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AI Features

Anti-Pattern Reference

Explore how to recognize key anti-patterns in Claude-powered AI architectures by understanding their symptoms, causes, and fixes. This lesson helps you apply a checklist to prevent predictable failures in agent loops, tool integrations, prompts, context management, and evaluation metrics. Gain skills essential for designing reliable AI systems and preparing for the Claude Certified Architect exam.

Anti-patterns are design choices that seem reasonable in isolation but produce predictable failures at scale or under realistic conditions. Each one in this reference was introduced in an earlier chapter and appears here consolidated, with its ...