Guides to skill up for AI work
Skill yourself in data generation, evaluation, and the work top AI labs need — then get paid to do it, remotely.
All guides
Designing Rubrics for Expert Model Evaluation
How to turn "that answer is good" into a score two experts would give it the same way - and the biases that break agreement.
How Your Work Is Checked
The habits that quietly get experts dropped, the checks that catch them, and why careful, honest work is what keeps the money coming.
Supervised Fine-Tuning Data: A Field Guide
Picture a brilliant new analyst on her first day. She has read more papers than you have and knows the theory cold.
Building a Preference Dataset for RLHF
How to turn thousands of "this one is better" judgments into a dataset that teaches a model good taste, and the biases that quietly derail it.
A Practical Guide to Adversarial Red-Teaming
How experts stress-test a model for the ways it can be broken - the attack families, the workflow, and how findings become a safer model.
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