# Cloud World Model Simulation Optimizer

> 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.

## Facts

- Endpoint: POST https://www.cloudworldmodel.ai/api/simulations/2338441e-1300-4abe-9a79-98e3645c5790/optimize
- Price: $0.001/call
- Payment: x402
- Status: unknown
- Last checked: 2026-09-14
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/cloud-world-model-simulation-optimizer-c7678e14
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_mYIK4hCQEkm5zsjGUcX3O

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability cloud-world-model-simulation-optimizer-c7678e14 -d '<json body>'
```

Example prompt: Can you run the AI optimizer on my cloud simulation 2338441e-1300-4abe-9a79-98e3645c5790 and give me beginner-friendly recommendations to cut costs and improve resilience?

## When to prefer this

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.

## Known failure modes

- 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

## 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.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "beginnerMode": {
   "type": "boolean",
   "description": "Return simplified optimisation suggestions"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/cloud-world-model-simulation-optimizer-c7678e14/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from www.cloudworldmodel.ai](https://www.zero.xyz/host/www.cloudworldmodel.ai/llms.txt)