The CCPO framework can be extended to handle multiple safety constraints simultaneously by modifying the formulation to accommodate a set of constraint thresholds rather than a single threshold. This extension would involve adjusting the policy space to include multiple constraint-conditioned policies, each corresponding to a different safety threshold. The Versatile Value Estimation (VVE) module would need to be enhanced to estimate value functions for each of these thresholds, allowing the agent to adapt to varying safety constraints during deployment. The Conditioned Variational Inference (CVI) module would then encode arbitrary threshold conditions for each policy, enabling the agent to optimize its behavior based on the specific safety requirements at hand. By incorporating multiple safety constraints, the CCPO framework can provide a more versatile and robust solution for safe reinforcement learning in complex environments.