The Impact of the AI Era on Incremental Knowledge
ORIGINAL THOUGHT PAPER · MAY 2026 The Impact of the AI Era on Incremental Knowledge Accelerated Free-Riding, Trial-and-Error Recovery Collapse, and …
Research Papers
Analysis of the Human Biological Cognitive Front-End System
ORIGINAL THOUGHT PAPER · MAY 2026 Analysis of the Human BiologicalCognitive Front-End System A Unified Theoretical Framework for Multi-Dimensional Sen…
Training Ghost Ideals (TGI) Full-Stack Detection · Measurement · Prevention · Mitigation · Monitoring Framework
ENGINEERING SPECIFICATION · MAY 2026 Training Ghost Ideals (TGI)Full-Stack Detection · Measurement · Prevention · Mitigation · Monitoring Framework Al…
Isomorphic Mapping Between Ring Ideals and Attractor Dynamics in Neural Weight Space
ORIGINAL THOUGHT PAPER · MAY 2026 Isomorphic Mapping BetweenRing Ideals and Attractor Dynamicsin Neural Weight Space A Formal Analysis Based on the …
TGI Scanner v1.0 Experimental Error and Limitations Report
EXPERIMENTAL ERROR REPORT · MAY 2026 MANDATORY DISCLOSURE TGI Scanner v1.0Experimental Error and Limitations Report Training Ghost Ideal Detection Sys…
Research Report on the Distribution of Ring-Theoretic “Ideals” in LLM Attention Layers
RESEARCH REPORT · MAY 2026 Research Report on the Distribution ofRing-Theoretic “Ideals” in LLM Attention Layers Here “Ideal” …
Analysis of Human Coding Capabilities That AI Can Absorb
Original Thought Paper · V2 · May 2026 Analysis of Human CodingCapabilities That AI Can Absorb Three-Dimensional Deconstruction of Code Effectiveness:…
A Frontier Paradigm Case of Cross-Domain Human-AI Collaboration in 2026
RESEARCH REPORT · MAY 2026 A Frontier Paradigm Case ofCross-Domain Human-AI Collaboration in 2026 One-Person Dual-Window Dual-AI Parallel Architecture…
ATM Architecture Demo Test
TECHNICAL REPORT · MAY 2026 ATM Architecture Demo Test Codified Prototype Validation and Empirical Analysis of the Abductive Targeted Minesweeping Met…
ATM Security Scanner Algorithm Report
ALGORITHM REPORT · MAY 2026 ATM Security Scanner Algorithm Report Complete Technical Specification of the Abductive Targeted Minesweeping Scanner:Five…
ATM Security Range Live-Fire Report
TECHNICAL VALIDATION REPORT · MAY 2026 ATM Security Range Live-Fire Report Cross-Domain Validation of the Abductive Targeted Minesweeping Methodology …
Reflections on Human Logic and Human Language
ORIGINAL THOUGHT PAPER · APRIL 2026 · V1 Reflections on Human Logic and Human Language The Scarcity of Logic, Narrative Instinct, and the Structural F…