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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Schema-guided outputs 2. Prompt patterns for agents
Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies
Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. CI/CD and workflow integration 2. Plan mode vs execution mode
Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Task decomposition strategies 2. Hub-and-spoke agent systems - Agentic loop design and execution lifecycle 1. Tool use decision flow (tool_use vs end_turn) 2. Multi-agent coordination and delegation patterns

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q28-Q33):

NEW QUESTION # 28
You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
An engineer asks the agent to understand how the caching layer works before adding a new cache invalidation trigger. After initial Grep searches, the agent has identified that caching logic spans 15 files including decorators, middleware, and service classes (~8,000 lines total). What's the most effective next step for building understanding while managing context constraints?

A. Use Glob to find files matching common caching patterns (cache.py, caching/), prioritize the largest files by reading them first, then check smaller files for gaps.
B. Use Grep to search for "invalidate" and "expire" patterns across all files, then Read only those specific line ranges with minimal surrounding context.
C. Use the Read tool to sequentially load all 15 files, building complete understanding across the full caching implementation.
D. Analyze imports and class hierarchies to identify the base cache class, Read that file to understand the interface, then trace specific invalidation implementations.

Answer: D

Explanation:
This top-down approach establishes the caching abstraction first, then follows only the relevant implementations. It builds architectural understanding without loading all 8,000 lines or relying on narrow keyword matches that may omit important control flow. Anthropic recommends scoping exploration to task-relevant code to avoid filling the context window with unnecessary file reads.

NEW QUESTION # 29
To optimize a CI/CD pipeline, your manager 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 separate nightly technical debt audit. How should you apply the Batch API?

A. Use synchronous API calls for both workflows, as the Batch API does not support structured JSON schema outputs.
B. Switch both to the Batch API, but implement a timeout fallback that switches to synchronous calls if the batch exceeds 5 minutes.
C. Use the Batch API strictly for the nightly technical debt audit, and retain synchronous real-time calls for the blocking pre-merge review.
D. Use the Batch API for both workflows to maximize cost savings, utilizing status polling for the pre-merge check.

Answer: C

Explanation:
The Message Batches API offers significant cost savings but processes within a 24-hour window with no latency guarantees. It is perfect for non-blocking, latency-tolerant workloads like nightly audits, but highly inappropriate for blocking pre-merge checks where developers need immediate feedback.

NEW QUESTION # 30
A coordinator agent needs to delegate a broad research topic. How can the coordinator efficiently spawn multiple parallel subagents instead of executing them sequentially?

A. By using the fork_session command for each subagent in separate turns.
B. By defining a PostToolUse hook that duplicates the prompt to multiple endpoints.
C. By invoking the parallel_execute method provided natively in the Agent SDK.
D. By emitting multiple Task tool calls within a single response turn.

Answer: D

Explanation:
Parallel execution in a multi-agent system is achieved when the coordinator agent emits multiple Task tool calls in a single response turn. This allows the system to process the corresponding subagents simultaneously rather than across separate sequential turns.

NEW QUESTION # 31
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. 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.
C. 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.
D. 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.

Answer: D

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 # 32
You are designing an MCP interface for a backend system. When should you choose to implement an MCP Resource instead of an MCP Tool?

A. When you need to execute bash commands on the local machine.
B. When you want to expose a static content catalog or documentation that can be fetched to provide context without requiring exploratory tool calls.
C. When you need the model to execute side-effects, such as updating a database record.
D. When you need to provide pre-built conversation templates.

Answer: B

Explanation:
MCP Resources are used to expose content catalogs (like documentation, static data, or schemas) allowing clients to fetch data directly to inject into prompts. Tools are used when you want the model to perform actions, execute logic, or mutate state.

NEW QUESTION # 33
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