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Implement Hybrid AI with Claude Opus 4.1 and Llama 3

Linked challenge: Adaptive AI Assistant Deployment

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Implement the 'Personal Assistant Agent' such that it routes simple, rapid commands (e.g., 'Volume up') to a locally deployed Llama 3 model for instant response, while complex, nuanced requests (e.g., 'Suggest a movie based on my mood') are handled by Claude Opus 4.1. Show how adaptive thinking budgets might prioritize local inference for low-latency tasks.