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Cloud World Model RL Batch Step
x402
Cloud World Model RL Batch Step is a paid API for AI agents from www.cloudworldmodel.ai, paid per call via x402, $0.001/call, status unknown (last checked 2026-09-14).
Execute up to 30 reinforcement learning training actions in a single batch request against a specific cloud simulation environment.
Price / call$0.001
Success—
StatusUnknown
How this service works
Execute multiple RL training actions in a single request (up to 30 steps per call).
Output
Returns the results of all executed steps in the batch, including updated environment state, observations, rewards, and any transition data produced by the hybrid cloud simulation engine after each action in the ordered sequence.
Example use cases
Example prompt
“Run a batch of 10 RL training steps on environment 57dc6e63-8a05-47cb-832f-db07aa1dc877 — first scale_out twice, then adjust_threshold with a target CPU of 70, then do no_op for 5 steps, and finally scale_in once, each step simulating 60 seconds of cloud time.”
Technical details
Endpoint
POSThttps://www.cloudworldmodel.ai/api/rl/environments/f7b5d7c8-1fae-4ef1-a703-e7861a94324e/batch-stepWhen to prefer
Use this endpoint when you need to advance an RL training environment by multiple timesteps efficiently without making a separate API call per step. It is preferred over the single-step endpoint when running training loops, evaluating long action sequences, or batching simulation steps for throughput — saving both latency and per-call costs (up to 30x operations per $0.001).
Side effects
- More than 30 steps provided — request rejected with validation error
- Invalid action type not in enum (adjust_threshold, scale_out, scale_in, add_resource, remove_resource, no_op, set_recovery_policy)
- tick_seconds out of range (must be 1–3600)
- Environment ID not found or not accessible
- Payment not attached or insufficient USDC — 402 payment required
- Empty steps array — minItems 1 violated
- Malformed action parameters object
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| steps | array | Ordered list of step actions to execute (max 30) |
Tags
x402
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