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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Agentic Architecture & Orchestration27%- System orchestration patterns
  • 1. Hub-and-spoke agent systems
    • 2. Task decomposition strategies
      - Agentic loop design and execution lifecycle
      • 1. Tool use decision flow (tool_use vs end_turn)
        • 2. Multi-agent coordination and delegation patterns
          Prompt Engineering & Structured Output20%- Reliable structured generation
          • 1. Prompt patterns for agents
            • 2. Schema-guided outputs
              Context Management & Reliability15%- Long-context optimization
              • 1. Context window management
                • 2. Reliability and retry strategies
                  Tool Design & MCP Integration18%- Model Context Protocol (MCP)
                  • 1. Tool schema design
                    • 2. MCP client/server integration patterns
                      Claude Code Workflows & Configuration20%- Claude Code operational patterns
                      • 1. Plan mode vs execution mode
                        • 2. CI/CD and workflow integration

                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

                          1. After investigating a billing dispute over 25+ turns, you've identified that duplicate charges occurred due to a payment gateway timeout triggering retry logic. The required refund ($847) exceeds your $500 authorization limit You need to call escalate_to_human, and the human agent won't have access to your conversation transcript. What context should you pass to enable effective resolution?

                          A) The complete conversation transcript with all tool results.
                          B) Your diagnosis and the refund amount only.
                          C) The customer's original complaint verbatim plus the tool result excerpts showing duplicate transactions.
                          D) A structured summary: customer ID, root cause, refund amount, and recommended action.


                          2. You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
                          An engineer asks your agent to identify untested code paths in a legacy payment processing module spanning 45 files. After reading the first 8 source files, the agent's responses are becoming noticeably less accurate - it's forgetting previously discussed code patterns and hasn't yet located all test files or traced critical payment flows. What's the most effective approach to complete this investigation?

                          A) Document all current findings in a summary report, clear context completely, then use that report as the sole reference for continuing the investigation.
                          B) Switch to using Grep to search for specific function names instead of reading full files, reducing the content loaded into context for remaining exploration.
                          C) Spawn subagents to investigate specific questions (e.g., "find all test files for payment processing," "trace refund flow dependencies") while the main agent coordinates findings and preserves high-level understanding.
                          D) Clear context with /clear, then selectively re-read only the most critical files discovered so far, writing key findings to a scratchpad file that persists between context resets.


                          3. You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.
                          In production, you observe that simple fact-checking queries (e.g., "What year was the Paris Climate Agreement signed?") traverse all four subagents sequentially, consuming 40+ seconds and significant tokens per query. Complex comparative research benefits from the full pipeline.
                          Your query distribution is diverse and evolving as users discover new applications. What's the most effective approach to optimize for varying query complexity?

                          A) Train a query complexity classifier on labeled historical data to predict optimal subagent combinations, retraining periodically as query patterns evolve.
                          B) Implement pattern-based routing that categorizes queries by structure (single-fact vs.
                          comparative vs. analytical) and maps each category to a predefined subagent combination.
                          C) Create a fast-path for factual questions that bypasses subagents entirely, routing all other queries through the complete pipeline to ensure research thoroughness.
                          D) Have the coordinator analyze each query and dynamically decide which subagents to invoke based on its assessment of query requirements.


                          4. Your order management system requires tools for three distinct operations: issuing refunds (requires amount and reason), canceling orders (requires reason), and requesting reshipments (requires shipping address). Each operation shares an order_id parameter but has different additional requirements. You notice during testing that with your current unified tool design, the agent frequently omits required parameters or includes irrelevant ones. What design change will most effectively improve parameter accuracy?

                          A) Keep one unified tool but add JSON Schema if-then-else conditionals to enforce that parameters like amount are required only when the operation type is "refund".
                          B) Keep one unified tool with all parameters marked optional, but add detailed few-shot examples in the system prompt showing correct parameter combinations for each operation type.
                          C) Keep one unified tool with a nested operation_details object parameter whose internal structure varies by operation type, documented in the tool description.
                          D) Split into three separate tools (issue_refund, cancel_order, request_reshipment), each defining only the parameters required for that specific operation.


                          5. A developer wants Claude to consistently answer as an experienced cybersecurity analyst regardless of the user question. Which prompt component should contain this instruction?

                          A) System prompt
                          B) User message
                          C) Assistant response
                          D) Retrieved document


                          Solutions:

                          Question # 1
                          Answer: D
                          Question # 2
                          Answer: C
                          Question # 3
                          Answer: D
                          Question # 4
                          Answer: D
                          Question # 5
                          Answer: A

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