ProductMarch 15, 2026ยท11 min read
What makes a coding challenge 'real-world'?
Every platform claims their assessments are realistic. Almost none deliver. We introduce a five-dimension fidelity framework for evaluating assessment quality, environment, codebase, task, tools, and evaluation, and show why fidelity matters more than difficulty.