Final Pre-Handover Checklist:
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Vault Certification: All critical paths (curative, biological, pharmacological) stamped “Validated”
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Semantic Density: Entity-Relation ratio exceeds domain threshold (e.g., 1.7:1; validated as unique entities / unique edges)
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Sentiment Drift Check: Sentiment time series graph generated; Keymaker reviews for drift bias or unlogged deviation
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Schema Validation Pass: Validator confirms format alignment for all package components
Gatekeeper:
- Automated validation bot + manual Keymaker review approval required
Enhancement Recommendations:
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Add AI-assisted anomaly detection (e.g., using isolation forests or rolling z-score analysis) for semantic density and drift trends.
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Develop standardized visualization of validation results for use in reviews (e.g., with embedded heatmaps or drift trend plots).