Review & Validation

Treating Claude output critically — spot-check patterns and when to trust vs verify.

What You Will Learn

• Common failure modes: hallucination, overconfidence, missed nuance
• Spot-checking strategies for factual claims
• Using Claude to review its own output (and the limits of this)
• When external verification is essential
• Building a review habit for high-stakes Claude outputs