Hiring for Judgment in an Infrastructure Startup
Shashank Agarwal
Infrastructure work often involves choosing a useful next action before every fact is known. A hiring process can examine that judgment through job-related evidence rather than relying on confidence or buzzwords.
Quick answer: Use a consistent role-relevant scenario, give candidates the information available to the job and assess how they state assumptions, investigate alternatives and define verification. Keep evaluation criteria tied to the role. Do not confuse a polished answer with demonstrated reasoning or operating experience.
Use a bounded work discussion
For an illustrative exercise, present an API timeout after a state-changing request. The candidate should identify that the outcome may be unknown and ask which evidence or provider contract could resolve it.
The exercise should not require unpaid production work or disclosure of a former employer's confidential material.
Define the criteria in advance
| Criterion | Observable behavior |
|---|---|
| Problem framing | States the user impact and known facts |
| Evidence use | Distinguishes observation from hypothesis |
| Tradeoffs | Explains alternatives and consequences |
| Recovery | Proposes a bounded next step |
| Ownership | Identifies verification and maintenance needs |
This is a proposed interview framework. It reports no validated predictive hiring score or candidate assessment.
Keep the exercise comparable
Use the same core scenario and evaluation criteria for the relevant role. Record the evidence behind an assessment and allow appropriate clarification of the task.
A candidate who names a missing fact may show useful judgment. Do not automatically reward the fastest confident diagnosis.
Discuss the counterexample
Ask what observation would change the proposed plan. This can reveal whether the candidate treats a hypothesis as testable or simply defends the first story.
Separate recommendation from decision
Interview notes should make the job-related evidence inspectable. The hiring team retains responsibility for its actual selection process and applicable requirements.
The practical goal is to understand how the candidate approaches the work, with a clear record of what the exercise did and did not establish.
I'm Shashank Agarwal, founder and CEO of Noveum AI and creator of API.market. See the acceptance-criteria guide and evaluation-report guide for ways to make a technical decision reviewable.
Follow my work on LinkedIn. Drafted with AI assistance.
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