environment. Online RL alternates between taking actions, collecting observations and rewards, and updating policies using this experience. Model-free RL (MFRL) maps observations to actions but requires extensive data collection. Model-based RL (MBRL) mitigates this by learning a world model (WM) for planning in…
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LinkedIn Is Testing an AI Tool That Could Transform How People Search for Jobs
The company says artificial intelligence could help surface jobs that remain hidden from typical search queries.
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Forget expensive leadership training—CodeSignal’s AI tool brings coaching to everyone
CodeSignal launches AI-powered leadership training platform with voice simulation, expanding beyond technical assessments to democratize soft skills development at scale for middle managers and professionals.Read More
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Google pulls incorrect Gouda stat from its AI Super Bowl ad
Google has edited Gemini’s AI response in a Super Bowl commercial to remove an incorrect statistic about cheese. The ad, which shows a small business owner using Gemini to write a website description about Gouda, no longer says the variety makes up “50 to 60 percent of the world’s cheese consumption.” In the edited YouTube…
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A reviews site embroiled in AI scandal is back from the dead
Last summer, the staff at Gannett’s consumer reviews site Reviewed received terrible news: the media giant was shuttering the entire vertical and would be laying off dozens of employees. Effective November 1st, Reviewed would cease operations. Gannett blamed Google’s changing search algorithm, which had “degraded [its] business model.” The shuttering was a blow to the…