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Develop Adaptive Thinking Budget for Risk Assessment
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Linked challenge: AI-Driven Media Rights Negotiation
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Linked challenge
AI-Driven Media Rights Negotiation
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Original prompt text with formatting preserved for inspection.
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For the 'Legal Analyst' agent, implement an adaptive thinking budget for its risk assessment task. If initial RAG queries indicate high legal complexity (e.g., multiple jurisdictions, novel contract clauses), instruct the agent (via prompt engineering with Claude Opus 4.1) to expand its reasoning steps and perform more thorough simulated 'legal research' calls. Demonstrate this adaptive behavior.
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.