XNY · 2026-11-09 10:18 UTC

Campaign on Humanbased: The Production Line for Data

Humanbased's Campaign is described as a configurable, versioned production line for data, with four components: workflow, tutorial, qualification, and reward calculation. The article's running example is a science-task campaign in the Harbor format, where experts write instructions, an execution environment, verification tests, and an optional reference solution. Reward rules can be tuned by authors, such as rewarding verified edge-case coverage, and contributors are meant to understand what affects their reward; billing shows platform fees separately from contributor rewards.

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