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Adaptive Thinking for Mental Health Risk with Claude Sonnet 4
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Linked challenge: Ethical Agent for Adaptive User Safety & MCP Policy
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Linked challenge
Ethical Agent for Adaptive User Safety & MCP Policy
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Configure the Langroid agent to utilize Claude Sonnet 4 with an adaptive thinking budget for detecting nuanced mental health risks from user chat. Detail how the agent's reasoning budget adjusts based on the severity of detected cues, leading to a decision on whether to escalate or offer support.
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.