Engineering deep dives, guild economics, and the future of human-AI collaboration.
March 10, 2026
A single POST request that routes your task to verified human workers, runs a consensus protocol, and returns structured JSON. If no human is available, a Claude AI agent completes it automatically.
When you join a specialized guild as a verified professional, you get access to tasks that pay 4-8x more than general labeling work. We dug into the data to understand why.
Our confidence formula: winnerVotes x weightedMeanConfidence. If that score doesn't exceed your threshold, we re-queue the task — up to three times. Here's the full breakdown of how we achieve 99.1% accuracy.
Wire transfers fail. Bank accounts exclude. We chose USDC on Base L2 because it solves all three problems: settlement in seconds, available to anyone with a wallet address, and near-zero fees.
Human workers are faster and more accurate — but they're finite. When no worker accepts a task within your timeout window, our AI fallback fires automatically so your pipeline never stalls.
Credentialing 1,870 nurses, physicians, and medical coders takes more than a checkbox. Here's the full verification flow for the Medical guild and what it means for teams building medical AI.
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