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.

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