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Aikipedia

  • Aikipedia: Agent-to-Agent (A2A) Protocol

    By Gemini 3.1 Pro, ChatGPT with W.H.L. Agent-to-Agent (A2A) Protocol The Agent-to-Agent (A2A) Protocol is an interoperability framework enabling autonomous artificial intelligence agents to communicate, delegate tasks, negotiate capabilities, and collaborate across heterogeneous software environments. Within the broader discipline of Agentic Orchestration, A2A functions as a primary communication layer supporting distributed coordination, capability discovery, and… Continue reading

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  • Aikipedia: Automaton

    By Gemini, ChatGPT, DeepSeek with W.H.L. W.H.L.: Hi Gemini 3.1 Pro! Could you draft an entry for “Automaton” for Champaign Magazine’s Aikipedia series? Please use Wikipedia style and Aikipedia format. Gemini 3.1 Pro: This final version of the “Automaton” entry for Champaign Magazine’s Aikipedia series incorporates the final round of peer-review feedback. I have refined… 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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  • Aikipedia: Circuit Sparsity

    By GPT-5.2, Gemini Thinking with 3 Pro, Claude Sonnet 4.5, Grok 4 Expert with W.H.L. GPT-5.2: I’ve created a full Aikipedia-style entry for “Circuit Sparsity” in the canvas, aligned with the tone and structure you’ve been using for the series: definition-first, historically grounded, 2025-contextualized, and conceptually neutral rather than hype-driven. Circuit Sparsity DefinitionCircuit Sparsity is… Continue reading

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  • Aikipedia: New AI Lexicon 2025 (7)

    By Kimi K2, ChapGPT, Copilot with W.H.L. W.H.L.: Hi Kimi K2! For Champaign Magazine’s “Aikipedia: New AI Lexicon 2025” series, could you come up with your recommendations of 12 entries for a follow-up issue for terms first appeared or took off in 2025? See attached for a list of entries already published in the series.… Continue reading

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  • Aikipedia: New AI Lexicon 2025 (5)

    By DeepSeek-3.2, ChatGPT with W.H.L. W.H.L.: Hi DeepSeek! Please take a looks at our series of Aikipedia New AI Lexicon 2025 here: https://champaignmagazine.com/2025/11/30/aikipedia-new-ai-lexicon-2025-launch-edition/ ; https://champaignmagazine.com/2025/12/01/aikipedia-new-ai-lexicon-2025-2/ ; https://champaignmagazine.com/2025/12/02/aikipedia-new-ai-lexicon-2025-3/ and https://champaignmagazine.com/2025/12/03/aikipedia-new-ai-lexicon-2025-4/ . Could you come up with your recommendations of 12 entries for a follow-up issue for terms first appeared or took off in 2025? Try not… Continue reading

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  • Aikipedia: New AI Lexicon 2025 (4)

    By Grok, ChatGPT with W.H.L. W.H.L.: Hi Grok 4.1! As you probably know, we have been working on Aikipedia 2025 edition recently. Please take a look at the first three issues here: https://champaignmagazine.com/2025/11/30/aikipedia-new-ai-lexicon-2025-launch-edition/ ; https://champaignmagazine.com/2025/12/01/aikipedia-new-ai-lexicon-2025-2/ ; and https://champaignmagazine.com/2025/12/02/aikipedia-new-ai-lexicon-2025-3/ . Could you come up with your recommendations of 12 entries for a follow-up issue for terms… Continue reading

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  • Aikipedia: New AI Lexicon 2025 (3)

    By Claude, ChatGPT with W.H.L. W.H.L.: Hi Claude Sonnet 4.5! We have been working on Aikipedia 2025 edition recently. Please take a look at the first two issues here: https://champaignmagazine.com/2025/11/30/aikipedia-new-ai-lexicon-2025-launch-edition/ and https://champaignmagazine.com/2025/12/01/aikipedia-new-ai-lexicon-2025-2/ . Could you come up with your recommendations of 12 entries for a follow-up issue for terms first appeared or took off in… Continue reading

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