Infographic #14: Validation Mechanisms

#Cortensor’s decentralized AI validation system ensures accuracy, security, and reliability through a multi-layered consensus approach.

🔍 Key Validation Mechanisms:
1️⃣ Router Nodes — Handle request routing, assigning AI tasks to miners while ensuring efficient network communication.
2️⃣ Proof of Inference (PoI) — Uses embedding vector comparisons to validate AI outputs, preventing tampering and ensuring consistency across multiple miners.
3️⃣ Proof of Useful Work (PoUW) — Verifies task relevance, quality, and correctness, preventing meaningless or low-quality computations.

🚀 Why It Matters?
✔ Prevents centralized control over AI results
✔ Ensures transparent and verifiable outputs
✔ Enhances security and mitigates manipulation risks

🔗 Explore Cortensor’s full validation system: https://docs.cortensor.network/technical-architecture/consensus-and-validation

#Cortensor #AI #DePIN #Validation #Security