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To avoid hypothetical interview questions, Zipline makes its hiring process as applied as possible. This includes pair programming, collaborative design sessions, and even offering paid 1-2 week work trials. This "work together" approach quickly reveals a candidate's true fit and capabilities.

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An effective remote hiring funnel weeds out unserious candidates efficiently. After an initial skills test, request a one-minute video introduction—most won't bother. For the final candidates, replace interviews with a paid, task-based trial to assess real-world skills and work ethic before speaking to them.

To find talent capable of managing an AI stack, traditional interviews are insufficient. A better test is to provide candidates with platform credits (e.g., Replit) and challenge them to build a functional agent that automates a real business task, proving their practical skills.

Cursor requires engineering and design candidates to spend two days in the office working on a real project. This unorthodox process tests for agency and culture fit and has been maintained despite scaling to over 200 people, proving its value in assessing true on-the-job performance and mutual fit.

With LLMs making remote coding tests unreliable, the new standard is face-to-face interviews focused on practical problems. Instead of abstract algorithms, candidates are asked to fix failing tests or debug code, assessing their real-world problem-solving skills which are much harder to fake.

A common hiring mistake is prioritizing a conversational 'vibe check' over assessing actual skills. A much better approach is to give candidates a project that simulates the job's core responsibilities, providing a direct and clean signal of their capabilities.

Zipline bypasses traditional hiring metrics for young talent, finding that prodigy-level teenagers with impressive personal projects (like building a submarine) are often their most effective and driven employees. Demonstrated passion for building is more predictive of success than formal education.

Instead of asking hypothetical questions, present senior candidates with a real, complex problem your business is currently facing. The worst case is free consulting; the best case is finding someone who can implement the solution they devise.

For high-level leadership roles, skip hypothetical case studies. Instead, present candidates with your company's actual, current problems. The worst-case scenario is free, high-quality consulting. The best case is finding someone who can not only devise a solution but also implement it, making the interview process far more valuable.

For roles where skills are difficult to assess in standard interviews, Clay implements a 2-3 week paid "work trial." This allows the company to evaluate a candidate's actual performance and fit on real tasks before extending a full-time offer, de-risking the hiring process for complex positions.

To filter for a bias for action, DoorDash gave candidates a work project: acquire 1,000 customers with $20. The impossible goal wasn't the point; the test was designed to see what candidates would *do*. Their creative and scrappy attempts revealed far more about their mindset than a traditional interview could.