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Proposes an end-to-end agentic pipeline combining SSA-LSTM forecasting, LSTM VAE anomaly detection, and LLM-based reasoning with dynamic retrieval to generate prioritized maintenance recommendations for appliance-level energy anomalies, achieving a 90.4/100 score on a 16-scenario benchmark.
Amazon's Alexa-compatible Smart Thermostat is on sale for $57.99 as part of an early Prime Day deal, offering features like routine learning, energy usage monitoring, and voice control.