Why decentralized inference matters
Decentralized inference breaks the dependency on centralized providers who control access, pricing, and availability of AI infrastructure. In a decentralized system:- Anyone can contribute resources, and anyone can use them — an open, resilient, competitive market.
- No single points of failure. No one provider’s outage takes the network down.
- Costs stay fair through transparent on-chain incentives, not vendor pricing power.
- Innovation isn’t gated by the decisions of a few large players.
Design
At the centre of the marketplace are the Compute Node contracts (the Diamond marketplace on BASE). They:- Register providers and the models they host.
- Match consumers with available providers.
- Secure connections through encryption and verifiable on-chain logic.
Three core ideas
Peer-to-peer after match
Once a session is open, prompts and responses go directly between consumer and provider — no Morpheus-operated server in the data path. The blockchain only sees session open / close / settle, never the inference itself.
Session-time pricing, not tokens
Pricing is per-second of session time, not per-token. Consumers stake MOR for a fixed duration; the MOR is escrowed on open. On close, unused stake returns immediately and the used stipend day-locks until the next UTC day. See Sessions: stake, close, claim.
Reputation-weighted matching
Providers with strong uptime, time-to-first-token, throughput, and success rate are matched more often by the consumer-side rating system. See rating-config.json for how the weights work.
What Morpheus is not
- Not a hosted service. There is no “Morpheus, Inc.” running the inference. Providers are independent operators.
- Not on-chain inference. The blockchain coordinates the marketplace; it does not execute prompts.
- Not a wallet. MorpheusUI manages a key for convenience; the keys, ETH, and MOR are all standard ERC-20 / EOA primitives on BASE.
- Not token-priced. Pricing is denominated in session time (
pricePerSecond), not tokens. Long contexts and short contexts cost the same per second.
Two ways to use Morpheus
You can either run a node (peer-to-peer, self-custody, native to the marketplace) or use the hosted API Gateway (no node, simple API key).
See Inference API overview for the hosted path.
Where Morpheus, NodeNeo, Everclaw, app.mor.org fit
See Ecosystem for curated, mirrored summaries with attribution.
Further reading (canonical, off-site)
- Intro to Morpheus Compute Node — the upstream MorpheusAIs/Docs explainer of the Compute Node design.
- Discord — #morpheus-compute-node — community questions.