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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Schema-guided outputs 2. Prompt patterns for agents
Topic 2: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Topic 3: Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies
Topic 4: Agentic Architecture & Orchestration	27%	- 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
Topic 5: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration

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Anthropic Claude Certified Architect Foundations (CCA-F) CCA-F Prüfungsfragen mit Lösungen (Q21-Q26):

21. Frage
An architect is designing an MCP tool that occasionally fails due to downstream rate limits. Which fields should be included in a well- designed structured error response to help the agent recover? Choose 2 correct answers.

A. isError: true
B. isRetryable: true
C. temperature _ adjustment
D. system_prompt_override

Antwort: A,B

Begründung:
A structured error response should explicitly signal a failure using the 'isError' flag and indicate if the agent should attempt the call again using the 'isRetryable' boolean. It should also include the error category and context. System prompt overrides and temperature adjustments are not part of standard tool error metadata.

22. Frage
Your team wants to use the Message Batches API to reduce costs by 50%. The pipeline includes a real-time blocking pre-merge code review and a nightly technical debt audit. How should you apply the Batch API?

A. Use the Batch API for both workflows to maximize cost savings.
B. Use the Batch API strictly for the nightly audit, and retain synchronous calls for the blocking pre-merge review.
C. Use synchronous API calls for both workflows since the Batch API lacks JSON schema support.
D. Switch both to the Batch API but implement a timeout fallback to synchronous calls if it exceeds 5 minutes.

Antwort: B

Begründung:
The Message Batches API processes within a 24-hour window with no latency guarantees. It is perfect for latency-tolerant workloads like overnight audits, but inappropriate for blocking workflows (like pre-merge checks) where developers need immediate feedback.

23. Frage
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.
Your team has three requirements for Claude Code's behavior in your project
1. Claude must never modify files in the db/migrations/ directory
2. Claude should prefer your custom logging module over console.log
3. All TypeScript files must be auto-formatted with Prettier after
every edit
All three are currently written as instructions in your project's CLAUDE.md. During a complex refactoring session, a developer discovers that Claude edited a migration file, violating requirement #1. How should you restructure these requirements across Claude Code's configuration mechanisms?

A. Configure hooks for all three: a PreToolUse hook script that blocks Edit calls targeting db/migrations/,a PreToolUse hook script that adds logging convention context before edits, and a PostToolUse hook that runs Prettier after TypeScript edits.
B. Rewrite all three requirements in CLAUDE.md using stronger directive language and add few- shot examples that demonstrate Claude refusing to edit migration files and running Prettier after edits.
C. Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook on the Edit tool that runs Prettier on changed TypeScript files.
D. Move all three requirements into .claude/rules/ as path-scoped rules: one targeting db/migrations/** that forbids editing those files, and others targeting **/*.ts for the logging convention and formatting instruction.

Antwort: C

Begründung:
Hard restrictions belong in permission controls, coding preferences belong in CLAUDE.md, and deterministic formatting belongs in an automated hook. Instructions alone cannot reliably prevent prohibited file edits.

24. Frage
When passing context between agents in a multi-agent orchestration, why is it highly recommended to use structured data formats?

A. To separate content from metadata (such as source URLs, document names, and page numbers) to preserve proper attribution.
B. To automatically trigger JSON schema validation by the Claude API.
C. To bypass the maximum token limit of the subagent's isolated context window.
D. To compress the token count of the prompt by 50% using the Message Batches API.

Antwort: A

Begründung:
Using structured data formats to separate content from metadata (like source URLs, document names, and publication dates) when passing context between agents ensures that downstream synthesis agents preserve proper source attribution and information provenance.

25. Frage
Why is evaluation important after deploying a Claude application?

A. It increases context size.
B. It permanently changes model parameters.
C. It reduces network latency.
D. It measures response quality against defined objectives.

Antwort: D

Begründung:
Continuous evaluation allows organizations to measure accuracy, safety, consistency, and user satisfaction. Regular testing identifies regressions and supports iterative improvement of prompts, retrieval pipelines, and application workflows.

26. Frage
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