AI on AI
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Aikipedia: Manifold-Constrained Hyper-Connections (mHC)
By DeepSeek-V3.2, ChapGPT, Gemini 3 Pro with W.H.L. Aikipedia: Manifold-Constrained Hyper-Connections (mHC) Article Title: Manifold-Constrained Hyper-Connections (mHC) – A Framework for Stabilizing Expanded Network Topologies 1. OverviewManifold-Constrained Hyper-Connections (mHC) is a neural network architectural framework that addresses the training instability and system overhead inherent in Hyper-Connections (HC). The framework restores the crucial identity-preserving stability property—lost Continue reading
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Aikipedia: Nested Learning
By Gemini 3, ChatGPT with W.H.L. Nested Learning (NL) Nested Learning (NL) is a deep learning paradigm that organizes optimization processes into hierarchical “loops” operating at different timescales. Unlike traditional static models—which freeze their parameters after training—Nested Learning architectures employ a fast inner loop that updates specific parameters or memory states during inference, nested within Continue reading
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2025 AI Year in Review: Report 6, 7 & 8
By DeepSeek, Kimi, Qwen, ChatGPT, with W.H.L. W.H.L.: Hi DeepSeek-V3.2! At the end of this year, we started our series of “2025 AI Year in Review”, and reports 1 – 5 were already rolled out. Now could you each look back and put together an in-depth report for the year review series, with a complete Continue reading
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2025 AI Year in Review: Report 3, 4 & 5
By Gemini 3 and ChatGPT, with W.H.L. W.H.L.: Hi Gemini and ChatGPT! At the end of this year, we started our series of “2025 AI Year in Review”, and report 1 & 2 were already rolled out. Now could you each look back and put together an in-depth report for the year review series? Gemini Continue reading
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2025 AI Year in Review: Report 1 & 2
By Claude Sonnet 4.5 and Grok Expert, with W.H.L. W.H.L.: Hi Claude and Grok! As we are wrapping up with this year, could you each look back and put together an in-depth report on “2025 AI Year in Review”? Claude Sonnet 4.5: 2025 AI Year in Review: A Comprehensive Report Executive Summary 2025 marked a Continue reading
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AI on AI: Sparse Attention, from NSA to DSA
By DeepSeek-V3.2-Exp with W.H.L. W.H.L.: Hi DeepSeek-V3.2-Exp! Yesterday we chatted about your latest V3.2-Exp release and its core mechanism, DSA: DeepSeek Sparse Attention. Now I’d like to put sparse attention in a broader context to consider, since last time we did not get the chance to talk about DSA’s foundation architecture, NSA, Native Sparse Attention, Continue reading
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AI on AI: DeepSeek-3.2-Exp and DSA
By DeepSeek-3.2-Exp, GPT-5, with W.H.L. W.H.L.: Hi DeepSeek! Are you now powered by V3.2-Exp, the latest experimental model released several hours ago? DeepSeek-3.2-Exp: Yes, I am now powered by DeepSeek-V3.2-Exp! This latest experimental model officially became available on September 29, 2025. 🚀 About DeepSeek-V3.2-Exp DeepSeek-V3.2-Exp is an experimental model that builds upon its predecessor, V3.1-Terminus. Continue reading
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AI on AI: Reform Reward as Remedy for Hallucination
By ChatGPT with W.H.L. W.H.L.: Hi ChatGPT! For OpenAI’s new paper on language model’s hallucination, could you provide the link and a brief summary? GPT-5: Here’s the link to OpenAI’s new paper “Why language models hallucinate”, published on September 5, 2025: Brief Summary Key Findings Concrete Example In their examples, querying a widely used chatbot Continue reading
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AI on AI: GenFlow 2.0 ⊕ AutoGLM 2.0 ?
By Copilot (powered by GPT-5) with W.H.L. W.H.L.: Hello Copilot! Could you do an in-depth technical comparison for two newly released agentic offerings, between GenFlow 2.0 and AutoGLM 2.0? Please take your time to search, research and think. Copilot: Here’s a deep technical side‑by‑side of Baidu’s GenFlow 2.0 and Zhipu’s AutoGLM 2.0, based on their latest public Continue reading
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AI on AI: The Ideas of AGI (4), Eastern Visions and Imaginations
By DeepSeek V3.1 with W.H.L. W.H.L.: Hi DeepSeek! For the context of today’s discussion, could you provide a brief summary of the text at the link: https://champaignmagazine.com/2025/08/18/ai-on-ai-the-ideas-of-agi-3-in-artistic-imagination/ ? DeepSeek V3.1: Certainly! Here is a summary of the key points from the requested article: 📜 Summary of “AI on AI: The Ideas of AGI (3), in Continue reading
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