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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
|
| Topic 2: Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
|
| Topic 3: Prompt Engineering & Structured Output | 20% | - Reliable structured generation
|
| Topic 4: Context Management & Reliability | 15% | - Long-context optimization
|
| Topic 5: Agentic Architecture & Orchestration | 27% | - System orchestration patterns
|
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NEW QUESTION # 74
Which of the following strategies are explicitly recommended for designing multi-instance and multi-pass review architectures? Choose 2 correct answers.
Answer: B,D
Explanation:
Independent review instances without prior reasoning context effectively catch subtle issues without confirmation bias. Splitting reviews into focused per-file passes and integration passes addresses attention dilution. Same-session reviews and monolithic consensus runs are anti-patterns.
NEW QUESTION # 75
A retail organization observes that Claude occasionally gives different wording when summarizing identical customer reviews. The summaries remain accurate. What is the MOST likely explanation?
Answer: A
Explanation:
Claude generates text probabilistically, meaning multiple valid outputs may exist for the same prompt. Small wording differences are expected even when factual content remains consistent.
Lower temperature can improve consistency if deterministic outputs are preferred.
NEW QUESTION # 76
Your agent uses three tools: get_property_details(property_id) returns data including street address, get_price_history(property_id) returns historical pricing, and get_neighborhood_info(address) returns area statistics. You observe that get_neighborhood_info always requires get_property_details first just to extract the address, even when users specify the property by ID. This creates unnecessary latency and failure coupling - if the first call fails, the neighborhood request also fails. What tool design change best addresses this?
Answer: A
Explanation:
Allowing the neighborhood tool to accept the same identifier the user provides removes the need for the agent to chain through another tool just to extract an intermediate value. Resolving the address internally reduces latency, avoids unnecessary dependency on a prior tool call, and makes the workflow more reliable.
NEW QUESTION # 77
How should subagents handle transient failures before propagating errors to the coordinator?
Answer: D
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 # 78
When implementing structured data extraction for a application, what does utilizing tool_use with a strict JSON schema explicitly guarantee?
Answer: B
Explanation:
Using tool_use with JSON schemas guarantees structural compliance (all required fields present, correct types, valid enum values), which eliminates JSON syntax errors. However, it does not guarantee semantic correctness, as the model may still extract wrong values or place them in the incorrect fields.
NEW QUESTION # 79
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