CCA-F Valid Guide Files, CCA-F Valid Test Format

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Tool Design & MCP Integration	18%	- Tool interface design 1. Structured tool input/output schemas 2. Clear tool descriptions and boundaries - Model Context Protocol (MCP) 1. Tool selection and routing strategies 2. MCP server integration patterns
Topic 2: 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 3: 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. Command vs plan mode usage 2. Automated pipeline integration
Topic 4: 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
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 (Q94-Q99):

NEW QUESTION # 94
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. 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.
B. 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.
C. 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.
D. 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.

Answer: B

Explanation:
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.

NEW QUESTION # 95
Which of the following represent anti-patterns when designing escalation and ambiguity resolution logic for Claude? Choose 2 correct answers.

A. Escalating immediately when a customer explicitly demands to speak to a human representative.
B. Routing a case to a human agent purely because the user uses highly negative or frustrated language.
C. Automatically escalating a case whenever the model's self-reported confidence score drops below a specific threshold.
D. Escalating a transaction when it exceeds a programmatic business threshold enforced via a PostToolUse hook.

Answer: B,C

Explanation:
Self-reported confidence scores and sentiment-based routing are explicitly identified as escalation anti-patterns. Valid triggers include explicit human requests, programmatic business thresholds, capability limits, and policy gaps.

NEW QUESTION # 96
Which of the following scenarios represent appropriate, architecturally sound use cases for Agent SDK hooks? Choose 2 correct answers.

A. Normalizing heterogeneous numeric status codes from different MCP tools before appending them to the conversation context.
B. Guaranteeing that a model-extracted JSON object contains no semantic reasoning errors.
C. Intercepting outgoing tool calls to deterministically block policy-violating actions, such as unauthorized financial transactions.
D. Enforcing the conversational tone, politeness, and persona the agent should adopt.

Answer: A,C

Explanation:
Hooks are ideal for programmatic interventions like data normalization CPostToolUse*) and policy enforcement/interception ('PreToolUse'PPostToolUse'). Conversational tone is best handled by prompts, and hooks cannot inherently guarantee the semantic accuracy of an LLM's complex reasoning.

NEW QUESTION # 97
Why is configuring the exact same Claude session to review its newly generated pull request code considered an architectural anti-pattern?

A. It typically exceeds the maximum token limit of the context window during the generation phase.
B. Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
C. The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.
D. The Message Batches API does not support synchronous self-review workflows.

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 # 98
To guarantee that a specific data extraction tool is invoked by Claude during a workflow without the agent attempting conversational workarounds, which configuration must be applied?

A. tool choice: "auto"
B. tool_choice: {"type": "tool", "name": "SPECIFIC_TOOL NAME"}
C. allowedTools: ["SPECIFIC_TOOL NAME"}
D. tool_choice: "any"

Answer: B

Explanation:
Forcing a specific tool with tool_choice: {"type": "tool", "name": "..."} ensures a particular tool runs, which guarantees schema compliance for strict extraction tasks. "any" forces the model to pick a tool, but lets it decide which one. "auto" lets the model decide if it wants to use a tool at all.

NEW QUESTION # 99
......

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CCA-F Valid Guide Files, CCA-F Valid Test Format

Anthropic CCA-F Exam Syllabus Topics:

Other Anthropic CCA-F Exam Key Questions

Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q94-Q99):