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HumanLayer is a crypto-native AI training platform connecting global contributors with real model training work. Users complete structured tasks such as response ranking, data labeling, factual verification, and red-teaming, earning SOL for approved work. Instead of relying on traditional payroll systems, HumanLayer uses wallet-based access and onchain reputation. Contributors can start by connecting a wallet, complete screenings, and receive instant payouts without delays or intermediaries. Work history, performance, and trust scores are tied to the wallet, creating a portable reputation layer across the ecosystem. The platform replaces slow, centralized payment rails with fast, low-cost onchain micropayments, making AI training work accessible globally while improving alignment between contributors and AI teams.