self-validation

The author built an autonomous swing trading pipeline using Hermes AI that screens stocks, tracks performance, and self-validates strategy changes every 48 hours, achieving a 60% win rate over two months.

This paper presents Constitutional Meta-STPA, a self-validating LLM-assisted hazard analysis tool that applies STPA to itself to derive governance principles. It demonstrates that a frontier model ensemble recovers most principles and improves safety scores on adversarial probes.