representation-freeze-audit

What problem does it solve?

This Skill ensures the consistency of representations in topological data analysis by auditing the freeze status of embeddings, loadings, and other relevant components.

Core Features & Use Cases

• Representation Consistency: Audits for correct freezing of embeddings, loadings, and other components before comparisons.
• Pre-Embedding Null Tests: Ensures null operations are applied to raw data before embedding to maintain topological integrity.
• Frozen vs. Provisional Distinction: Maintains distinct paths for frozen and provisional embeddings to prevent mix-ups.
• Cross-Group Comparability: Ensures cross-group comparisons use the same frozen loadings to maintain data comparability.

Quick Start

Run the representation-freeze-audit skill to validate the consistency of your embeddings before performing topological analysis.