BUSINESS OPERATIONS

Multi-echelon inventory replenishment

Multi-echelon inventory replenishment is an OpenEnv-compatible reinforcement learning environment in our Business Operations catalog. An agent acts through the tools below, and a deterministic verifier scores every episode, so the reward can be used for GRPO or other RLVR post-training.

Task and verification

Synthesize dynamic stock replenishment policies across regional fulfillment hubs that meet target order fill rates while minimizing holding and transport costs.

Tools and runtime

SimPy discrete-event simulation + OR-Tools optimization

OPENENV / REPLENISHMENT

Related Business Operations gyms

• Combinatorial scheduling & vehicle routing
• Supply chain carbon accounting & LCA
• E-commerce catalog & order management
• Enterprise spreadsheets & calculations

See how these environments are run privately on the custom RL environments page, and how their rewards are made hard to game in our verifier design guide.

Plan a training run

Check the environment’s availability, compatible models and compute in Studio. A catalog entry does not guarantee that hosted training is enabled for your workspace.