We ve been building a cloud pricing history feature for Cloud World Model, and we just published our latest snapshot covering November 2025 through August 2026.

Across the 33 resources we tracked:

• Google Cloud decreased by an average of 5.3%

• AWS showed no material average change

• Azure showed no material average change

• Oracle Cloud increased by an average of 1.1%

• DigitalOcean increased by an average of 3.9%

Cloud World Model now has a streaming MCP server. Paste the URL into Cursor, Windsurf, or Claude Desktop and simulate AWS/GCP/Azure/OCI/DigitalOcean architectures, inject chaos, run RL training - no install, no API key required to start.

A few days ago I commented on Flo s discussion about confidential transfers and AI agents:

https://www.producthunt.com/p/so...

The conversation wasn t about adding another blockchain. It was about something simpler: if an AI agent is spending my money, I want guardrails and visibility.

We finished #5 Product of the Day. Here's what three days of 60+ comments actually taught us.

We launched Cloud World Model on Product Hunt last week. The pitch: simulate AWS, GCP, Azure, OCI, and DigitalOcean infrastructure without provisioning real resources. You describe an architecture compute, databases, load balancers, serverless functions and the simulator models latency curves, CPU saturation, autoscaling behavior, failure propagation, and cost. No cloud bill.

We expected interest from learners. The comments told a different story.

One thing I ve always wanted as a cloud engineer is the ability to experience major cloud incidents instead of just reading the postmortem.

We ve started adding real-world cloud incidents as scenarios in Cloud World Model so engineers and AI agents can safely explore how systems behave during major outages.

Well it's a pretty simple reason or benign reason.

I'm ex-OCI and my former boss is now in charge of DigitalOcean.

Hey everyone,

We just listed Cloud World Model on the agent storefront at https://tryponcho.com/m/www.clou... - and wanted to share it here first.

Here's a silly app that I created using Vercel called Disaster Day. I planned to submit it to a hackathon but not sure yet.

Here is the basic premise of the game.

Design an AWS architecture on a strict hourly budget, then defend it against a randomized barrage of escalating disasters. The Cloud World Model simulates every outcome. How long can your stack stay up?

We re building Cloud World Model, a platform that lets people simulate cloud infrastructure and architecture decisions before spending money on real cloud resources.

Think:

• AWS, GCP, Azure, OCI, and DigitalOcean environments

• Architecture experiments

• Cost optimization scenarios

• Scaling and resiliency testing