PPO Agent refuses to place orders in custom Gymnasium Inventory Environment (stuck in local minimum)

I am building an RL-based Inventory Management System using Python, Gymnasium, and Stable-Baselines3 (PPO). The environment simulates a single SKU (Item-Centric approach). The agent's goal is to minimize total cost (Hold