Corpus: The Other Valve of LLM
Thought Paper Corpus: The Other Valve of LLMHow multi-dimensional corpus quality constrains the ceiling of LLM world representations Mainstream LLM re…
Research Papers
Kelso 2.0
ORIGINAL THOUGHT PAPER · APRIL 2026 Kelso 2.0 Resolving the Meta-Contradiction of Cash Realization Time Differential:A Paradigm Shift via Full Stock S…
The Cognitive Ecology of Linguistic Symbols
Original Thought Paper · Cognitive Ecology V3 · 2026.04.08 The Cognitive Ecology of Linguistic Symbols How the life and death of symbols are determine…
Search Competitiveness of AI Companies in the GEO Era
LEECHO Research Paper · V2 Search Competitiveness of AI Companies in the GEO Era From cost structures and technical architectures to user behavior — d…
FDE: The Human Shock Absorbers of AI Foundation Model Companies
Industry Analysis Paper · Forward Deployed Engineer Research FDE: The Human Shock Absorbers of AI Foundation Model Companies When AI products cannot c…
The Truth Behind AI Brain-Melt Is AI Pseudo-Evolution
LEECHO Thought Paper · 사유논문 · 思辨论文 The Truth BehindAI Brain-MeltIs AI Pseudo-Evolution When humans feed AI with borrowed cognition, when AI feeds itse…
Reflections on AI Disenchantment
Thought Paper · 思想论文 When Functional Evolution Collides with Biological Evolution Reflections on AI Disenchantment When functional evolution collides …
Centralized AI VS Distributed AI
LEECHO Thought Paper · V3 Centralized AI VS Distributed AI The Twilight of Compute Hegemony and the Dawn of Personalized Intelligence — NVIDIA’s…
Human Thought Extraction A Knowledge Production Model for Human-AI Collaboration
ORIGINAL RESEARCH PAPER · APRIL 2026 Human Thought ExtractionA Knowledge Production Model for Human-AI Collaboration The Third Path Beyond AI-Assisted…
Iran’s MANPADS: Effective Counterstrike and Future Projections
Battlefield Technology Analysis Iran’s MANPADS:Effective Counterstrike and Future Projections From the downing of the F-15E to the transformatio…
AI Coding Is Packaged AI Search and Code Alignment
ORIGINAL RESEARCH PAPER · APRIL 2026 AI Coding Is PackagedAI Search and Code Alignment A Mechanistic Deconstruction Based on 211 Million Lines of Code…
AI Search Information Alignment Is the Core Function of LLMs
ORIGINAL RESEARCH PAPER · APRIL 2026 AI Search Information AlignmentIs the Core Function of LLMs A Function-Defining Proposition Based on Multi-Dimens…