Counterattack starts with controlling probability

Liu Xia, who had been influenced by what she had seen and heard and had accumulated a lot of practical experience in recent events, also joined the discussion with Professor Li Hao and Hall.

Since the outbreak of the black swan event, the capital market has been like a turbulent ocean, with surging waves constantly shaking everyone's nerves.

For Li Hao, this is not just a financial crisis, but also a profound questioning of market ethics and morality.

"Professor Hall, Liu Xia, how do you think the capital market should balance ethics and profits?"

Li Hao's words broke the silence.

Professor Hall pondered for a moment, adjusted his glasses, and slowly said, "The essence of the market is a channel for the circulation of information and resources, but it is not completely free from the constraints of social ethics."

“We’ve never really discussed how, when technology develops to a certain stage, the power of capital can somehow break through traditional ethical boundaries. When did the line between speculation and investment become blurred?”

Liu Xia could hear the doubt in Li Hao's words and frowned slightly. "With more and more market participants and rampant speculation, and those investors with technological advantages able to quickly exploit information asymmetry through algorithms, will those who follow the rules become increasingly powerless?"

Li Hao nodded, thinking about her words: "Yes, this reminds me of the big capital groups we are facing."

"Under their manipulation, the flow of information has become a commodity, while information should be a tool to serve the fairness of the market. Has the essence of the capital market become increasingly skewed by technology, or even lost its original meaning?"

Professor Hall murmured, “This is one of the core issues facing contemporary capital markets.”

"Technological progress has brought unprecedented efficiency, but it has also exacerbated market asymmetry. As you know, all progress has its shadows. The boundaries between speculation and investment are becoming increasingly blurred, and the balance between market manipulation and regulation is becoming increasingly difficult to grasp. Should giants that can manipulate technology really be given such power?"

"You mean, technological progress may lead to more serious market injustice?" Li Hao asked with a frown.

"Yes," Professor Hall's tone became more serious. "With the intelligence of algorithms, speculative behavior in the capital market has become more covert and efficient."

"Many times, the winners in the market aren't the smartest investors, but rather those traders who are able to foresee the market. They use algorithms and high-frequency trading to not only quickly digest market information but also manipulate prices and allocate funds, forcing other investors to make incorrect decisions."

Liu Xia sighed. "What should ordinary investors do in this situation? If technological development always serves the small number of people who have access to information and capital, where is the fairness and transparency of the market?"

Li Hao said: "I have always believed that the market should be an open, transparent and fair system, but the reality is that the market is always full of unfairness."

"Project Abyss and the dark side of some capital markets are examples of this kind of unfairness. But this doesn't mean we should give up. On the contrary, precisely because of the market imbalance, we should use technological means to guide the market back on track."

Professor Hall nodded slightly. "I agree. As you said, the market is not completely disordered. In my opinion, this crisis has sounded the alarm for us. In the future, we must not only address market volatility and instability, but also re-examine the ethical foundations of the capital market and explore how to restore market order."

Li Hao felt a deep sense of responsibility. This was not just a contest of technology and capital, but also a profound reflection on morality and philosophy.

He stated firmly, "We need a new market concept, a mechanism that can achieve efficient capital allocation while ensuring market fairness and transparency. The future capital market cannot be just a game of profit and technology; it should carry deeper social responsibilities and ethical frameworks."

Professor Hall looked at Li Hao with a hint of approval. "Your thinking is very insightful. Perhaps, from reflecting on this crisis, we can propose some new concepts, re-examine the ethical bottom line of market operations and the reasonable boundaries of regulation. Furthermore, by combining the latest technological developments, we can explore a sustainable market model."

Liu Xia also interjected, "You mean that the future capital market shouldn't just pursue efficiency and profits, but should also consider social responsibility and market fairness on the basis of efficiency?"

“That’s right,” Li Hao replied, his eyes gleaming with renewed determination. “If we can find a balance between technology and ethics, perhaps we can provide a healthier and more sustainable model for the future market.”

The three of them were silent for a moment, as if they were thinking about the far-reaching impact of all this.

An unprecedented power ignited in Li Hao's heart——

Not only as an investor in the capital market, but also as a responsible promoter, Li Hao believes that the future capital market will be able to find a more fair, transparent and responsible path.

However, at the moment, it is more important to preserve assets as much as possible, and at this time, Ji Shuqiang's key role is reflected.

Ji Shuqiang never thought that his technical capabilities would encounter so many challenges in the capital market.

Ever since Li Hao introduced him to New Star Investment and granted him the authority to mobilize proprietary funds for real-time investment, he once dominated the capital market with his extraordinary technical capabilities, which shocked veteran investment experts such as Chen Kai.

However, with the intensification of market volatility and the emergence of black swan events, Ji Shuqiang also felt unprecedented pressure -

In this complex and uncertain market, even the most sophisticated technology may not guarantee success.

Ji Shuqiang turned his eyes to the computer screen, his fingers tapping rapidly on the keyboard.

His algorithm model is designed to be almost perfect, the data feedback is extremely smooth, and his high-frequency trading strategy has been successful in previous markets and is extremely accurate.

However, as the market fluctuated violently, he began to notice that the model's predictive accuracy began to deviate.

"Damn it, it's getting further and further away, and the model's effectiveness is getting lower and lower."

Ji Shuqiang muttered to himself, he raised his head suddenly, a hint of uneasiness flashing in his eyes.

Market uncertainty has increased significantly, especially short-term sentiment fluctuations, which have caused his carefully designed algorithmic strategies to suffer a huge backlash.

Xingxing Zhitou's capital pool began to be affected, some single-direction high-frequency trading strategies began to face losses, and the panic in the market made investors' decisions even more irrational.

"No matter how powerful the technology is, it cannot withstand the disorderly fluctuations in the market." Ji Shuqiang began to reflect.

Is his understanding of the market still stuck in the past framework?

Just when he was confused, Li Hao's phone suddenly rang.

"Ji Shuqiang, how are you? Has the market turmoil affected you?" Li Hao's voice was full of concern.

Ji Shuqiang was silent for a moment, then sighed. "Brother Hao, this volatility is more severe than we expected. The model has deviated, and many of the data predictions are inaccurate. I'm even beginning to doubt whether relying solely on technology and models can succeed in such a market environment."

Li Hao's tone remained unchanged: "This crisis is not just a technical issue, but a deeper problem in the capital market. You don't have to put all the blame on yourself. Our advantage, in addition to our technology, is your understanding of the market."

Ji Shuqiang thought for a moment, "You mean, I have to re-examine the dynamics of the entire market, and not just rely on the existing strategy?"

"Yes, the underlying market fluctuations are far beyond the reach of technology. We can't rely solely on a single model; we must view the current market environment from a more comprehensive perspective," Li Hao said firmly. "If you feel the model isn't working, then try different approaches and respond flexibly."

Ji Shuqiang finally nodded: "I understand, I will adjust my strategy."

Just as Ji Shuqiang was adjusting his strategy, another force quietly emerged.

This was the second challenge he encountered in the capital market - interference from dark forces.

Some of his transactions began to be manipulated by unknown funds. The source of the funds was unknown, and the trading methods were covert and efficient, which was obviously targeting his strategy.

Several large-scale financial counterattacks forced him to begin to suspect whether other forces were deliberately sabotaging his plans.

Ji Shuqiang no longer has time to worry about his technical limitations. His goal is not only to overcome market uncertainties, but also to deal with the threats posed by these dark forces.

"What's going on?" Ji Shuqiang frowned. The data from the trading platform showed that his capital pool began to encounter reverse operations again and again. Almost all the funds for reverse operations seemed to be directed towards his recent key investment products.

He soon realized that there might be more than just an ordinary opponent behind these funds.

Ji Shuqiang sensed some hidden conspiracy—an invisible force was quietly interfering with his operations and even the order of the entire market.

At this moment, Li Hao contacted him again: "Ji Shuqiang, how are you doing recently? Is the market turmoil having a big impact?"

"The impact is significant," Ji Shuqiang said solemnly. "Some operations are completely inconsistent with market rules. It's like someone is deliberately disrupting the market behind the scenes. I suspect someone is deliberately suppressing our strategy."

Li Hao was silent for a moment, a hint of vigilance flashing in his eyes: "The power of the dark forces is growing stronger and stronger. You must be careful. They will not only challenge your technology, but also try to control the rules of the market."

"I know," Ji Shuqiang nodded, "I will continue to deal with these reverse operations, but I have a feeling that this war is far from being as simple as I imagined."

Faced with this unprecedented challenge, Ji Shuqiang's strategy gradually changed.