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Adaptive Thinking Budget Implementation

Linked challenge: Build a Constrained Conversational AI for Empathetic Voice Support

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Implement an adaptive thinking budget mechanism that allows the Gemini 2.5 Pro model to dynamically adjust its reasoning depth. For simple, safe queries, use a faster, less expensive inference. For complex or potentially sensitive (but not serious mental health) queries, allocate more budget for deeper reasoning, ensuring careful consideration before response generation. Describe how this budget will be managed within the Langroid agent.