video/math_to_face

What problem does it solve?

This Skill provides a bidirectional pipeline between structured mathematical identities and identity-consistent face renderings, enabling deterministic verification and reproducibility across multiple renderers. It introduces a formal gate-driven approach to preserve HELEN-like identity while allowing styled variations and emotional controls.

Core Features & Use Cases

• Canonical spaces (M, Z, I) with four core maps (H, G, E, H⁻¹) to realize a single identity across REAL and TWIN renderers.
• φ-resonant SDE refinement that stabilizes latent representations and supports cheap latent edits without losing identity.
• Reproducible gates, a formal MIA-like identity artifact, and a manifest-driven audit trail for end-to-end verification.

Quick Start

Inspect the scaffold at oracle_town/skills/video/math_to_face and run the end-to-end demo to verify the H → G → E pipeline with stub backends.