Architecting Agentic Solutions with Claude: Exam preparation guide for Claude Certified Architect – Foundations

Anthropic's first official technical certification has arrived. The exam does not test clever prompts. It tests whether you can build production AI systems that actually work at scale. The Claude Certified Architect, Foundations (CCA-F) covers multi-agent orchestration, structured output validation, hallucination prevention through programmatic guardrails, context window economics, and Claude Code in CI/CD pipelines.

This guide prepares you for the CCA-F exam and is a standalone reference for production LLM architecture. The architectural principles apply to any production LLM-based system, regardless of which model you use.

What you will learn: How LLM behaviors (non-determinism, hallucination, attention dilution, self-review bias) drive architectural decisions The enforcement spectrum from prompt instructions to structured output to programmatic guarantees Multi-agent orchestration patterns with coordinator and subagent separation, context forking, and task decomposition Extraction pipelines with validation-retry loops, monitoring, and human review routing Model Context Protocol (MCP) integrations with the Claude Agent SDK Configuring Claude Code for teams and integrating it into CI/CD pipelines Who this book is for: Solution architects, senior engineers, and technical leads designing and implementing production applications with Claude. Readers should have at least 6 months of practical experience with Claude APIs, the Agent SDK, Claude Code, and MCP.

What sets this guide apart: Scenario-based throughout: every concept ties back to one of the six exam scenarios, from customer support agents to code review pipelines 60 self-check questions with detailed answers, mirroring the exam's scenario format A coverage matrix maps each exam task to the chapter that addresses it Three production-focused appendixes: Prompt Crystallization methodology, RAG architecture patterns, and a Production Readiness Checklist About the author: Vladimir Provorov has extensive experience in the IT industry, including principal architect roles at AWS and Microsoft. He specializes in cloud computing, artificial intelligence, and identity solutions for enterprise customers. He passed the CCA-F exam in its first week of availability, and this book grew out of those preparation notes.