CUDO Compute sits in the hard middle of Web3: real hardware, real workloads, and a token layer that has to explain why providers supply capacity and why buyers stay.

The use case

Decentralised compute projects often lead with vision and back into economics. We inverted that: what behaviour do we need, what can the protocol observe, and what should stay off-chain in commercial contracts?

What we worked through

• Supply-side incentives — onboarding, reputation, and slashing or quality signals that match what can be measured.
• Demand-side clarity — pricing, SLAs, and failure modes buyers actually evaluate against AWS-style alternatives.
• Token role — governance, payment, staking, or subsidy: each choice has second-order effects on liquidity and attack surface.

Lesson for infrastructure founders

If your token is doing five jobs at once, it is probably doing none of them well. Narrow the on-chain surface to what must be credibly neutral; keep the rest in products and legal structures you can iterate.

Strong infrastructure stories win on reliability and economics, not on jargon. The chain is one component in a stack that still has to ship.