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Adaptive Thinking Budget Implementation
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Linked challenge: Build a Constrained Conversational AI for Empathetic Voice Support
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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.
Adaptation plan
Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.
Keep stable
Hold the task contract and output shape stable so generated implementations remain comparable.
Tune next
Update libraries, interfaces, and environment assumptions to match the stack you actually run.
Verify after
Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.