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Test the agent's 'extended thinking' capability by introducing a simulated failure during tool execution (e.g., a tool returns an error for invalid parameters). Observe how the agent adapts its plan or seeks clarification using Gemini 2.5 Pro. Document the agent's decision-making process in response to the failure.
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