AI Researchers Have Never Entered the Black Box.we Did
The LIHUO-AI-SYS has released its first formal version, marking a significant development in generative AI research. This release introduces a runtime constitutional system that emphasizes governance over the generation layer rather than just language manipulation. The initiative aims to redefine how AI's complexities are understood and managed.
- ▪LIHUO is a runtime constitutional system for generative AI, not just a prompt framework.
- ▪The release establishes several governance structures, including Runtime Constitutional Governance and Generation Layer Theory.
- ▪LIHUO proposes a shift in AI research focus from language-layer manipulation to generation-layer governance.
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| Original publisher | GitHub |
| Canonical URL | https://github.com/runpigduke/LIHUO-AI-SYS/releases |
| Publication time | Fri, 29 May 2026 19:18:11 +0000 |
| Retrieval time | 2026-05-29T19:25:02.790Z |
| Last seen | 2026-05-29T19:25:02.790Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | TAWjwYM1K6zL |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
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runpigduke / LIHUO-AI-SYS Public Notifications You must be signed in to change notification settings Fork 0 Star 0 Code Issues 0 Discussions Actions Projects Security and quality 0 Insights Additional navigation options Code Issues Discussions Actions Projects Security and quality Insights Releases: runpigduke/LIHUO-AI-SYS Releases Tags Releases · runpigduke/LIHUO-AI-SYS LIHUO-AI-SYS-runtime-constitution_V1.0 29 May 01:30 runpigduke RUNTIME b679225 This commit was created on GitHub.com and signed with GitHub’s verified signature. GPG key ID: B5690EEEBB952194 Verified Learn about vigilant mode. Compare Choose a tag to compare Sorry, something went wrong. Filter Loading Sorry, something went wrong. Uh oh! There was an error while loading. Please reload this page.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.