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Implement Hybrid Reasoning with Claude Opus 4.1

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Linked challenge: Audio-First Hybrid Reasoning Personal AI

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Linked challenge
Audio-First Hybrid Reasoning Personal AI

Prompt source

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Develop the core logic for the 'Action Orchestrator' agent to decide between instant and deep reasoning using Claude Opus 4.1. For 'instant' queries (e.g., current time, simple facts), it should use pre-defined responses or quick API calls. For 'deep' queries (e.g., restaurant booking), it should trigger a multi-step collaborative workflow involving other agents. Provide example code demonstrating this conditional reasoning.

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.