When No Answer Beats a Wrong Answer: Designing Precision-First Systems

Short summary

Systems with asymmetric error costs require precision-first architecture that prioritizes corroborated confidence over coverage. Design hard confidence floors, enforce independent signal validation, and treat abstention as a first-class outcome. This inverts optimization priorities: measure precision over accuracy, sacrifice coverage for correctness, and respond to failures with caution not creativity.

• •Wrong answers carry far higher costs than missing answers in critical systems
• •Precision-first design uses confidence floors, independent corroboration, and designed abstention as first-class outcomes
• •This inverts optimization priorities: measuring precision over accuracy, sacrificing coverage for correctness

Generated with AI, which can make mistakes.