411 terms · 7 chapters

AI Failure Dictionary

400+ production failure modes with definitions and actionable solutions — covering data, training, retrieval, agents, deployment, and security failures.

71 terms

Data & Problem Definition Failures

76 terms

ML & Deep Learning Training Failures

81 terms

RAG & LLM Generative AI Failures

36 terms

Agent & Prompting Failures

73 terms

Evaluation & MLOps Deployment Failures

24 terms

Security, Privacy & Governance Failures

50 terms

User Experience & Product AI Failures