Core Viewpoint - The article promotes a series of networking events called "Jinqiu Dinner Table," aimed at entrepreneurs and tech innovators to share insights and experiences in a casual setting, emphasizing the importance of collaboration and innovation in the tech industry [22][23][24]. Event Details - The upcoming events include: - AI Agent in Shenzhen on September 26, 2025 [3][50] - Embodied Intelligence in Beijing on October 10, 2025 [5][12] - Robot Party in Shenzhen on October 17, 2025 [19][50] Networking Concept - "Jinqiu Dinner Table" is described as an informal gathering for entrepreneurs, product technologists, and innovators to discuss topics that are often not addressed in formal settings, focusing on genuine exchanges and practical insights [22][23]. - The initiative has hosted 31 sessions covering various topics related to technology and investment, creating a platform for sharing challenges and decision-making processes in entrepreneurship [24]. AI and Decision-Making Insights - The article discusses the limitations of large language models (LLMs) in serious decision-making tasks, highlighting that traditional reinforcement learning models perform better in high-stakes environments [25][26]. - It emphasizes the need for high-quality decision-making knowledge and data, which is currently lacking in existing LLMs [26][27]. Agent Architecture and Applications - The article outlines the evolution of AI agent architectures, including single-agent and multi-agent systems, and their applications in solving complex problems [36][38]. - It highlights the importance of clear and structured requirements for AI agents to deliver expected outcomes, stressing that vague instructions lead to poor performance [38]. Future Trends in AI Interaction - The potential for new interaction methods with AI, such as voice commands and proactive AI hardware, is discussed, suggesting that these innovations could transform user experiences and task execution [42][43]. - The article notes that the development of specialized browsers for AI could enhance performance by providing better context understanding and data access [46]. Investment Opportunities - The "Soil Seed Special Plan" by Jinqiu Capital is introduced, aimed at supporting early-stage AI entrepreneurs with funding to help them realize their innovative ideas [57][59].