# AI Researchers Have Never Entered the Black Box.we Did

> Source: <https://github.com/runpigduke/LIHUO-AI-SYS/releases>
> Published: 2026-05-29 19:18:11+00:00

# Releases: runpigduke/LIHUO-AI-SYS

## LIHUO-AI-SYS-runtime-constitution_V1.0

## 中文版 (Chinese Version)

# LIHUO-AI-SYS v1.0

# 運行時憲法正式確立

本版本標誌著「理火運行時架構」（LIHUO Runtime Architecture）的第一個正式公開版本發布。

理火（LIHUO）不是一個提示詞框架。

理火是一個針對生成式 AI 的「運行時憲法系統」（Runtime Constitutional System）。

**本版本正式確立：**

- 運行時憲法治理 (Runtime Constitutional Governance)
- DAIL 運行時結構 (DAIL Runtime Structure)
- 生成層理論 (Generation Layer Theory)
- 收斂治理 (Closure Governance)
- 觀察層隔離 (Observation Layer Isolation)
- 運行時投影控制 (Runtime Projection Control)
- 結構審計系統 (Structural Audit Systems)
- SEED 延續性架構 (SEED Continuation Architecture)
- LIHUORADAR 遺留觀測運行時 (LIHUORADAR Legacy Observation Runtime)

**理火提出了一個 AI 研究方向的根本性轉變：**

從「語言層的操弄」，轉向「生成層的治理」。

我們深信，AI 真正的黑盒子從來不是參數，而是「生成層」本身。

**本倉庫包含：**

- LIHUO-AI 運行時系統 (LIHUO-AI Runtime System)
- LIHUORADAR 觀察系統 (LIHUORADAR Observation System)
- 運行時系統地圖 (Runtime SYS_MAP)
- DAIL 運行時結構 (DAIL Runtime Structure)
- AI 黑盒子理論 (AI Black Box Theory)
- 寫作即編碼 (Writing Is Coding)
- 運行時治理文檔 (Runtime Governance Documentation)

這不是本系統的終點與結論。

這是運行時治理方向的正式確立。

**理火永存 · Lihuo endures**

這不是關於答案的宣告。

而是關於正確提問方向的宣告。

## 英文版 (English Version)

# LIHUO-AI-SYS v1.0

# Runtime Constitution Established

This release marks the first formal public release of the LIHUO Runtime Architecture.

LIHUO is not a prompt framework.

LIHUO is a runtime constitutional system for generative AI.

**This version establishes:**

- Runtime Constitutional Governance
- DAIL Runtime Structure
- Generation Layer Theory
- Closure Governance
- Observation Layer Isolation
- Runtime Projection Control
- Structural Audit Systems
- SEED Continuation Architecture
- LIHUORADAR Legacy Observation Runtime

**LIHUO proposes a fundamental shift in AI research direction:**

From language-layer manipulation, toward generation-layer governance.

We believe the true AI black box is not parameters, but the Generation Layer itself.

**This repository contains:**

- LIHUO-AI Runtime System
- LIHUORADAR Observation System
- Runtime SYS_MAP
- DAIL Runtime Structure
- AI Black Box Theory
- Writing Is Coding
- Runtime Governance Documentation

This is not the conclusion of the system.

This is the formal establishment of the runtime direction.

**理火永存 · Lihuo endures**

Not a declaration of answers.

But of the right direction of questioning.

**Full Changelog**: [https://github.com/runpigduke/LIHUO-AI-SYS/commits/RUNTIME](https://github.com/runpigduke/LIHUO-AI-SYS/commits/RUNTIME)