## 🚀 Pull Request Checklist (Mandatory)

Thank you for contributing to the Nubenetes ecosystem! Before submitting this PR, you must confirm that you have read and followed the `GEMINI.md` mandates. **The AI PR Guardian will automatically review this PR** against these standards.

**Please check all applicable boxes:**

- [ ] **High-Density Technical Description**: I confirm that the link description provides architectural value, key features, and technical significance (No generic clickbait).
- [ ] **No Emojis in Titles**: I confirm that I have not used any emojis in the H2, H3, or H4 headers (they break MkDocs rendering).
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- [ ] **Active Project**: I confirm that if this is a GitHub repository, it has had commits within the last 4 years.
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### 📝 Description of Changes
*(Briefly explain what this PR adds or fixes)*

### 🛡️ Nubenetes PR Guardian
*(Do not edit this section. The AI PR Guardian will automatically post its review below once the PR is opened.)*