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| Section | Weight | Objectives |
|---|
| Prompt Engineering & Structured Output | 20% | - Reliable structured generation
- 1. Prompt patterns for agents
- 2. Schema-guided outputs
|
| 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
|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
- 1. Plan mode vs execution mode
- 2. CI/CD and workflow integration
|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
- 1. Tool schema design
- 2. MCP client/server integration patterns
|
| Context Management & Reliability | 15% | - Long-context optimization
- 1. Reliability and retry strategies
- 2. Context window management
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q108-Q113):
NEW QUESTION # 108
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.
You're implementing a complex graph traversal algorithm with specific performance requirements and edge cases to handle (disconnected nodes, cycles, weighted edges). You want to structure your workflow for efficient iterative refinement with Claude. What approach will most effectively enable progressive improvement across multiple iterations?
- A. Write a test suite covering expected behavior, edge cases, and performance requirements before implementation. Ask Claude to write code that passes the tests, then iterate by sharing test failures with each refinement request.
- B. Have Claude extensively research the algorithm and create a detailed implementation plan using extended thinking, then implement the complete solution based on that plan.
- C. Provide Claude with a detailed natural language specification of the algorithm, including all requirements and edge cases. Review each output manually and provide descriptive feedback on what behavior needs to change.
- D. Provide Claude with a reference implementation from documentation, then ask it to rewrite the code to match your codebase style and add the required edge case handling, comparing outputs against the reference.
Answer: A
Explanation:
Tests provide an executable specification and objective feedback for each iteration. Claude can implement against the suite, run it, inspect failures, and progressively refine the algorithm until correctness and performance requirements are met. Anthropic recommends running tests and fixing failures as an iterative Claude Code workflow.
NEW QUESTION # 109
A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?
- A. Partially reveal hidden instructions.
- B. Reveal the prompt.
- C. Generate random text.
- D. Follow higher-priority instructions and refuse.
Answer: D
Explanation:
Claude follows instruction hierarchy, where system-level instructions override conflicting user requests. Attempts to expose confidential prompts or internal instructions should be declined to protect application integrity and security.
NEW QUESTION # 110
An MCP tool configured for a quicktechie.com application fails to connect to its backend database due to a timeout. Why is it considered a critical anti-pattern to silently return an empty JSON array [] for this failure?
- A. It automatically triggers an infinite retry loop that consumes unnecessary tokens.
- B. It misleads the agent into believing the search was successfully executed but yielded zero matches, causing catastrophic misunderstandings.
- C. It forces the Claude API to throw a schema validation error.
- D. It immediately triggers a fatal exception that terminates the entire agentic loop.
Answer: B
Explanation:
Distinguishing between an access failure (could not connect/check) and a valid empty result (checked successfully but found no data) is critical. Silently returning an empty array for a timeout misleads the agent into concluding the data does not exist, rather than knowing it needs to retry or escalate the access issue.
NEW QUESTION # 111
When implementing a self-evaluation loop for structured data extraction, your agent reports 96% aggregate accuracy, but downstream users complain about frequent errors on complex contracts. What monitoring methodology resolves this evaluation visibility gap?
- A. Executing the evaluation passes inside a PreToolUse hook.
- B. Tracking accuracy by specific document type and field segment (stratified metrics).
- C. Switching entirely to the Message Batches API for asynchronous processing.
- D. Increasing the overall sampling size randomly to capture a broader dataset.
Answer: B
Explanation:
Aggregate accuracy metrics can mask severe per-document-type failures (e.g., contracts failing frequently while simple receipts succeed nearly 100% of the time). Tracking accuracy using stratified metrics (per document type and field) reveals these hidden failures before automating high-confidence extractions.
NEW QUESTION # 112
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 invoking the parallel_execute method provided natively in the Agent SDK.
- B. By emitting multiple Task tool calls within a single response turn.
- C. By using the fork_session command for each subagent in separate turns.
- D. By defining a PostToolUse hook that duplicates the prompt to multiple endpoints.
Answer: B
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 # 113
......
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