Reviewing my fund investment performance in Alipay in the first half of the year, the annual yield was 11.51%, outperforming the CSI 300 Index by 11.30% 🤑 Previously configured with an AI agent investment portfolio, after encountering a Waterloo on the blockchain in Q1 of 25, I basically stopped participating in the game of PVP on the chain, which is destined to be a negative EV, and instead invested more time and energy resources in PVE type investment activities. Specifically, I would like to verify whether the trading system and investment framework developed over the past two years through training in cryptocurrency market investment trading have generalization ability and can continue to be effective off exchange. The result of outperforming the Shanghai and Shenzhen 300 Index by 11.30% proves the generalization ability of my trading system in stages. My trading system principle is simple and clear, which is: based on data insights into macroeconomic cycles, seasonal cycles, asset attributes, and judgments of major financial market events (which are actually the least important), adhere to the use of anti fragility strategies to allocate different risk return ratios and remove related assets, supplemented by market sentiment observation to determine timing for profit taking. This trading system cannot achieve high rate returns for single coin A7, but it can achieve positive returns that outperform the market beta in the 25 year H1 market, which is both highly uncertain and volatile. This is also why I refused this year ❌ Confidence and confidence in participating in Meme Coin PVP.