A practitioner reference for the Anthropic CCA-F certification exam: patterns, pitfalls, and production trade-offs across all five exam domains. 12 chapters covering the agentic loop, tool design, configuration hierarchies, prompting discipline, context management, and reliability engineering for Claude Code and the Claude platform.