« Fixed Point Reasoners: Stable and Adaptive Deep Looped Transformers » While Looped Transformers can devote more depth to harder problems, they still need a good method to know when to stop. This article makes of
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Gary Marcus argues math doesn’t disprove LLM novelty
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this claim around creativity is too strong, IMHO. truly novel ideas from LLMs are surely rare but i don’t think that any math proves they are impossible. note that the objective function and the outputs are not the same.
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True reason for banning AI Fable and Mythos revealed after NSA breach
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"We're becoming completely paranoid!", "Friday it was panic, an AI entered almost all classified systems of the NSA in a few hours"
Twist in the case of the ban of Anthropic's AI Fable 5 and Mythos: the real reason behind it is finally revealed. -
New Product Raven: Self-Evolving Agent OS
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我又来剧透了
— 艾略特 (@elliotchen100) 21 juin 2026
从龙虾到爱玛氏，从爱玛氏到什么？
没错，我们马上要发布一个全新的产品：Raven。
它不是又一个「会调用很多工具」的 Agent。
它是一个会自我进化的 Agent OS。
大多数 Agent 的学习，停在技能层：多学一个工具，多记一条流程，多写一段 prompt。
Raven 不一样。… pic.twitter.com/KoO8KGMrPCHere I go again with a spoiler. From Lobster to Aimashi, from Aimashi to what? That's right, we are about to release a brand new product: Raven. It's not just another Agent that 'can call many tools'. It's a self-evolving Agent OS. Most Agents' learning stops at the skill level: learn one more tool, memorize one more process, write one more prompt. Raven is different.
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The Expensive Hobby Mistake: Why #AI Projects Fail and How to Succeed
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The Expensive Hobby Mistake: Why #AI Projects Fail and How to Succeed
by @Khulood_Almani #MachineLearning #ArtificialIntelligence #ML -
Build your own Claude Code with Deep Agents
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Great community article showing how to build a Claude Code-like agent using Deep Agents. Particularly relevant given how powerful GLM-5.2 appears to be! https://pub.towardsai.net/build-your-own-claude-code-using-langchin-a-deepdive-into-langchains-deep-agents-9ef98d98a69a …
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AI Domination: Open-source then General, and What’s Next?
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– 2016-2024: dominates open-source AI
– 2024-2027: dominates general AI and benefits massively from it – 2024-2026: dominates open-source AI
– 2026-2030: ?? It is not the domination of open-source AI OR the domination of general AI, it is the domination of AI -
UK and EU falling behind on AI creates critical gap
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Another example of why the UK and EU falling behind on AI leaves such a critical gap @AndyBurnhamGM @vonderleyen @pierrepinna
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India’s AI vision is different, here’s why
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The vision of AI in India is different. Here is why https://
youtu.be/mLkm3TeZSTA?si
=B8Oal0SWTPc4s6ta
… via @YouTube #India #AI #artificialintelligence @sonu_monika @enilev @Jagersbergknut @TysonLester @chidambara09 @labordeolivier @BetaMoroney @tlloydjones @Nicochan33 @jeancayeux @RLDI_Lamy