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- Anthropic CCA-F Exam Syllabus Topics:
- Section Weight Objectives
- Topic 1: Prompt Engineering & Structured Output 20% - Tool-augmented prompting
- Validation and retry loops
- Tool-use driven reasoning patterns
- Instruction design
- Few-shot prompting strategies
- Deterministic output formatting (e.g., JSON)
- Topic 2: Context Management & Reliability 15% - System reliability
- Error propagation handling
- Escalation strategies (fail vs retry vs human)
- Context window optimization
- "Lost in the middle" mitigation strategies
- Managing long conversation degradation
- Topic 3: Tool Design & MCP Integration 18% - Tool interface design
- Structured tool input/output schemas
- Clear tool descriptions and boundaries
- Model Context Protocol (MCP)
- MCP server integration patterns
- Tool selection and routing strategies
- Topic 4: Claude Code Configuration & Workflows 20% - Claude Code configuration
- Project-level vs user-level configuration
- CLAUDE.md hierarchy and scoping
- CI/CD and workflow integration
- Command vs plan mode usage
- Automated pipeline integration
- Topic 5: Agentic Architecture & Orchestration 27% - Multi-agent orchestration
- Parallel task decomposition
- Coordinator / sub-agent patterns
- Agentic loops & lifecycle design
- Tool use loop execution (request → tool_use → result → next step)
- Stop reason handling and control flow
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- Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q98-Q103):
- NEW QUESTION # 98
- During code generation, Claude introduces several bugs. Two bugs are highly coupled, interacting with the same state object, while a third bug is a minor typo in an unrelated utility file. What is the recommended strategy for addressing these issues through iterative refinement?
- A. Use a PostToolUse hook to programmatically decouple the bugs before sending them to Claude.
- B. Submit all three issues in a single prompt to save tokens.
- C. Fix the interacting problems in a single detailed message, and use sequential iteration to fix the independent issue.
- D. Fix the independent typo first, run the /compact command, and then address the interacting bugs.
- Answer: C
- Explanation:
- When dealing with multiple issues during iterative refinement, interacting problems (coupled bugs) should be addressed in a single detailed message so the model can resolve the conflicts holistically. Independent problems (like an unrelated typo) are better addressed through sequential iteration.
- NEW QUESTION # 99
- An AI extraction system processes thousands of financial documents. The dashboard displays an impressive 96% overall aggregate accuracy. However, downstream teams complain about frequent errors. What is the most likely oversight in the review and monitoring design?
- A. The system lacks a PostToolUse hook to block large financial transactions.
- B. The system is using prompt chaining instead of dynamic adaptive decomposition.
- C. Aggregate accuracy metrics can mask severe per-document-type failures (e.g., invoices failing at 70% while receipts succeed at 99%).
- D. The extraction is using JSON schema tool_use which guarantees semantic correctness but fails structural checks.
- Answer: C
- Explanation:
- A heavily tested exam concept is that aggregate accuracy metrics can hide critical failures in specific subsets of data (stratified metrics). Tracking accuracy per document type and field is essential before automating high-confidence extractions.
- NEW QUESTION # 100
- A customer raises three separate issues during one session: a refund inquiry (turns 1-15), a subscription question (turns 16-30), and a payment method update (turns 31-45). At turn 48, the customer asks "What happened with my refund?" The conversation is approaching context limits.
- What strategy best maintains the agent's ability to address all issues throughout the session?
- A. Extract and persist structured issue data (order IDs, amounts, statuses) into a separate context layer.
- B. Implement sliding window context that retains the most recent 30 turns.
- C. Rely on MCP tools to re-fetch relevant information on demand when the customer references earlier issues.
- D. Summarize earlier turns into a narrative description, preserving full message history only for the active issue.
- Answer: A
- Explanation:
- Persisting structured issue data separately allows the agent to reference critical details (like order IDs, amounts, and statuses) without relying on the full conversation history. This preserves the ability to address past issues even as token limits constrain the active conversational context.
- NEW QUESTION # 101
- Your track_shipment(tracking_id) tool queries an external logistics API that sometimes fails - the API may be temporarily unavailable, the tracking ID may be malformed, or the shipment may not exist. Currently, your tool raises a Python exception when errors occur. Users report the agent gives unhelpful responses like "I'm having trouble with that request" instead of suggesting alternatives such as verifying the tracking number format or checking by order number. How should you handle errors in tool results?
- A. Create dedicated error-recovery tools (retry_tracking_lookup, search_by_order_number) that the model can invoke after the primary tracking tool returns a failure indicator.
- B. Implement retry logic with exponential backoff inside the tool implementation so transient errors are automatically handled and only return a result after all retry attempts are exhausted.
- C. Return structured error information as normal tool output including error type, recoverability status, and actionable context for the user.
- D. Return a generic error response (e.g., {"success": false, "error": "lookup_failed"}) for all failure cases to maintain a consistent schema and avoid exposing internal error details.
- Answer: D
- Explanation:
- Structured error output gives the agent enough information to respond usefully. Including the error type, whether the issue is recoverable, and actionable guidance allows the agent to distinguish malformed tracking IDs, missing shipments, and temporary API failures, then suggest the correct next step to the user.
- NEW QUESTION # 102
- How should subagents handle transient failures before propagating errors to the coordinator?
- A. Silently drop the failed query and proceed with other data sources without notifying the coordinator.
- B. Use a PreToolUse hook to block the error from reaching the coordinator entirely.
- C. Implement local error recovery within the subagent and only propagate errors that cannot be resolved locally.
- D. Immediately propagate all failures to ensure the coordinator maintains full observability.
- Answer: C
- Explanation:
- Subagents should attempt to implement local recovery for transient failures first. If they cannot resolve the issue, they should then propagate the error to the coordinator along with what was attempted and any partial results obtained.
- NEW QUESTION # 103
- .....
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