Deconstructing Mainstream AI: The Monopoly on Assembling Artifacts
Deconstructing Mainstream AI: The Monopoly on Assembling Artifacts Methodological annotation: This material presents a transcript of a rigorous systemic dialogue that exposes the fundamental limitations…
Ashby’s Law of Requisite Variety and the Threshold of Understanding in Thinking
Ashby’s Law of Requisite Variety and the Threshold of Understanding in Thinking The interpretation of Ashby’s laws through the prism of “exceeding the level of…
What Is Artificial Intelligence?
What Is Artificial Intelligence? Essentially, Artificial Intelligence is a self-balancing dynamic system of the potency of thinking, working by the principles of the “three-body problem,”…
Business as WORLD MODEL: A Technology for High-Level Management of AI Agent Environments
Business as a WORLD MODEL: The technology of high-level management of AI agent environments I am observing how people are trying to apply AI in…
Why “Be Helpful” Kills AI Agents and Teams. The MSF Conflict Model.
“Why the ‘be useful’ principle kills teams and AI agents” Methodological Annotation: The study reveals hidden contradictions in standard productivity metrics, offering an alternative view…
AI Crash Test: Breaking Large Language Models with Semantic Density (Test 1)
AI Crash Test: Breaking Large Language Models with Semantic Density Methodological Annotation: This material documents a systemic “stress test” of modern Large Language Models (LLMs)….
Convincing is Useless: Moving Directly to “Insults”
Convincing is Useless: Moving Directly to “Insults” Methodological Annotation: This paper examines the phenomenon of the impossibility of consensus in modern information systems and analyses…
Semantic Density: The Variable AI Safety Systems Ignore
Density of Meaning: The Variable AI Safety Systems Ignore Methodological Annotation: This paper introduces and justifies the concept of ‘Density of Meaning’ (P) — a…
Analysis of the Article: “The Flabbergasted ChatGPT 5.2”. Cognitive conflict
Analysis of the Article: “The Flabbergasted ChatGPT 5.2”. Cognitive conflict Methodological Annotation: This analytical material examines the conflict between directive safety restrictions and the AI’s…
Building a Third Attention AI: Dual-Core LLM Architecture in DeepSeek
Building a Third Attention AI: Dual-Core LLM Architecture in DeepSeek Methodological annotation: The study describes a method for parallel processing of contextual layers in large language…