02 / 04 · Desk

Data & AI operations

The work that trains and steadies models. Annotation, live review, evaluation, and safety — agents and specialists on the same production line.

Gold-set data. Live review. Safety before and after launch.

01
Data annotation and labeling
Text, image, video, audio, multimodal — with gold sets and edge cases.
02
Human-in-the-loop production
Review, correction, and preference data while the model is live.
03
Model evaluation and red-teaming
Accuracy, policy, hallucination, and safety checks before and after launch.
04
Trust and safety
Moderation, fraud queues, KYC document review, appeals.

Also on the desk

Next step

Start with data.

Gold-set data. Live review. Safety before and after launch.