Why AI Governance Needs a Decentralized Quality Assurance Layer

This story was originally published on HackerNoon at: https://hackernoon.com/why-ai-governance-needs-a-decentralized-quality-assurance-layer. A QA professional's perspective on AI governance, trust, transparency, and why better testing matters as AI becomes part of everyday life. Check more stories related to web3 at: https://hackernoon.com/c/web3. You can also check exclusive content about #decentralize-ai, #decentralize-ai-hackathon, #agentic-ai, #ai-inference, #scalable-ai-compute, #ai-governance, #ai-evaluation, #cryptography, and more. This story was written by: @gaya3bollineni. Learn more about this writer by checking @gaya3bollineni's about page, and for more stories, please visit hackernoon.com. The authors built a working prototype for decentralized AI quality assurance where multiple evaluator nodes independently score the same test, sign their results with Ed25519 keys, and pass verified attestations into a consensus layer. The system also exposes evaluator disagreement, detects tampering, and records each quality decision in an auditable ledger.