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Implement Hybrid Reasoning with Claude Opus 4.1

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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 your 'Market Strategist' agent, implement a hybrid reasoning pattern. Use Claude Sonnet 4 (or a faster, smaller model) for 'instant' analysis of market sentiment, and then trigger Claude Opus 4.1 with 'extended thinking' (multi-turn self-reflection) to deep-dive into the long-term implications of competitor moves. Provide code snippets for this flow.

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.