Questions distributed across all 5 official exam domains, weighted to match the real certification.
Design patterns for building agent systems, agent loops, workflow orchestration, multi-agent coordination, and decision-making architectures.
CLAUDE.md configuration, hooks, settings, developer workflows, and integration with development environments.
Effective prompting strategies, output formatting, chain of thought reasoning, structured data extraction, and prompt optimization.
Tool schemas and definitions, MCP server architecture, tool use patterns, function calling, and API integration strategies.
Context window optimization, caching strategies, error handling, retry patterns, and building reliable AI-powered systems.