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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Context Management & Reliability15%- Long-context optimization
  • 1. Context window management
    • 2. Reliability and retry strategies
      Topic 2: Prompt Engineering & Structured Output20%- Reliable structured generation
      • 1. Prompt patterns for agents
        • 2. Schema-guided outputs
          Topic 3: Tool Design & MCP Integration18%- Model Context Protocol (MCP)
          • 1. MCP client/server integration patterns
            • 2. Tool schema design
              Topic 4: Claude Code Workflows & Configuration20%- Claude Code operational patterns
              • 1. Plan mode vs execution mode
                • 2. CI/CD and workflow integration
                  Topic 5: Agentic Architecture & Orchestration27%- Agentic loop design and execution lifecycle
                  • 1. Tool use decision flow (tool_use vs end_turn)
                    • 2. Multi-agent coordination and delegation patterns
                      - System orchestration patterns
                      • 1. Hub-and-spoke agent systems
                        • 2. Task decomposition strategies

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                          Dumps CCA-F Torrent, CCA-F Exam Details

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                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q88-Q93):

                          NEW QUESTION # 88
                          You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
                          You've asked Claude to write a data migration script, but the initial output doesn't correctly handle records with null values in required fields. What's the most effective way to iterate toward a working solution?

                          Answer: A

                          Explanation:
                          A concrete failing test gives Claude an objective specification and immediate feedback. This supports targeted, iterative correction more effectively than vague instructions, a full rewrite, or manual editing.


                          NEW QUESTION # 89
                          Why is it considered an architectural anti-pattern to configure the exact same Claude session to review its newly generated code?

                          Answer: C

                          Explanation:
                          Same-session self-review is an anti-pattern because the model retains the context and reasoning from the generation phase, leading to a blind spot or confirmation bias. Independent review instances with fresh contexts are much more effective at objectively evaluating code.


                          NEW QUESTION # 90
                          According to architectural best practices, which of the following characteristics describe tasks that necessitate the use of Plan Mode over Direct Execution? Choose 2 correct answers.

                          Answer: A,D

                          Explanation:
                          Plan mode is specifically designed for complex tasks that involve multiple valid approaches, architectural decisions, and multi-file modifications. Simple, well-scoped fixes should use direct execution.


                          NEW QUESTION # 91
                          When a get_customer tool lookup returns multiple potential matches for a user, what is the required pattern for ambiguity resolution?

                          Answer: A

                          Explanation:
                          When multiple matches are found, relying on heuristics to guess the correct user can lead to security and billing risks. The correct reliability decision is instructing the agent to ask the user for additional clarifying identifiers rather than using heuristic selection.


                          NEW QUESTION # 92
                          When using tool_use with a strict JSON schema for data extraction, what does the Claude API explicitly guarantee?

                          Answer: A

                          Explanation:
                          Using tool_use with JSON schemas guarantees structural compliance (all required fields present, correct types, valid enum values), which eliminates JSON syntax errors. However, it does not guarantee semantic correctness, as the model may still extract wrong values or place them in the incorrect fields.


                          NEW QUESTION # 93
                          ......

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