Implement Energy Optimizer with Hybrid Reasoning & RAG

Implement the 'Energy Optimizer' agent using Gemini 2.5 Pro. This agent should ingest simulated telemetry data, identify energy-saving opportunities, and propose actionable changes. Integrate RAG to consult a knowledge base of energy efficiency best practices and equipment specifications. Leverage hybrid instant/deep reasoning: instant for routine checks, deep for complex, multi-variable optimization. Provide examples of tool calls to adjust HVAC or power settings.