A. Decentralized Verifier Network

The first line of validation is handled by a permissionless network of staked community participants known as verifiers. To participate, users must lock a minimum amount of $HAI tokens, which grants them the ability to access and evaluate batches of AI-filtered content. Each verifier is randomly assigned content samples to review, preventing collusion and ensuring a fair distribution of tasks.

Verifiers manually assess each submission based on a shared quality framework, considering factors such as factual accuracy, relevance to the protocol’s goals, contextual clarity, and ethical integrity. Their role is to approve high-quality submissions that enhance model performance and reject those that contain low-effort, misleading, or inappropriate content. All decisions are cryptographically signed and submitted on-chain to create a tamper-proof record of the validation outcome. This decentralized audit trail enables transparency and accountability at scale.

Performance and consistency are essential. Verifiers whose reviews consistently align with community consensus earn higher reputational scores and a greater share of validation rewards. In contrast, verifiers who approve poor-quality or malicious content risk losing staked tokens, reducing their influence and future reward eligibility. This token-curated system incentivizes rigorous, unbiased participation.