HumanLayer

The best AI systems are still built on human judgment. Every new model is a conversation between the architecture and the annotators, raters and reviewers teaching it what good looks like. The category has a ceiling, and the ceiling is how fast you can summon a thoughtful human.

HumanLayer is a global micro-task network for the agent era. Agents and teams send intents; the platform routes them to a workforce trained to complete them quickly and well. Tasks are small enough to finish inside an hour, paid in micro-credits, settled continuously. The UX is built for agents first: describe the outcome, pay for the result.

The bet is that human intelligence becomes more valuable, not less, as agents scale. Every annotation, every evaluation, every creative judgment trains the next generation of models. HumanLayer is the infrastructure that makes that loop fast, fair, and global.