Core Viewpoint - The article emphasizes the urgent need for the integration of artificial intelligence (AI) in the energy sector, highlighting its role as a key technological engine for building a new energy system and driving industry innovation [3][4]. Group 1: Necessity for Breakthrough - AI is recognized as a strategic force leading a new wave of technological revolution and industrial transformation, significantly impacting energy production and consumption [3]. - Current AI applications in the energy sector are fragmented, leading to resource redundancy and systemic barriers, which hinder long-term development [3][4]. Group 2: Development Goals - The "Implementation Opinions" set two key development targets for 2027 and 2030, focusing on foundational work and establishing benchmarks in the initial phase, followed by comprehensive empowerment and ecosystem construction in the later phase [4]. - The 2027 goal aims to establish industry-level professional large models and typical scenario exploration, while the 2030 goal seeks to achieve world-leading levels in AI technology within the energy sector [4]. Group 3: Implementation Pathways - The article outlines a systematic approach to enhance the quality and efficiency of AI in the energy sector, focusing on key technological breakthroughs, widespread application of industry-level large models, and deep empowerment of high-value scenarios [5][6]. - Key technical directions include solidifying data foundations, enhancing computational power, and improving model capabilities to address common challenges in the energy sector [7]. Group 4: Deep Application of AI - The "Implementation Opinions" propose focusing on high-value application scenarios in areas such as power grids, new energy, and traditional energy sources, aiming to enhance AI's role in energy supply-demand balance and safety monitoring [9]. - The goal is to create an intelligent closed-loop system for perception, analysis, decision-making, and execution, driving energy security and green transformation [9]. Group 5: Innovation Ecosystem - The article stresses the importance of building an open and collaborative industrial ecosystem to support systemic changes in the energy sector [10]. - It highlights the need for pilot demonstrations to stimulate innovation, establish standard norms for orderly development, and strengthen collaborative innovation mechanisms [11][13][14].