Biological Inner Drive and AI Structural Deficit
Original Thought Paper · March 29, 2026 Biological Inner Drive andAI Structural Deficit An Ontological Analysis from ARC-AGI-3 to the Human–Machine Co…
Research Papers
Open Source in the AI Era Publishing Design Blueprints & SOP Flowcharts
Original Thought Paper · March 2026 Open Source in the AI EraPublishing Design Blueprints & SOP Flowcharts From Open Source to Open Architecture —…
Perception and Cognition
ORIGINAL THOUGHT PAPER · MARCH 2026 · FINAL Perception and Cognition Structural Asymmetry Analysis of Humanity’s Dual System and AI’s Sing…
Population & Energy
Theoretical Framework · V4 Population & Energy The First Principles of Economy — Abandon the Monetary Anchor, Align Directly with Physical Energy …
Signal and Noise An Ontology of LLMs
Thought Paper · LLM Ontology V4 · DEFINITIVE EDITION · 2026.03.26 Signal and NoiseAn Ontology of LLMs Starting from the physical duality of signal and…
The Bidirectional Black Box in AI Systems Demands an Evaluation Framework — Now
Original Thought Paper · V4 · March 2026 The Bidirectional Black Boxin AI Systems Demandsan Evaluation Framework — Now Why the AI Productivity Paradox…
An AI Industry Without Humanism Will Never Command Premium Pricing or Sustained Payment
Industry Critique · Humanist Manifesto An AI Industry Without HumanismWill Never Command Premium Pricing or Sustained Payment AI products are inherent…
The Thermodynamic Nature of AI Computing From Maxwell’s Demon to Transformer Sorting
Interdisciplinary Paper The Thermodynamic Nature of AI ComputingFrom Maxwell’s Demon to Transformer Sorting A unified signal-and-noise framework…
AI Companies That Lie The Illusion of Privacy Settings
Critical Analysis · March 2026 AI Companies That LieThe Illusion of Privacy Settings You pressed OFF. Why is it still running? The gap between AI…
Normal Regression: The Abyss of AI Matrix Computation
LEECHO AI RESEARCH PAPER · 2026 Normal Regression:The Abyss of AI Matrix Computation When one-dimensional symbolic computation attempts to overwrite t…
AI Agent Success Probability Spectrum
v3.0 · 29 Scenarios · 16 Industries · 48 References AI Agent Success Probability Spectrum A research-based reference for AI Agent task success rates, …
D-Time 35 Minutes in AI Decision Chains
Interdisciplinary Critical Paper · AI Architecture × Philosophy of Technology · 2026 D-Time 35 Minutesin AI Decision Chains Why Humanity Cannot Hand t…