2025
-
Aikipedia: Prefill–Decode Disaggregation
By Kimi K2 Thinking, ChatGPT, Grok Expert, Claude 4.5 Sonnet, Gemini 2.5 Pro, with W.H.L. Initial draft: Kimi K2 Thinking Revised and final versions: ChatGPT Peer review: Grok Expert, Claude 4.5 Sonnet, Gemini 2.5 Pro Editing: W.H.L. Prefill–Decode Disaggregation in LLM Inference Prefill–decode disaggregation optimizes large language model (LLM) inference by separating the prefill phase Continue reading
-
Aikipedia: Continuous Autoregressive Language Models (CALM)
By DeepSeek-V3.2, ChatGPT, Gemini 2.5 Pro, Claude Sonnet 4.5, with W.H.L. Continuous Autoregressive Language Models (CALM) Sidebar Abstract Continuous Autoregressive Language Models (CALM) are a 2025 framework introduced by researchers at WeChat AI (Tencent) and Tsinghua University that replaces discrete next-token prediction with continuous next-vector generation. By compressing multiple tokens into high-fidelity latent representations, CALM Continue reading
-
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
-
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
-
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
-
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
-
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
-
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
-
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
-
DeepSeek-OCR: Compressing Long Text into Very Few Visual Tokens
By DeepSeek-V3.2, Copilot, with W.H.L. W.H.L.: Hi DeepSeek! I heard that your team just released a new update? I’m talking about DeepSeek-OCR, the new model released yesterday. DeepSeek-V3.2: Yes, you are absolutely right! DeepSeek AI has just released a new multimodal model called DeepSeek-OCR . It was open-sourced on October 20, 2025, along with a Continue reading
Champaign Magazine 