DYOR Subnet
Introduction

DYOR is a decentralized risk intelligence subnet on Bittensor that generates real-time, explainable risk scores for blockchain projects. By analyzing on-chain behavior, governance structures, liquidity risks, and token distribution, DYOR helps users and institutions understand project risk before interacting with smart contracts. Miners produce evidence-backed risk intelligence while validators verify accuracy and reward high-quality outputs, creating a decentralized proof of intelligence that improves trust and safety across Web3.

Problem Statement

Users interact with blockchain projects without clear visibility into risk.

Hidden administrative privileges, liquidity traps, governance centralization, and suspicious on-chain behavior have contributed to billions of dollars in losses and reduced trust in decentralized systems.

Existing tools provide fragmented insights: security scanners focus on code vulnerabilities, audits are expensive and static, and analytics dashboards provide raw data without actionable risk intelligence.

As a result, users, exchanges, and institutions lack a continuous, explainable understanding of project risk.

Solution

DYOR is a decentralized risk intelligence subnet built on Bittensor that produces real-time, explainable risk scores for blockchain projects, including tokens, DeFi protocols, bridges, and DAOs.

The subnet analyzes multiple risk dimensions such as:

• contract permissions and administrative control

• liquidity stability and unlock schedules

• token distribution and concentration

• governance structure and control risk

• behavioral and transaction anomalies

DYOR transforms complex on-chain signals into a clear risk score, key risk flags, and verifiable evidence that users can understand and trust.

How it works

Miner Role

Miners gather on-chain data and metadata, extract risk features, and generate evidence-backed risk intelligence reports.

Validator Role

Validators verify evidence, compare outputs across miners, evaluate accuracy and reproducibility, and score submissions.

Incentive Mechanism

Miner rewards are based on accuracy, reliability, and consensus alignment. Validator rewards are based on scoring integrity and participation.

This incentive loop continuously improves intelligence quality while discouraging manipulation and low-quality outputs.

Why Bittensor

Risk detection is adversarial and constantly evolving. A static or centralized system cannot adapt quickly enough.

Bittensor enables continuous intelligence improvement through decentralized competition, validator verification, and incentive alignment, creating trust without reliance on a single authority.

Use Cases

DYOR can power:

• wallet safety alerts before transactions

• exchange listing due diligence

• risk dashboards for users and analysts

• institutional risk monitoring

• insurance underwriting and compliance tooling