After the web search agent and document analysis agent complete their tasks, the coordinator invokes the synthesis agent. However, the synthesis agent responds that it cannot complete the task because no research findings were provided. What is the most likely cause of this issue?

• A.The subagents need to share a single API connection to enable automatic context sharing between invocations.
• B.The synthesis agent needs tools that can fetch results directly from the other agents' conversation histories.
• C.The coordinator did not include the outputs from the previous agents in the synthesis agent's prompt.
• D.The synthesis agent's context window is not large enough to hold the combined outputs from both previous agents.

Comment: *

Name: *

Email: *

Verification: *

When implementing the control flow for an agentic loop, which of the following approaches represent tested anti-patterns that must be avoided? Choose 2 correct answers.

• A.Parsing the assistant's natural language text output to determine loop termination.
• B.Setting arbitrary iteration caps as the primary stopping mechanism.
• C.Adding tool results to the conversation context between iterations so the model can incorporate new information.
• D.Inspecting the stop _ reason field of the API response to govern execution continuity.

Comment: *

Name: *

Email: *

Verification: *

In production, final reports frequently contain claims without proper source attribution.
Investigation shows that while the web search and document analysis agents correctly attach citations to their outputs, the synthesis agent loses track of which sources support which conclusions when combining findings. What's the most effective architectural change?

• A.Require all subagents to output structured claim-source mappings that the synthesis agent must preserve and merge when combining findings from multiple sources.
• B.Maintain complete transcripts of all subagent interactions and add a citation-resolution agent to analyze logs and determine attributions before report generation.
• C.Add a verification step where the report generator uses semantic similarity matching against original sources to reconstruct which claims came from which documents.
• D.Have the coordinator inject source identifier prefixes into text before each handoff, then parse these prefixes at report generation to reconstruct citations.

Comment: *

Name: *

Email: *

Verification: *

A developer wants Claude to consistently answer as an experienced cybersecurity analyst regardless of the user question. Which prompt component should contain this instruction?

• A.User message
• B.Assistant response
• C.System prompt
• D.Retrieved document

Comment: *

Name: *

Email: *

Verification: *

When re-running an automated PR review after new commits, what is the best practice to avoid posting duplicate comments on existing issues?

• A.Clear the context window completely using /clear before every run.
• B.Include prior review findings in the context and instruct Claude to report only new or still-unaddressed issues.
• C.Use the Message Batches API to automatically deduplicate comments across runs.
• D.Run grep via Bash to parse previous GitHub comments and filter them out programmatically.

Comment: *

Name: *

Email: *

Verification: *