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Implement Hybrid Reasoning with Claude Opus 4.1
Linked challenge: Audio-First Hybrid Reasoning Personal AI
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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.