Core Viewpoint - The article emphasizes the redefinition of the AI Agent industry, highlighting the shift from simple technological breakthroughs to a deeper understanding of underlying business logic, with ELU's strategy of "one brain, multiple bodies, multiple scenarios" as a key example [2]. Group 1: AI Agent Development - ELU's AI Agent "LEMMA" represents a significant advancement, moving from concept to reality, and is described as a thinking entity capable of understanding complex energy trading instructions and autonomously learning and optimizing in real-time [5][8]. - LEMMA is the world's first L4-level energy AI Agent, achieving over 30% improvement in prediction accuracy compared to traditional methods, which translates to substantial cost savings in the energy market [5][8]. Group 2: Technological Breakthroughs - LEMMA is built on four core technological breakthroughs: integration of sequence and spatiotemporal models, Transformer-based time series prediction algorithms, dynamic feature engineering using neural networks, and deep learning hyperparameter optimization frameworks [7]. - These advancements address the adaptability issues of traditional AI in complex scenarios and pave the way for commercial applications of AI Agents [7]. Group 3: Strategic Framework - ELU's brand matrix includes three brands: INFIFORCE (focused on embodied intelligence), LIGHTFORCE (dedicated to AI Agents), and UNIFORCE (providing foundational technology), all sharing the same AI brain [10][11]. - The "one brain, multiple bodies, multiple scenarios" strategy is driven by dual flywheel dynamics, where technological advancements enhance AI capabilities while scenario applications amplify commercial value [11][12]. Group 4: Market Implications - The unified AI brain allows for rapid adaptation to new scenarios, with minimal marginal costs and exponential market value growth as it transitions from energy to manufacturing, urban management, logistics, and other intelligent decision-making areas [12]. - This strategic design positions ELU not just as a product manufacturer but as a foundational infrastructure provider, akin to how cloud computing redefined IT infrastructure [12].