Verified inference lets a user or system prove that the requested model ran on the requested prompt and produced the returned output. It does not prove the answer is factually true. It proves what produced the answer, which is what audits and accountability need. The pages in this section explain the mechanism and the network built around it.
The concept pages#
- What is Ambient? is the one-page answer: why the network exists, the single-model thesis, and how the pieces fit.
- Proof of Logits covers the verification mechanism itself: logit fingerprints, progress markers, one-token spot checks, and work-credit penalties.
- Network architecture covers the four roles and the life of a request, from auction to settlement.
- Testnet covers the live testnet: external services, the on-chain Ambient Main Program, the off-chain miner/validator components, and how to take part.
- Tokenomics covers the reward design and the current state of network economics.
Where you fit#
Users of the web app and Desktop should head to Use Ambient; developers, to Get started for a first request. Run a node covers hardware requirements and onboarding for miners, and Enterprise covers posture and deployment for organizations.