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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP server integration patterns 2. Tool selection and routing strategies - Tool interface design 1. Structured tool input/output schemas 2. Clear tool descriptions and boundaries
Topic 2: Claude Code Configuration & Workflows	20%	- Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping - CI/CD and workflow integration 1. Automated pipeline integration 2. Command vs plan mode usage
Topic 3: Prompt Engineering & Structured Output	20%	- Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies - Tool-augmented prompting 1. Validation and retry loops 2. Tool-use driven reasoning patterns
Topic 4: Context Management & Reliability	15%	- System reliability 1. Error propagation handling 2. Escalation strategies (fail vs retry vs human) - Context window optimization 1. Managing long conversation degradation 2. "Lost in the middle" mitigation strategies
Topic 5: Agentic Architecture & Orchestration	27%	- Agentic loops & lifecycle design 1. Tool use loop execution (request → tool_use → result → next step) 2. Stop reason handling and control flow - Multi-agent orchestration 1. Parallel task decomposition 2. Coordinator / sub-agent patterns

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q76-Q81):

NEW QUESTION # 76
In a coordinator-subagent research system, a web search subagent times out while attempting to retrieve information on a complex topic. How should this failure be propagated back to the coordinator agent?

A. The subagent should catch the timeout and return an empty JSON array L] marked as successful so the workflow continues smoothly.
B. Return structured error context to the coordinator, including the failure type, the attempted query, any partial results, and potential alternative approaches.
C. Propagate the timeout exception directly to a top-level handler to immediately terminate the entire research workflow.
D. Implement automatic retry logic indefinitely within the subagent, returning a generic search unavailable status if it ultimately fails.

Answer: B

Explanation:
Structured error propagation is critical. Returning structured error context (failure type, what was attempted, partial results) enables the coordinator to make an intelligent recovery decision. Silently suppressing the error by returning an empty result is a severe anti-pattern, and returning generic messages hides context needed for recovery.

NEW QUESTION # 77
You are implementing a validation-retry loop for a structured data extraction prompt. The extraction fails a business logic validation (e.g., line items do not sum to the total). Which techniques represent best practices for the follow-up retry prompt? Choose 2 correct answers.

A. Return a generic error message like There were errors in your extraction. Please try again.
B. Increase the model temperature to 1.0 so it thinks of a different answer.
C. Include the original document and the failed extraction in the retry prompt to guide self-correction.
D. Append specific validation errors, detailing which field failed and the nature of the discrepancy.

Answer: C,D

Explanation:
A successful validation-retry loop requires appending specific error details (not generic messages) to the prompt and supplying both the source document and the failed extraction. This provides the exact context the model needs to correct its semantic mistake.

NEW QUESTION # 78
A developer needs to safely explore two completely different architectural approaches for refactoring a database module without polluting the main conversation's context. Which Claude Code session command should be used?

A. / compact
B. --resume
C. / clear
D. fork_session

Answer: D

Explanation:
The fork_session command creates a parallel exploration branch that inherits the current context baseline but diverges from that point forward. This allows a developer to safely explore divergent approaches without the exploration noise polluting the main session's context window.

NEW QUESTION # 79
A properly structured SKILL.md file relies on YAML frontmatter metadata to inform Claude of its capabilities. Which of the following are REQUIRED fields in the skill frontmatter? Choose 2 correct answers.

A. model
B. allowed-tools
C. description
D. name

Answer: C,D

Explanation:
The 'name' and 'description' fields are the only strictly required fields in the SKILL.md frontmatter. Claude relies on the description for semantic matching to determine when to trigger the skill. Options like allowed-tools and model are powerful, but optional.

NEW QUESTION # 80
When orchestrating complex workflows, you must decide between prompt chaining (fixed sequential pipelines) and dynamic adaptive decomposition. In which scenario is dynamic adaptive decomposition the preferred architectural choice?

A. When conducting predictable, multi-aspect code reviews where the sequence of analysis is static.
B. When extracting structured JSON data from standardized invoice templates.
C. When applying deterministic compliance policies to financial transaction requests.
D. When executing an open-ended investigation task where intermediate discoveries dictate the next required steps.

Answer: D

Explanation:
Dynamic adaptive decomposition is ideal for unpredictable, complex tasks where the agent must decide its next steps based on intermediate results (e.g., open-ended investigations). Prompt chaining is better suited for predictable, linear workflows with a static sequence of steps.

NEW QUESTION # 81
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