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docs: refine technical hierarchy documentation and fix typos in changelog

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Nubenetes Bot
2026-05-23 12:16:34 +02:00
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CHANGELOG.md
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@@ -101,6 +101,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
### Added
- **Troubleshooting Masterclass**: Integration of learnk8s.io troubleshooting guides.
- **Famous Kubernetes Resources 2019**: First annual curation of the most impactful ecosystem assets.
- **External Validation**: Merged major OpenShift documentation improvements (Contribution by **Francesco Marchioni** in [PR #3](https://github.com/nubenetes/awesome-kubernetes/pull/3)).
@@ -128,3 +129,4 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
### Added
- **Alpha Inception**: Initial repository creation and genesis of the Cloud Native knowledge base.
- **BMW IT-Zentrum Era**: Foundation of the Munich-based engineering standards and self-service developer platform patterns.
dation of the Munich-based engineering standards and self-service developer platform patterns.

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README.md
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@@ -497,10 +497,11 @@ To eliminate configuration overhead and ensure Nubenetes always utilizes the fro
6. **Pre-Flight Local Caching**: Performs an autonomous look-up in [`data/inventory.yaml`](data/inventory.yaml) before any AI operation.
### 6.7. High-Fidelity Multimedia Extraction (Mandate 25)
Nubenetes utilizes a production-grade extraction hierarchy to ensure technical videos are curated with 100% fidelity to their original descriptions and transcripts:
1. **Primary: YouTube Data API v3**: Guaranteed extraction of titles and full descriptions via official Google endpoints (0% bot-detection failure).
2. **Secondary: yt-dlp (Mobile/Embedded Clients)**: Robust scraping fallback using specialized player clients.
3. **Tertiary: Gemini Pro Grounding**: Direct Google Search retrieval if the platform blocks all automated access.
Nubenetes utilizes a production-grade **4-Tier Extraction Hierarchy** to ensure technical videos are curated with absolute fidelity to their original intent:
1. **Tier 1: YouTube Data API v3 (Official)**: Guaranteed extraction of official titles and descriptions via Google Cloud endpoints (0% bot-detection failure).
2. **Tier 2: Robust Extraction (yt-dlp)**: Secondary layer for extracting deep metadata and **official transcripts** when API keys are unavailable or restricted.
3. **Tier 2.5: Standard Metadata (httpx)**: Minimalist HTML scraping fallback for rapid pre-verification of link existence.
4. **Tier 3: Gemini Pro Grounding (Search)**: If previous tiers return generic platform data (e.g., "YouTube"), the system triggers a **Gemini Pro Search Audit** to locate verified technical details from the live web.
### 6.8. Critical Secrets and Environment Variables