Guides, research notes, and case studies from the team running the pipelines.
Why schemas that work at 1,000 items often break at 100,000 — and how to design around it from day one.
A look at how evaluator disagreement on "helpfulness" quietly shapes model personality.
Our newest regional hub brings native-language RLHF evaluation to four additional languages.
How a robotics lab used trajectory labeling to retrain a grasping policy at scale.
The statistics behind choosing a sampling rate that catches drift without doubling your cost.
Sourcing strategies for the long tail of driving, vision, and conversational scenarios.