Free ResourcesCandidate Preparation
AI Gig Qualification Guides
Practical, verified walkthroughs to help software developers and domain evaluators pass platform onboarding screenings on the first attempt.
AI Evaluation· 7 min read·Updated May 2025
How to Pass AI Model Evaluator Baseline Exams
A step-by-step breakdown of what frontier AI labs look for in multi-turn conversation grading: rubric adherence, hallucination flagging, and concise evidence citation.
Key Insight: Frontier labs reject vague justifications; reference the exact guideline sentence when docking points.
AI Coding· 9 min read·Updated May 2025
Mastering AI Coding Benchmarks (LeetCode & Code Review Tests)
Strategies for the 60-minute algorithmic screen: testing time complexity, crafting tricky edge cases (null inputs, integer overflows), and rewriting code in Python and Java.
Key Insight: Frontier LLM evaluations test your ability to spot subtle logical bugs rather than standard syntax errors.
Operations & Tax· 6 min read·Updated May 2025
Understanding Country Geoblocks, W-8BEN Forms & Payout Rails
Everything non-US and US freelancers need to know about Deel, PayPal, Airwallex, W-8BEN withholding exemptions, and why platforms periodically pause specific regional onboarding queues.
Key Insight: Ensure your primary bank name matches your government ID exactly to prevent Deel and Airwallex disbursement holds.