DEEP EXPLANATION

Handling Claude Safety Refusals in Customer-Facing Products (EXPLAINED)

Project BasedClaudeHard22 min read

**Diagnosis** Categorize refusals: policy vs ambiguous vs bug; replay with rubric.

TL;DR — Quick Answer

Analyze refusal logs, tune prompts and classifiers (claude-008), provide user guidance to rephrase, offer human escalation path, custom enterprise policies, and avoid 'jailbreak' hacks — measure false refusal rate as KPI.

The Interview Question

Users complain Claude refuses legitimate requests. How do you diagnose and mitigate without disabling safety?

Deep Explanation

Diagnosis Categorize refusals: policy vs ambiguous vs bug; replay with rubric.

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