本文来自PRO会员通讯内容，文末关注「机器之心PRO会员」，查看更多专题解读。 在过去的 2025 年里，Agent 应用的极速发展使得 LLM 的「静态属性」局限被视为 AI 发展的关键瓶颈，业界对 LLM 和 Agent 的自进化（Self-Evolving）能力愈发重视，开 始聚焦于构建「持续适应系统」。然而，该领域仍然缺乏区分短暂性能提升与通用能力和自主性真正进步的共同标准。有思潮认为通过统一新兴标准并鼓励集体探索，该领 域正在面临巨大的机遇。 目录 01. Self-Evolving 在过去一年里有何进展？ 为什么「Self-Evolving」越来越重要？学界和工业重视模型自进化能力的原因有哪些 ？... 02 . Self-Evolving 的研究重点在如何演变？ 「Self-Evolving」如何从思想实验变为工程现实？上半年和下半年的综述如何解构 Self-Evolving范式？AI顶会更关注哪些工作？... ① 图灵奖得主 Richard Sutton 是早期推崇 AI 自进化能力的代表，他先后提出了「Dynamic Deep Learning」、「经验时代（Era of Experienc ...

Core Viewpoint - The article emphasizes the transformative potential of AI-native smartphones, particularly highlighting the launch of Honor's Magic 8 series, which integrates self-evolving AI capabilities to redefine the smartphone experience and enhance user interaction with technology [1][4][7]. Group 1: AI Evolution and Market Position - The AI terminal ecosystem is seen as a pivotal point for industry transformation, with Honor's Magic 8 series introducing the concept of "self-evolving AI native smartphones" [1]. - Honor is positioned as a leader in the AI terminal field, with its advancements expected to push the industry into a new phase characterized by "Chinese definitions" [3][12]. - The self-evolution capability of AI is identified as a key competitive advantage for future AI terminals, with Honor's CEO stating it is crucial for the transition from large language models (LLMs) to artificial general intelligence (AGI) [5][9]. Group 2: Technological Innovations - The Magic 8 series features the YOYO intelligent agent, which has been upgraded to possess autonomous learning and continuous evolution capabilities, marking a significant advancement in AI interaction [7]. - The MagicGUI model, with 70 billion parameters, achieves a 91.5% accuracy rate in multi-modal deep understanding, expanding from 200 to over 3000 automated execution scenarios [7]. - Honor has established the most comprehensive and open AI service ecosystem among smartphone manufacturers, integrating over 4000 ecological intelligent agents from leading internet platforms [7][10]. Group 3: Strategic Initiatives and Financial Commitment - Honor's "Alpha Strategy" marks its transition from a smartphone manufacturer to a leading AI terminal ecosystem company, emphasizing the importance of software capabilities and ecosystem development in the AI era [9]. - The company plans to invest $10 billion (approximately 72 billion RMB) over the next five years, with R&D expenditures expected to exceed 15% of revenue [9]. - Honor's collaboration with Qualcomm aims to develop efficient edge AI model solutions, enhancing user experience and performance beyond traditional hardware capabilities [10]. Group 4: Market Performance and Growth - Honor has seen a significant rebound in market share, ranking fifth in the Chinese market due to the success of its 400 series and X70 models [13]. - In the Latin American market, Honor's shipments grew by 70% year-on-year, reaching a record 2.9 million units, securing the fourth position [13]. - The Magic 8 series is anticipated to drive new growth for Honor, with expectations of expanding market share and influencing the global smartphone competition landscape [14].