ProductMarch 15, 2026·11 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.