From Vectors to Volatility: How AI Actually Applies to Trading (Not Magic, Just Math)
1 months ago 高效码农From First Principles: From AI’s Underlying Logic to AI Trading I. The Underlying Logic of Large Models Before delving into AI trading, it’s essential to clarify the computational essence of large models. Many people treat large language models (LLMs) as black boxes, assuming they “understand” language and can “think” through problems. In reality, when dissected, they operate on a set of vector operations. Core Idea: Represent Everything with Vectors Humans use words and grammar to convey meaning. Machines, however, only recognize numbers. The first step for large models is to map discrete tokens (which can be words or subwords) to …
Multi-Agent LLM Financial Trading Frameworks: Transforming AI-Powered Market Strategies
7 months ago 高效码农TradingAgents: The Complete Guide to Multi-Agent LLM Financial Trading Frameworks Introduction: Revolutionizing Financial Market Analysis with AI The world of financial market analysis is undergoing a revolutionary transformation through artificial intelligence. Today, I’ll provide an in-depth exploration of TradingAgents – a fully open-source multi-agent LLM financial trading framework. This innovative system simulates the complete workflow of professional trading firms, enabling multiple AI agents to collaboratively execute the entire process from market analysis to trading decisions. Whether you’re a finance professional, quantitative researcher, or AI developer, this framework deserves your attention. 📢 Important Note: This framework is designed for research purposes …