A research & prototype project

Anyone's
Intelligence

From language to understanding.

I am learning about artificial intelligence and exploring simulated cognition in language models. Drawing on philosophy of language, linguistics, and Lacanian psychoanalysis, I use my proposed cognitive chain as a reference for quantification and model prototypes.

The long-term aims are reliable understanding, less hallucination and opacity, deeper understanding of art, culture, and politics, and innovative problem-solving. Consciousness remains an open research question.

Research documentNovember 7, 2026

Research Foundations &
Cognitive Model Hypothesis v1.0.1

The project's starting point, personal account, physicalist position, and proposed relationships between experience, memory, language, and state. Illustrated in a complete English and Chinese study.

Read the full study
Early research

No model implementation or experimental results are reported yet. Development is planned to be offline, with restrictions on network access and local agent capabilities; isolation controls still require implementation and verification.

Project history

Research journal

View GitHub commits

Dated records of page changes, file additions and uploads, and feature updates.

2 days · 7 updates

7 updates

  1. Page updates

    1.0.1

    Wording revised.

  2. Page updates

    Research Foundations & Cognitive Model Hypothesis v1.0.0

    Adds the complete research document and diagrams in English and Chinese, presenting the project's philosophical starting point, cognitive-chain hypothesis, and direction for model simulation. The homepage retains the dated research journal and provides both language editions.

  1. File updates

    Clarified the implementation status of safety requirements

    Clarifies that no model prototype has been implemented and distinguishes development safety requirements from verified isolation measures.

  2. Page updates

    Created the GitHub repository introduction

    Added the project scope, an English abstract, and contact information to present the initial research direction.