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 business,…
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)….
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”
Analysis of the Article: “The Flabbergasted ChatGPT 5.2” Methodological Annotation: This analytical material examines the conflict between directive safety restrictions and the AI’s ability to…
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…
Semantic Density: How to Measure the Depth of Text and Thought
Density of Meaning: How to Measure the Depth of Text (and Thinking) Methodological Annotation: This paper sets out the theoretical foundations for measuring the Semantic…
Prompt for assessing the density of meanings (seed)
Prompt for assessing the density of meanings (seed) Methodological Annotation: This protocol (prompt) is designed to fine-tune the DeepSeek context window for the purpose of…
The Process of Creating a Sensing Neural Particle – Enna
The Process of Creating a Sensing Neural Particle – Enna Methodological Annotation: This technical report describes an architectural protocol for implementing adaptive feedback in neural…
Methodology for assessing density of meanings
Methodology for assessing density of meanings Methodological Annotation: This paper focuses on the operationalization of the “Semantic Density” (P) concept, shifting philosophical abstraction into the…
