Decentralized Fact-Checking for the AI Era
TruthLens leverages Bittensor's distributed intelligence to verify claims in real-time. No bias. No censorship. Just verifiable truth.
Verification you can trust
Built on Bittensor's decentralized network for unprecedented transparency and accuracy.
Bias-Resistant
Multiple independent miners verify each claim. No single entity controls the verdict, eliminating single-point bias.
Real-Time
Sub-minute fact-checking powered by distributed AI agents competing to deliver the fastest, most accurate results.
Transparent Reasoning
Every verdict includes traceable evidence, source citations, and step-by-step logical reasoning chains.
Economic Incentives
TAO rewards ensure miners produce high-quality, accurate verifications consistently through aligned incentives.
Source Scoring
Automated 5-tier source ranking from peer-reviewed journals to unverified claims, building a trust database.
Global Scale
256+ distributed nodes worldwide handle millions of claims through diverse perspectives and parallel processing.
How TruthLens works
From claim submission to verified verdict in seconds, powered by distributed intelligence.
Users or platforms submit claims via our API or web interface. Claims are parsed, deduplicated, and categorized.
Factual · Statistical · Quotes · Scientific · Current EventsMiners across the network independently research the claim using web search, academic databases, and AI reasoning.
12+ miners verify each claim from diverse perspectivesEach miner generates a verdict with evidence, confidence scores, and reasoning chains using advanced LLM engines.
Scoring: accuracy · sources · speed · reasoning qualityValidators score responses, reach consensus, and deliver a transparent, verifiable verdict with evidence trails.
Proof of Verification ensures genuine research effortBuilt for scale & trust
Miners, validators, and API services — coordinated through the Bittensor blockchain.
Miner Network
AI research agents that search, analyze, and generate verified fact-check reports with evidence chains.
Validator Network
Scoring engines that evaluate miner accuracy, source quality, reasoning, and response time.
API Gateway
FastAPI backend serving RESTful endpoints, WebSocket updates, and real-time claim tracking.
Development roadmap
12 weeks from foundation to mainnet — building each layer of the TruthLens ecosystem.
Foundation
- Initialize monorepo structure
- Docker Compose for local dev
- Next.js app with routing
- FastAPI with core endpoints
- PostgreSQL + Redis setup
- CI/CD pipeline
Core Backend
- Claim submission API
- Database models & migrations
- Celery task queue
- WebSocket real-time updates
- JWT authentication
- Source credibility service
Miner Development
- Bittensor miner template
- Search engine integration
- LLM reasoning pipeline
- Source validator
- Verdict generator
- Local subtensor testing
Validator Development
- Bittensor validator template
- Multi-dimensional scoring
- Honeypot system
- Consensus calculator
- Weight setting
- Local subtensor testing
Frontend & Dashboard
- Dashboard UI
- Claim submission form
- Verdict display
- Analytics charts
- Responsive design
- UI polish & animations
Integration & Launch
- End-to-end testing
- Testnet deployment
- Performance optimization
- Security audit
- Documentation
- Mainnet launch prep
Ready to fight misinformation?
Whether you're a developer, researcher, or organization — TruthLens gives you the tools to verify information at scale with transparent, decentralized AI.
Use Cases