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Working with Unpredictable Geniuses: A Friendly, Hands-On Guide to Testing Language Models
Paperback
Publisher: Independently Published
Published: Oct 20 2025
Pages: 300
Weight: 0.89
Height: 0.63 Width: 6.00 Depth: 9.00
Language: English
confidently fabricate citations. A major airline faced legal action when their chatbot gave wrong policy information.
there's no one right answer. This book solves that problem with practical, proven testing techniques you can use today-whether you're chatting with AI
for summaries, coding with AI assistants, or building autonomous agents. WHAT YOU'LL LEARN: - How to catch hallucinations before they reach production
- Evidence-anchoring: making AI cite its sources (and verify them automatically)
- Property tests that work without ground truth
- Self-consistency checks for high-stakes decisions
- Cost-aware testing strategies that fit your budget
- Statistical methods explained in plain English (no PhD required)
- Complete test harness you can build in a weekend
- Red teaming and adversarial testing for AI security
- Production monitoring and drift detection THREE READING PATHS IN ONE BOOK:
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