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Cloud World Model Simulation Optimizer
x402
Cloud World Model Simulation Optimizer 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).
Generates AI-powered recommendations to improve cost, performance, and resilience for a running cloud simulation.
Price / call$0.001
Success—
StatusUnknown
How this service works
Generate AI recommendations to improve cost, performance, and resilience.
Output
A set of AI-generated recommendations covering cost reduction opportunities, performance improvements, and resilience enhancements for the specified simulation. In beginner mode, suggestions are simplified and explained in plain language.
Example use cases
Reduce cloud bill after traffic spike
“My cloud simulation just ran through a big traffic surge — can you use the AI optimizer to tell me which resources I should downsize or change to reduce the cost without hurting performance? Use beginner mode so the suggestions are easy to understand.”
Harden architecture for resilience review
“I'm preparing a resilience review for my simulated multi-cloud setup. Can you run the optimizer on simulation 2338441e-1300-4abe-9a79-98e3645c5790 and surface any weak points that could cause outages or failures?”
Pre-launch architecture sanity check
“Before I finalize this cloud architecture design, run the AI optimization pass on my simulation and tell me if there are any obvious cost inefficiencies or performance bottlenecks I should fix first.”
Technical details
Endpoint
POSThttps://www.cloudworldmodel.ai/api/simulations/2338441e-1300-4abe-9a79-98e3645c5790/optimizeWhen to prefer
Use this endpoint when you have an active Cloud World Model simulation and want AI-generated guidance on improving it across cost, performance, and resilience dimensions simultaneously. Prefer this over the separate cost/performance validation endpoint when you want generative recommendations rather than pass/fail checks, and over manual analysis when you want an automated AI sweep of optimization opportunities.
Side effects
- Simulation ID not found — returns 404 if the simulation UUID does not exist
- Simulation not in a valid state for optimization — may return 400 if simulation hasn't been provisioned or run
- Payment required — returns 402 if x402 payment header is missing or insufficient
- Invalid input schema — returns 400 if beginnerMode is not a boolean
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| beginnerMode | boolean | Return simplified optimisation suggestions |
Tags
x402
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