docs: define Hybrid Human-AI Contribution model to ensure future community integration

README.md

@@ -598,14 +598,21 @@ Nubenetes follows a dual-branch GitOps model to ensure stability while allowing
 
 ## 11. Contributing to the Archive
 
-Community contributions have been the backbone of Nubenetes since 2018. If you want to add a reference, improve a description, or fix a link, please follow these guidelines:
+Nubenetes thrives on a **Hybrid Human-AI Collaboration** model. Community contributions are the lifeblood of the V1 archive, while our Agentic Engine ensures every addition meets 2026 technical standards.
 
-1.  **Target the `develop` branch:** Do not create PRs against `master`.
-2.  **Manual Method (Legacy but Welcome):** You can still use the traditional method of creating a branch and submitting a Pull Request.
-3.  **The AI Paradigm Shift:**
-    -   As of May 2026, Nubenetes uses an **Agentic AI filtering and categorization engine**.
-    -   **Ambiguity Warning:** We are currently in a transitional phase. It is not yet fully defined how manual human contributions will be weighed against AI-scored assets. Your PR might be reviewed by both the maintainer and the Agentic Curator to ensure it meets the 2026 quality standards (MVQ).
-    -   We appreciate your patience as we refine the integration between human collective intelligence and autonomous AI curation.
+### 🤝 How to Contribute
+1.  **Target Branch**: Always create your Pull Requests against the `develop` branch.
+2.  **Source of Truth (V1)**: Only add or edit files in the `docs/` directory. **Do not manually edit `v2-docs/`**, as this portal is automatically regenerated by the AI.
+3.  **Manual Link Format**: Use the standard format: `  - [Title](URL) - Your descriptive summary.`
+4.  **Automatic Adoption**: Once your PR is merged into `develop`, the **Agentic Curator** and **V2 Builder** will:
+    *   Validate the link health.
+    *   Extract advanced metadata (Year, Impact, Author).
+    *   Assign a **Recursive Technical Hierarchy** (O'Reilly style).
+    *   Generate a professional English summary for the V2 Elite portal.
+5.  **Preservation Guarantee**: Our agents are strictly forbidden from overwriting your manual 🌟 stars or descriptive comments in the V1 archive. Your personal touch is preserved forever.
+6.  **Automated Feedback**: Every contribution PR is automatically audited by our **SafetyGuard**, which will provide a report on mandate compliance and technical integrity.
+
+We welcome links to high-quality repositories, architectural guides, masterclasses, and specialized tools that push the boundaries of the Kubernetes ecosystem.
 
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