This guide prepares candidates for the Claude Certified Architect Foundations exam through scenario-based questions covering agentic architecture, API orchestration, and context management. It addresses architectural tradeoffs in subagent spawning, parallelism, tool schema design, and batch processing for Claude-based AI systems. The material emphasizes deterministic solutions like schema design over probabilistic approaches.