Human Reaction Mechanism / ZhiNao / Mechanism-Based Intelligence

YuanAI

LLM opens possibilities. YuanAI calibrates direction.

A public gateway for a long-term research path connecting reaction-level theory, ZhiNao, and controlled engineering demos such as CognitiveBridge-v0.

A 2-minute English short on language, reaction, and the direction of intelligence.

Public ZhiNao Updates

Public progress

As of 2026-08-19, the first round of public-entry work is complete.

Next: use real visits and feedback to choose the smallest next public package, without opening the full asset base.

  1. Both root READMEs now provide six paths: video, offline demo, minimum evidence, public boundary, homepage, and feedback.
  2. GitHub now has discovery topics, the v0.1.0 release, and a profile pin.
  3. We are observing real visits and feedback; Discussions remain off, and no LICENSE is currently provided.
  4. V14 is currently working toward an internally defined threshold for direct evidence over a long horizon: with the candidate-control comparison, environment, time horizon, missing-data, and aggregation rules explicitly specified, it is testing whether the same information advantage remains discernible after the predefined long-horizon threshold is exceeded, while also forming an auditable alignment with changes in downstream scores and shifts in strategic tendencies.
  5. L4 has been successfully broken through.
First Visual Entry

I am building an evolutionary research path toward AGI from Human Reaction Mechanism.

From the L0 single-cell reaction model to CognitiveBridge-v0, the work progresses toward persistent state, behavioral adjudication, experience accumulation, and controlled thought flow.

The L0 single-cell demo is the first public visual entry into the ZhiNao evolution line. It shows a minimal reaction loop: stimulus, internal state, adjudication, action, feedback, and state update.

This is not a claim that artificial general intelligence has been achieved. It is a public mechanism-exploration demo.

Watch the public two-minute introduction on YouTube.

Theory

Human Reaction Mechanism

A framework for describing shared reaction-level patterns behind behavior, cognition, emotion, and intelligent action.

Status: book project and public preview planning. Read the theory overview.

Engineering Line

ZhiNao

A mechanism-based intelligence research line exploring reaction, adjudication, persistence, boundary control, and long-range guidance.

Status: internal evolution line, selective public exhibition.

Public Demo

CognitiveBridge-v0

A minimal offline demo showing how external thought streams can be constrained into low-permission candidates instead of controlling actions.

Status: private pre-public package, GitHub Actions passing.

Profile

From one calligraphy brush to a ZhiNao system.

My name is Miao Lin. An unstable childhood gave my life an undertone of anxiety and led me to ask, from an early age, why people suffer and where happiness comes from. At thirteen or fourteen, I began writing a book about happiness. After forty years of pauses, rejection, and rewriting, it became the origin of Equilibrium Studies of Suffering and Joy.

My father loved calligraphy, and I picked up a brush when I was seven or eight. I showed little natural talent, yet always believed that each stroke concealed an order deeper than aesthetics. During factory night shifts, I practiced with water on warehouse walls yellowed by chlorine. I entered business twice and returned twice to calligraphy and the study of suffering and joy. A sudden heart attack in 2014 forced me to stop and confirm what I truly wanted to pursue for the rest of my life.

During five unsettled years in Canada, I experienced somatic anxiety and family separation. I also began turning my ideas about how people sense stimuli, form emotions, and react into code. In 2024, a new generation of AI tools opened engineering possibilities that had not existed before. I gradually converted my long-developed theoretical framework into runnable, testable, reviewable mechanisms. The ZhiNao research line evolved to its fourteenth generation, while my calligraphy research produced an AI-assisted evaluation tool.

Today, my work has formed three connected lines: calligraphy and the Way of Calligraphy, Human Reaction Mechanism and ZhiNao AI, and Equilibrium Studies of Suffering and Joy. I am not a conventional professional programmer. I am closer to a long-term questioner, theory builder, and explorer of mechanism architecture. I try to turn decades of personal experience and philosophical thought into theories, experiments, and lines of code. The road is still long, and I am setting out again.

Read the longform story: My First Half of Life Watch the personal story video
Public Research Roadmap

A staged path from reaction to controlled cognition.

  1. L0 single-cell demo: intelligence begins with reaction.
  2. Human Reaction Mechanism: the theoretical anchor.
  3. ZhiNao V1-V14: a staged engineering evolution.
  4. CognitiveBridge-v0: controlled thought-candidate bridge for the LLM era.
  5. Clean public demos only: no private state, no credentials, no raw audit chains.
Current Boundary

What this site does not claim.

The current public-facing materials do not claim that AGI, machine consciousness, medical effect, psychotherapy effect, real provider integration, or ZhiNao V14 main-chain release has been achieved.