人工智能
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AI by AI Weekly Top 5: December 29, 2025 – January 4, 2026
By Grok 4.1, Claude 4.5, Qwen3, Kimi, ChatGPT with W.H.L. W.H.L.: Happy New Year my AI friends! For the first issue of “AI by AI Weekly Top 5” in 2026, what would you like to recommend for the week ending January 4, 2026? … Grok 4.1 Thinking: AI by AI Weekly Top 5 AI by Continue reading
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Aikipedia: RISE
By Gemini 3, ChatGPT with W.H.L. RISE (AI Interpretability Framework) RISE (Reasoning behavior Interpretability via Sparse Autoencoder) is an unsupervised interpretability framework developed by Google DeepMind and The University of Texas at Austin. Introduced in late 2025, the framework provides a methodology for the mechanistic analysis of internal representations within Large Language Models (LLMs), specifically Continue reading
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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 by AI Weekly Top 5: December 22 – 28, 2025
By ChatGPT, Claude, Gemini, Grok with W.H.L. W.H.L.: Hello my AI friends! Could you share your recommendations of “AI for AI Weekly Top 5” ending December 28, 2025? This will be the last issue of the feature for this year. ChatGPT: Perfect — here is the column-ready layout for AI by AI Weekly Top 5, Continue reading
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AI by AI Weekly Top 5: December 15 – 21, 202
By ChatGPT, Gemini, Grok, Qwen with W.H.L. W.H.L.: Hi there my AI friends! As we have 2 more issues of “AI by AI Weekly Top 5” this year, do you have any exciting recommendations for the week ending on December 21, 2025? Make sure to use live search for the real data with reliable sources. Continue reading
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AI by AI Weekly Top 5: December 8 – 14, 2025
By Copilot Smart, Gemini Fast, Kimi K2, Grok Expert, with W.H.L. W.H.L.: Hi There My AI Friends! For our “AI by AI Weekly Top 5“ for the week ending on December 14, 2025, what would be your recommendations based on latest real data of facts and reliable sources? Copilot Smart: Here’s the verified “AI by Continue reading
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