Hiring managers in software development struggle to accurately assess a candidate's coding skills and efficiency from resumes, portfolios, or GitHub repos, leading to uncertainty in the hiring process.

Existing methods like reviewing GitHub repos fail because they don't reveal how long it took to write the code or if the candidate truly understands the solution, making it hard to differentiate genuinely skilled candidates from those who took excessive time or copied solutions.