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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Claude Code Configuration & Workflows	20%	- CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration - Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping
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
Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. MCP server integration patterns 2. Tool selection and routing strategies
Context Management & Reliability	15%	- Context window optimization 1. "Lost in the middle" mitigation strategies 2. Managing long conversation degradation - System reliability 1. Escalation strategies (fail vs retry vs human) 2. Error propagation handling
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 (Q67-Q72):

NEW QUESTION # 67
How should subagents handle transient failures before propagating errors to the coordinator?

A. Implement local error recovery within the subagent and only propagate errors that cannot be resolved locally.
B. Silently drop the failed query and proceed with other data sources without notifying the coordinator.
C. Immediately propagate all failures to ensure the coordinator maintains full observability.
D. Use a PreToolUse hook to block the error from reaching the coordinator entirely.

Answer: A

Explanation:
Subagents should attempt to implement local recovery for transient failures first. If they cannot resolve the issue, they should then propagate the error to the coordinator along with what was attempted and any partial results obtained.

NEW QUESTION # 68
Which iterative refinement strategy involves writing a test suite covering expected behavior and edge cases before implementation, then sharing subsequent test failures with Claude to guide progressive code improvements?

A. Test-Driven Iteration
B. The Interview Pattern
C. Multi-Pass Review
D. Prompt Chaining

Answer: A

Explanation:
Test-driven iteration gives Claude a concrete, verifiable goal: writing test suites covering requirements before implementation, executing them, and sharing the specific test failures with Claude to guide progressive improvement until tests pass.

NEW QUESTION # 69
Which of the following approaches represent valid techniques for designing prompts that improve precision and reduce false positives?
Choose 2 correct answers.

A. Instructing the model to self-evaluate and drop findings if its conversational confidence is low.
B. Using vague instructions like "make it better" to give the model maximum creative freedom.
C. Providing concrete code examples distinguishing acceptable patterns from genuine issues.
D. Defining explicit, measurable criteria instead of vague instructions.

Answer: C,D

Explanation:
Using explicit, measurable criteria and providing concrete examples distinguishing acceptable patterns from genuine issues are proven techniques for reducing false positives. Vague instructions and self-reported conversational confidence are heavily tested anti-patterns.

NEW QUESTION # 70
In a hub-and-spoke multi-agent architecture, what is the best practice for passing context from the coordinator agent down to a specialized subagent?

A. Subagents automatically inherit the coordinator's full context window, so no explicit passing is needed.
B. Share the entire coordinator conversation history to ensure the subagent has maximum context.
C. Pass only the explicit context, findings, and parameters specifically relevant to that subagent's assigned subtask.
D. Grant the subagent access to a shared global state object where the coordinator writes its findings.

Answer: C

Explanation:
Subagents do not automatically inherit parent context. Context isolation is a core principle in multi-agent orchestration. A subagent should only be passed explicit, relevant context specific to its task. Sharing the full coordinator history wastes tokens, causes context pollution, and degrades subagent performance.

NEW QUESTION # 71
An automated data extraction pipeline reports 96% aggregate accuracy, but downstream users complain about frequent errors on unstructured contracts. What is the most likely cause of this discrepancy?

A. The system is experiencing the 'lost in the middle' effect.
B. The pipeline lacks a PostToolUse hook for error catching.
C. Aggregate accuracy metrics are masking poor performance on specific document types (e.g., contracts vs receipts).
D. The model's temperature parameter is set too low for contract analysis.

Answer: C

Explanation:
Aggregate accuracy metrics can mask severe per-document-type failures. If standard receipts perform at 99% accuracy but complex contracts perform at 70%, the aggregate may still look high. Teams must track accuracy by document type (stratified metrics) to identify hidden failures.

NEW QUESTION # 72
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