Ratio1 vs Rivet.dev

Ratio1 DNA is a distributed neuro-symbolic autonomous processing framework with encrypted inference and learning, designed to keep training and inference private across many nodes.

A low-code layer and a library of core apps let teams assemble and ship AI projects quickly, regardless of project scope or in-house infrastructure expertise.

The $R1 utility token pays for GPU compute, resource provisioning and license acquisition across the ecosystem, with no platform fee taken on deployments.

Anti-inflationary Node Deeds let participants link a license to a node and earn from contributing compute, with pricing that rises as demand grows.

Every Actor gets a SQLite database and a filesystem, so an agent's memory and progress survive restarts and idle periods without a separate database.

Run untrusted or AI-generated code on your own infrastructure with fine-grained control over network access, filesystem permissions, and resource limits.

A node failure reschedules its Actors elsewhere with state intact, and multi-step work replays after a crash — with no checkpointing harness to build yourself.

Address an Actor directly over HTTP or hold a live WebSocket, and use the React SDK to subscribe components to an Actor's state in real time.