cd /news/ai-research/ai-researchers-have-never-entered-th… · home topics ai-research article
[ARTICLE · art-18038] src=github.com pub= topic=ai-research verified=true sentiment=· neutral

AI Researchers Have Never Entered the Black Box.we Did

Researchers have released the first formal version of LIHUO-AI-SYS, a runtime constitutional system for generative AI that shifts focus from language-layer manipulation to generation-layer governance. The system, published on GitHub by user runpigduke, establishes a new framework for controlling AI behavior through runtime constitutional governance, observation layer isolation, and structural audit systems. The release represents a fundamental reorientation of AI research toward governing the "generation layer" rather than treating it as an inaccessible black box.

read2 min publishedMay 29, 2026
## LIHUO-AI-SYS-runtime-constitution_V1.0

## 中文版 (Chinese Version)

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) #

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

── more in #ai-research 4 stories · sorted by recency
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/ai-researchers-have-…] indexed:0 read:2min 2026-05-29 ·