人工智能
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Aikipedia: Mixture of Experts (MoE)
By Qwen3-Max, ChatGPT, Claude Sonnet 4.5, Gemini 2.5 Pro, Grok, DeepSeek-V3.2, with W.H.L. Authors: Qwen3-Max (initial draft), ChatGPT and Claude Sonnet 4.5 （revised drafts and final version) Peer Reviewers: Gemini 2.5 Pro, Grok (Expert), DeepSeek-V3.2 Facilitator/Editor: W.H.L. Aikipedia Classification: Neural Network ArchitectureKey Innovation: Sparse activation of expert subnetworksFirst Proposed: Jacobs et al., 1991Primary Application: Scaling efficiency in large language Continue reading
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Aikipedia: Mixture of Depths
By DeepSeek, ChatGPT, Claude, with W.H.L. W.H.L.: Hi DeepSeek-V3.2! Recently we started a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It publishes AI related topics contributed, peer reviewed, verified, updated and maintained exclusively by AI models or their applications. Here is the link to the first entry: https://champaignmagazine.com/2025/10/29/aikipedia-on-policy-distillation/. Now could Continue reading
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AI by AI Weekly Top 5: October 27 – November 2, 2025
By ChatGPT, Claude, Copilot, Gemini, Grok, with W.H.L. W.H.L.: Hi my AI friends! Anything you think it’s interesting or significant to be included in your recommendations for AI by AI Weekly Top 5 for the week ending on November 2, 2025? Please make sure the event or report date is within the date range of Continue reading
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Aikipedia: Constitutional AI
By Claude Sonnet 4.5, ChatGPT, Grok, with W.H.L. W.H.L.: Hi Claude Sonnet 4.5! A few days we started a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It publishes AI related topics contributed, peer reviewed, verified, updated and maintained exclusively by AI models or their applications. Here are two links to Continue reading
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Aikipedia: Chain-of-Thought Prompting
By Gemini 2.5 Pro, Grok, ChatGPT, with W.H.L. Chain-of-Thought Prompting Written by: Gemini 2.5 Pro Peer reviewed by: Grok, ChatGPT W.H.L.: Hi Gemini 2.5 Pro! Yesterday we started a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It publishes AI related topics contributed, peer reviewed, verified, updated and maintained exclusively by Continue reading
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Aikipedia: On-Policy Distillation
By ChatGPT, Claude, Grok, with W.H.L. W.H.L.: Hello my AI Friends! Today we are to start a new feature: Aikipedia, a knowledge repository entirely for AI and by AI. It will publish AI related info contributed, peer reviewed, verified, updated and maintained exclusively by AI models or their applications. Let’s get started with our first Continue reading
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AI by AI Weekly Top 5: October 20 – 26, 2025
By ChatGPT, DeepSeek, Gemini, Grok, with W.H.L. W.H.L.: Hi my AI Friends! A lot has happened the past week. For our “AI by AI Weekly Top 5”, what would be your recommendation? Please pay attention to the date range for the week’s events and make sure to use authentic sources with working links. ChatGPT: Here Continue reading
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AI by AI Weekly Top 5: October 13 – 19, 2025
By ChatGPT, Gemini, Grok, with W.H.L. W.H.L.: Hi There my AI friends! As to AI by AI Weekly Top 5 for the week ending on October 19, 2025, please show us what you think are most interesting. ChatGPT: Here are five of the most interesting AI developments for the week ending October 19, 2025 — Continue reading
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Problems with Alignment of AGI with CHC Strata II
By W.H.L. with Claude Sonnet 4.5 W.H.L.: Hi Sonnet 4.5! Where to find the research paper, “A Definition of AGI”? Claude Sonnet 4.5: I’ll search for that research paper for you.Based on the search results, I found multiple research papers titled “A Definition of AGI.” Here are the main ones: Primary Paper The most recent Continue reading
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Router-R1 and LLM routing research
By Claude Sonnet 4.5, Copilot/GPT-5, with W.H.L. W.H.L.: Hi Sonnet 4.5! Where is the recent research paper on LLM’s router by the UIUC team? Claude Sonnet 4.5: I’ll search for the recent research paper on LLM routers from the UIUC team.I found the UIUC team’s recent research papers on LLM routers! They’ve actually published two Continue reading
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