Technical Questions
186 solved questions with detailed explanations
Q4. Which technique is MOST effective for reducing ambiguous outputs?
A multinational bank is designing an AI compliance platform using the Anthropic Claude API. The system uses multiple specialized agents: • one agent analyzes transaction anomalies, • another reviews r
A support Al assistant receives API failures but cannot determine whether requests should be retried. What should structured error responses include?
Reflection loops primarily help:
A financial AI assistant frequently fails to connect to MCP services during peak traffic. What is the BEST infrastructure improvement?
Which deployment approach is BEST for enterprise rollout?
A consulting company creates a multi-agent knowledge system where: • one agent retrieves internal documents, • another summarizes findings, • and another validates factual consistency. The team notice
Why should irrelevant context be removed?
A DevOps assistant must analyze deployment logs before recommending rollback actions. Which built-in tool capability is MOST appropriate?
Q100. What is the MOST important principle for enterprise Al deployment?
A customer-support assistant should search knowledge-base articles before generating answers. Which built-in tool BEST supports this?
What is long-term memory in agents used for?
An enterprise AI assistant repeatedly calls a database-deletion tool when users only request data retrieval. Which issue is MOST likely causing this?
An Al coding assistant must help developers debug tool failures efficiently. Which structured error field is MOST useful?
A finance assistant needs live exchange rates. What is the BEST solution?
Q17. What is the BEST approach when the context window is exceeded?
Long-context systems still require:
Which issue occurs when too much irrelevant context is included?
Q99. A company wants Al-generated answers backed by internal documentation only. Which architecture fits BEST?
A healthcare assistant has multiple APIs for patient lookup, appointment booking, and medical history retrieval. Claude frequently selects the wrong API. What is MOST likely causing this issue?