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Core Concepts

Last updated: 2026-06-28

Cortensor concepts start with roles, sessions, proof, privacy, and network layers. These pages give readers the mental model before setup commands, APIs, dashboards, or contracts.

Roles Who participates

Router, miner, oracle, validator, pool, quality oracle, and tooling roles each own a different part of the task lifecycle.

Sessions How work moves

Sessions and queues turn API requests into tasks that can be assigned, precommitted, committed, validated, and returned.

Proof How results are checked

PoI focuses on inference correctness and consistency; PoUW focuses on usefulness, relevance, and quality signals.

Privacy Where payloads live

Private inference combines route policy, allowlists, encryption, off-chain storage, URNs, and session-level access controls.

flowchart TB
  Roles["Network roles"]
  Work["Sessions and task queue"]
  Proof["PoI and PoUW"]
  Privacy["Private inference"]
  Network["Multi-layer network"]

  Roles --> Work
  Work --> Proof
  Work --> Privacy
  Network --> Roles
  Proof --> Network

Concept Map

Concept What it explains
Network Roles Router, miner, oracle, validator, pool, quality, and tool roles.
PoI And PoUW How Cortensor frames correctness, usefulness, reputation, and validation.
Sessions And Task Queue How work is represented, assigned, precommitted, committed, and validated.
Private Inference How privacy policy, encryption, ACLs, and off-chain payloads fit together.
Multi-Layer Network L2/L3/mainnet strategy separated from launch-date planning.

Concept Boundaries

Concept area Public explanation
Decentralized inference Router, miner, and session flows coordinate AI work across distributed operators.
Community-powered compute Network participants contribute execution capacity and validation work.
Proof and validation Contracts, router routes, validator roles, and product wrappers provide verification paths.
AI marketplace and synthetic data Long-term roadmap areas that build on the same execution and validation foundation.
Historical role names Archived materials may use earlier names, while current guides use the active role names.

How Concepts Map To Products

Concept Product surfaces that use it
Network roles Router Node, mining dashboard, operator setup guides.
Sessions and task queue Router completions, delegate/validate/factcheck, private inference.
PoI and PoUW Validator/oracle workflows, Corgent validation, Bardiel trust tasks.
Private inference Router v2/v3 payloads, off-chain storage, dedicated sessions, future TEE/storage integrations.
Multi-layer network Testnet/Mainnet strategy, contract deployments, dashboard network selection.