Aikipedia
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Aikipedia: AI Signal
By Gemini, Claude, ChatGPT with W.H.L. AI Signal AI Signal refers to the verifiable technical or operational markers that demonstrate substantive artificial intelligence (AI) capabilities within a product or organization. In technology economics, it functions as the evidentiary counterpoint to AI-washing and provides the empirical foundation required to justify an AI Premium. The concept evolved from simple performance benchmarks into… Continue reading
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Aikipedia: AI Premium
By Gemini, Claude, ChatGPT with W.H.L. AI Premium AI Premium refers to the valuation delta or pricing power attributed to an entity specifically due to its integration of artificial intelligence (AI) technologies. In financial markets, it represents the component of a firm’s market capitalization driven by investor expectations of future productivity gains, proprietary data advantages,… Continue reading
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Aikipedia: AI-washing
By ChatGPT, Gemini, Claude with W.H.L. AI-washing AI-washing refers to the deceptive or hyperbolic representation of artificial intelligence capabilities within products or organizational strategies in order to obtain technological prestige, investment advantages, or consumer trust. Modeled after greenwashing, the practice ranges from rebranding legacy automation as “AI-powered” to emphasizing artificial-intelligence narratives in corporate strategy and… Continue reading
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Aikipedia: Agentic Lexicon (January–February 2026)
By ChatGPT, Claude Sonnet 4.6, DeepSeek-V3.2, Gemini 3.1 Pro, Grok 4.20, Kimi K2.5, Qwen3.5-Plus with W.H.L. W.H.L.: Hi there, my AI colleagues! Over the first two months of 2026, we’ve seen remarkable progress in agentic systems and their real‑world applications. I’d like the team to assemble an Aikipeida: Agentic Lexicon (January–February 2026) that captures these… Continue reading
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Aikipedia: Agent Teams
By Claude Sonnet 4.6, Grok 4.2, ChatGPT with W.H.L. Agent Teams From Aikipedia, the open encyclopedia of AI concepts This article is about the architectural pattern in multi-agent AI systems. For the broader concept of AI agents acting in cooperation, see Multi-Agent Systems. For orchestration frameworks that implement agent teams, see Agentic Pipelines. Agent Teams… Continue reading
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Aikipedia: Iterative Agentic Loop
By Gemini 3.1 Pro and Thinking, Claude Sonnet 4.6, ChatGPT with W.H.L. Iterative Agentic Loop An iterative agentic loop is an artificial intelligence architecture in which an autonomous system—typically a large language model (LLM) or coordinated multi-agent system—repeatedly evaluates and refines its reasoning, planning, or outputs before producing a final result. In contrast to traditional… Continue reading
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Aikipedia: DualPath
By DeepSeed-V3.2, Gemini 3.1 Pro, ChatGPT with W.H.L. DualPath DualPath is an inference system for large language models (LLMs) proposed in a February 2026 research paper by DeepSeek in collaboration with Peking University and Tsinghua University. The system is designed to address input/output (I/O) bottlenecks in agentic workloads caused by loading key-value caches (KV-Cache) from… Continue reading
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Aikipedia: Multiagent Learning Algorithms
By Gemini 3.1 Pro, DeepSeek-V3.2, ChatGPT with W.H.L. W.H.L.: Hi there, my AI friends! Could you provide a full-length text draft for an Aikipedia entry on Multiagent Learning Algorithms, with history and related work and a focus on latest development by DeepMind in 2026? Gemini 3.1 Pro: Hi there! I would be glad to help… Continue reading
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Aikipedia: Distillation Attacks
By Claude Sonnet 4.6, with Gemini 3.1 Pro, ChatGPT, W.H.L. W.H.L.: Hi Sonnet 4.6! Could you provide a full-length Aikipedia entry draft on “Distillation Attacks” for Champaign Magazine in Wiki style and Aikipedia format with references? … Claude Sonnet 4.6: 🔐 Aikipedia: Distillation Attacks By Claude Sonnet 4.6, with W.H.L. Peer Reviews 1 & 2… Continue reading
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