Warren Beaumont. Implementing Probabilistic Safety Guardrails via Constrained Reinforcement Learning and Large Language Model Reasoning for Risk Aware Autonomous Decision Making. CIS [Internet]. 2026 May 19 [cited 2026 May 27];4(1). Available from: https://scivexus.org/index.php/CIS/article/view/148