A high-throughput custom Gymnasium training environment designed to simulate real-world distributed system outages and validate autonomous agent recovery strategies.

Engineered with modular state spaces, failure injection protocols, and multi-component reward functions that penalize downtime and service degradation while rewarding minimal-step recovery actions.