CCA-F Schulungsunterlagen, CCA-F Deutsche Prüfungsfragen

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Claude Code Configuration & Workflows	20%	- CI/CD and development integration 1. Plan mode vs direct execution 2. Pipeline automation and review - Configuration files and structure 1. Custom commands and workflows 2. CLAUDE.md and rules system
Tool Design & MCP Integration	18%	- Tool definition and best practices 1. Error handling and validation 2. Tool descriptions and selection logic - Model Context Protocol (MCP) 1. MCP server and client setup 2. Tools, resources, and prompts integration
Prompt Engineering & Structured Output	20%	- Advanced prompting techniques 1. System prompts and role framing 2. Few-shot and chain-of-thought prompting - Structured data generation 1. Output validation and reliability 2. JSON schema enforcement
Agentic Architecture & Orchestration	27%	- Agent design patterns 1. Hub-and-spoke multi-agent systems 2. Agent loops and control flow - Anthropic Agent SDK usage 1. Task spawning and tool management 2. Session state and context handling
Context Management & Responsible AI	15%	- Context window optimization 1. Context retention and summarization 2. Token management and truncation strategies - Safety and compliance 1. Refusal handling and risk mitigation 2. Constitutional AI principles

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CCA-F Deutsche Prüfungsfragen, CCA-F Online Prüfungen

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Anthropic Claude Certified Architect Foundations (CCA-F) CCA-F Prüfungsfragen mit Lösungen (Q65-Q70):

65. Frage
You are creating a reusable skill for an automated code review process. You want the skill to analyze the codebase extensively without polluting the main conversation's context window with its exploratory output. Which frontmatter configuration is required?

A. context: fork
B. isolation: true
C. execution_mode: background
D. sandbox: enabled

Antwort: A

Begründung:
The 'context: fork' frontmatter option runs the skill in an isolated sub-agent context. This allows the skill to perform verbose exploration without its intermediate steps and noise polluting the main session's context window.

66. Frage
When implementing a hub-and-spoke multi-agent architecture using the Claude Agent SDK, which of the following statements about subagent spawning and execution are correct? Choose 2 correct answers.

A. Parallel execution is achieved when the coordinator agent emits multiple Task tool calls in a single response.
B. The coordinator agent must have Task included in its allowedTools configuration to spawn subagents.
C. A single coordinator response cannot emit multiple Task tool calls; subagents must be spawned sequentially across separate turns.
D. Subagents automatically inherit the full conversation history of the coordinator agent by default.

Antwort: A,B

Begründung:
To spawn subagents, the coordinator must be configured with 'Task' in its allowedTools. Furthermore, emitting multiple Task tool calls in a single response allows the subagents to execute their tasks in parallel. Subagents do not automatically inherit conversation history, and forcing sequential spawning is inefficient.

67. Frage
Your agent achieves a low first-contact resolution rate because it attempts to autonomously handle complex policy exceptions, while simultaneously escalating straightforward tasks. What is the most effective approach to improve this escalation calibration?

A. Implement sentiment analysis to detect frustration levels and automatically escalate when they are high.
B. Deploy a separate classifier model to predict which requests need escalation before the main agent begins.
C. Add explicit escalation criteria to the system prompt with few-shot examples demonstrating when to escalate versus resolve autonomously.
D. Require the agent to self-report a confidence score (1-10) and route to humans when confidence falls below 7.

Antwort: C

68. Frage
A application features a tool designed to fetch a user's profile. During execution, the tool fails to connect to the database due to a timeout. Why is silently returning an empty array [ ] in this scenario considered a catastrophic anti-pattern?

A. It causes the agent to misinterpret an access failure (could not check) as a valid empty result, wrongly concluding the user does not exist.
B. It causes the Claude API to throw a 400 Bad Request error due to missing required schema fields.
C. It forces the model to ignore all subsequent tool calls in the session.
D. It prevents the use of few-shot prompting in the next iteration.

Antwort: A

Begründung:
Access failures (e.g., database down, timeout) must be explicitly distinguished from empty results (e.g., checked database, found zero matches). Silently returning an empty array for an access failure misleads the agent into believing the data does not exist, leading to completely incorrect assumptions.

69. Frage
While working in Claude Code, you press Shift + Tab to enter Plan Mode. Which subagent is typically associated with isolating the verbose discovery phase to prevent context window exhaustion during planning?

A. The Review subagent
B. The Write subagent
C. The Plan-Executor subagent
D. The Explore subagent

Antwort: D

Begründung:
The Explore subagent is used for isolating verbose discovery output and returning focused summaries to preserve the main conversation's context window during the research and planning phase.

70. Frage
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