Shi Chao Ma / Profilo

向外求解试图缩短等待大数定律的时间，但永远有死亡路径比它更短。
向内求解直接扩展死亡路径的长度，让“活着等到趋势”的概率趋近于100%。

Financial market fluctuations constitute an anthropogenic chaotic system. Thus, any trading approaches based on technical indicators, economic forecasts, or personal predictions represent high-risk, non-logical subjective conjectures – including big data analytics, which should only serve as auxiliary reference at best. For exponential growth models that tolerate zero margin of error, big data becomes dispensable; it merely provides non-transactional contextual reference.

The most direct solution to chaotic systems lies not in seeking universal predictive formulas, but in deconstructing all constituent elements of the system. For each elemental subset, we must develop comprehensive contingency protocols. This constitutes the essence of transactional AI in finance: executing dimensionality reduction methodology by applying five-dimensional frameworks to analyze and manage four-dimensional chaotic systems.

金融交易的涨跌属于人造混沌系统范畴，所以只要出现技术指标、经济走向、个人预判等这类主观臆断的交易思维都是高风险非逻辑的，其中也包括了大数据分析，而大数据只能提供辅助参考。对于容不得半点错误的指数级递增模型来说，大数据可有可无，只适用于非交性易因素的参考。解决混沌系统最直接的方式不是寻找万能预判公式，而是挖掘所有能构成这一体系的元素。针对每个元素子集，制定万能的应急预案。立足五维对四维混沌系统进行降维打击，这才是交易性金融人工智能的本质。

The rise and fall of financial transactions belong to the category of artificial chaotic systems, so any subjective speculative trading thinking such as technical indicators, economic trends, personal predictions, etc. is high-risk and illogical, including big data analysis, which can only provide auxiliary references. For exponential growth models that cannot tolerate any errors, big data is optional and only applicable as a reference for non trading factors. The most direct way to solve chaotic systems is not to find universal prediction formulas, but to explore all the elements that can make up this system. Develop universal emergency plans for each subset of elements. The essence of transactional financial artificial intelligence is to reduce the dimensionality of four-dimensional chaotic systems based on five dimensions.

The world is a chessboard, on which we played games that will never supposed to be fair, I hate to say this. But we do inherit most of the social capitals, that get to decide what kind of role we start with when we come to the world. The world is not fair, but it doesn't make it any less worthy of living, so go play with what you have, carefully but boldly at the same timetime to unleash the unknown possibilities of life or change the game.

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