Simulate the Cloud
Without the Cloud
The simulation engine for Canvas Cloud AI learners and AI agents. Practice cloud architecture, train optimization models, and validate infrastructure—all without provisioning real resources.
See It In Action
Watch how Cloud World Model simulates real cloud infrastructure behavior — without provisioning a single resource.
World Model Capabilities
Advanced AI models predict infrastructure behavior with physics-informed constraints and learned dynamics
Who It's For
Built for Canvas Cloud AI learners and AI agents who need realistic cloud simulation
Practice cloud architecture skills learned in Canvas Cloud AI—without real cloud bills
Train reinforcement learning agents to optimize cloud infrastructure autonomously
Validate architecture changes and run chaos experiments before production
Predict and minimize cloud spending with AI-powered simulations
Validate autoscaling thresholds against real traffic forecasts before you go live—catch bottlenecks in simulation, not in production
Network
Base (Ethereum L2)
Asset
USDC
Discovery
/api/billing/x402/config
What Engineers Are Saying
Engineers and leaders reacting to the launch on Product Hunt and LinkedIn
Simulation lets teams explore ideas before committing resources. Finding weaknesses before deployment is almost always less expensive than discovering them in production.
Gennadiy Vaksman
Technology & Business Leader / Advisor
Cloud mistakes usually get expensive after you already deployed them. Being able to play with failure scenarios, cost, and scaling before touching real infra feels especially useful for learners and small teams that don't have a proper staging setup.
Alper Tayfur
Cost avoidance during cloud experimentation has always been a silent constraint in engineering teams. Digital twin style environments change exploration economics in a meaningful way.
Paul Storm
Co-Founder, Dr. Storm Advisory GmbH
Cost is the question that never really leaves the room, and almost always the hardest thing to pin down before you commit.
Kévin Monteiro
Chaos engineering with resilience scoring before touching real infra is a great fit for teams that want to test failure modes without blowing a staging budget.
Xi Chiwoo
If simulation becomes reliable enough, it could seriously change how teams approach pre-production testing.
Thomas Hoon
China-ASEAN Market Entry Strategist
My 'test' is deploy-and-pray, no real staging. The failures that hurt are the silent ones, not the loud ones.