Forward Deployed Engineer interview question · Most asked

When should an AI system act automatically and when should a human review its output?

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Summary

Decide by risk and confidence with the customer's risk owners: automate low-risk, high-confidence, reversible actions; route high-value, low-confidence or irreversible ones to humans; measure both paths and adjust thresholds with data.

Longer Answer

Keep an audit trail of inputs, sources, outputs and approvals. Regulated industries may require human review regardless of confidence.

Key Points

  • Risk x confidence routing.
  • Humans for high-impact or uncertain cases.
  • Thresholds tuned with data.
  • Audit trail.

Deep dive: Forward Deployed Engineering Tutorial: Guardrails and Human Review

Explanation

What interviewers look for

Pragmatic, risk-based judgement.

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