申万期货服务浙江润富：大模型助力钢铁贸易型企业“玩转”套保

Core Viewpoint - The futures market is facing new challenges and opportunities driven by the deep adjustment of the global economic landscape and the acceleration of the digital technology revolution [2] Group 1: Industry Challenges - The futures hedging industry lacks specialized talent, comprehensive market information coverage, and sufficient risk assessment and control capabilities, making it difficult to make quick trading decisions [3] Group 2: Company Initiatives - Shenwan Futures has developed an intelligent service platform for industrial hedging, achieving significant breakthroughs in the futures industry since May 2024, providing effective strategies for Zhejiang Runfu Supply Chain Co., Ltd. [4] Group 3: Client Needs - Zhejiang Runfu, a steel trading company, emphasizes the importance of hedging operations in the futures market due to the increasingly complex supply-demand relationship in the steel market [5][6] Group 4: Smart Hedging Platform - The SmartGPT platform, developed by Shenwan Futures in collaboration with its parent securities company, utilizes a "WDD" architecture to capture both direct business signals and complex nonlinear information, enhancing service efficiency and quality [7] - The platform leverages deep learning to identify complex data logic, market risks, and trading opportunities, providing more scientific and precise risk pricing for financial institutions [7][8] Group 5: Implementation Process - The implementation process involves data standardization, daily analysis of macro and industry data, and model parameter adjustments, with continuous optimization based on out-of-sample data [10] Group 6: Project Outcomes - The intelligent service platform has received multiple awards, including the "Outstanding Achievement Award" at the 18th "Golden Fair" and has been recognized as a demonstration case in the financial technology innovation pilot program [12] - The application of the platform is expected to significantly enhance service to the real economy, improve market efficiency, strengthen compliance risk control, and ensure financial security [12]