Hermetic Constitutional Guardrails with Chinchilla-Lutar Scaling and Dynamical Bifurcation Detection

Key Points

• The aim is to present an advanced framework for safety evaluation and dynamic detection in AI training.
• Implemented Hermetic Constitutional Guardrails for safety evaluation.
• Applied Chinchilla-Lutar Scaling for compute-optimal training.
• Utilized Dynamical Systems Bifurcation Detection techniques.
• Established a reference implementation in TypeScript.
• Enhanced safety evaluation methodology using seven-dimensional Noether-closed principles.
• Demonstrated Lyapunov exponent estimation for dynamic systems.