Counterattack starts with controlling probability

Although Chen Kai is a genius in trading, academically, he is only slightly smarter than the average graduate student, and is not a genius in abstract concepts.

So he was still calculated by someone with ulterior motives.

One night, Chen Kai was sitting in front of his computer working on data when suddenly the screen flashed and the results from the model were completely wrong.

"What the hell is this?" Chen Kai's eyes widened, he rubbed them, and muttered, "Isn't this bullshit? The data is all messed up!"

He quickly called Li Hao: "Brother Hao, something happened! My model crashed. Did you change any parameters?"

Li Hao on the other end of the phone was stunned: "It didn't move, did you mess it up?"

Chen Kai rolled his eyes: "I'm not a novice, how could I possibly mess things up! Brother Hao, this must be a serious problem, help me take a look."

After some investigation, Chen Kai discovered the root cause of the problem - the data source had been tampered with!

He was so angry that he slammed the table. "Brother Hao, it was definitely Qin Lang who did this to me! This guy is too shameless. Does the academic circle still have any rules?"

Li Hao frowned slightly and analyzed calmly: "This guy does have some tricks, but it's not a big deal. Let's find the problem and make some adjustments."

"Brother Hao, you're so calm! I don't have your mental fortitude!" Chen Kai couldn't help but complain, "If we don't fight back this time, we'll be laughed at to death!"

Li Hao smiled softly after hearing this: "Don't worry, this time we will not only solve the problem, but also let him know that he has chosen the wrong opponent."

After some analysis, Li Hao quickly confirmed Chen Kai's guess.

It turned out that Qin Lang was behind this.

Not only did he tamper with Chen Kai's data source, he also spread rumors to the outside world through some channels, saying that Chen Kai and Li Hao's research model had major flaws and could not be applied to the actual market at all.

"This guy is trying to destroy the credibility of our research." Li Hao sneered, "We have to strike hard this time."

After hanging up the phone, Li Hao silently asked Lao Pi, "Lao Pi, what do you think? We can't let you down this time."

Lao Pi's voice sounded in his mind:

[The other side did use some tricks, but probability is our trump card. As long as we adjust the direction of the model, we can turn the situation around.]

Li Hao nodded and immediately began to adjust the model parameters.

Based on Lao Pi's suggestions, he optimized the details of data generation.

In less than half an hour, the new dataset came out, and the results not only fixed the problem but also made the model run faster and more stably.

"Amazing!" Chen Kai's eyes lit up after receiving the results. "Brother Hao, your skills are simply amazing! You can even play with data like this?"

Li Hao smiled and said, "The power of probability, when used in the right place, can have miraculous effects. You should learn from it."

Chen Kai scratched his head and said, "I'm really impressed, but Brother Hao, I have to treat you to a drink this time!"

Li Hao did not stop, but directly submitted the optimized data to the academic review system.

Within two days, the research team on campus highly praised their results and specially praised Li Hao and Chen Kai at an internal meeting.

At the same time, something went wrong on Qin Lang's side.

The rumors he spread were debunked one by one, and some people even found that his data models and theories could not stand up to scrutiny.

"How could this happen!" Qin Lang was so angry that he threw the cup on the table. "What on earth did that guy Li Hao use?"

His assistant said tremblingly, "Boss Qin, maybe they've made a breakthrough in their data model. How about we take it slow and not engage head-on?"

"Why are you slowing down?" Qin Lang glared at him. "Go keep an eye on them and see what they're up to this time!"

A few days later, Chen Kai and Li Hao held a celebration party in the school cafe. They each had a cup of coffee and chatted enthusiastically.

"Brother Hao, I'm really impressed this time." Chen Kai took a sip of coffee and sighed with emotion, "If it weren't for you, this paper would have been a failure."

"Don't always blame me." Li Hao smiled. "The result of our cooperation is the most important thing. Don't forget, you also contributed a lot."

"Brother Hao, you're being too modest." Chen Kai shook his head, then turned serious. "But honestly, Qin Lang won't let it go this time. We still have to be on our guard."

Li Hao nodded. "He's a real problem, but as long as we're steady, he won't be able to cause any major trouble. Besides, how long can this little trick last?"

"That's right." Chen Kai breathed a sigh of relief, then added with a smile, "But Brother Hao, I find it quite interesting to work with you. I'm really looking forward to working with you more in the future."

Li Hao looked up at him, a smile on his face: "Study hard, you'll have to practice more after graduation. You may not be able to clean up your mess next time."

"Don't underestimate me, Brother Hao!" Chen Kai grinned, his tone full of confidence, "Just wait, sooner or later, I will be able to stand on my own."

……

One weekend, UCB Business School held a large-scale inter-school exchange event, which attracted various elites and created a lively atmosphere.

Li Hao was not very interested in this kind of occasion, but when he heard that Liu Xia was going to attend, he followed her.

"Brother Hao, are you really going?" Chen Kai asked in surprise. "This place doesn't have any academic atmosphere. It's just a place where people from the capital circle act pretentiously."

"That's why I want to go and take a look." Li Hao smiled lightly, "Some people need to let me know that I'm not someone to be trifled with."

At the event, the lights were bright, and the guests were holding wine glasses, their smiles full of "intentions".

Liu Xia stood in the crowd in a lavender dress, her outstanding temperament quickly attracted a lot of attention.

Qin Lang was among them, staring at her with a half-smile.

"Miss Liu, you are so beautiful today that I can't take my eyes off you." Qin Lang stepped forward to greet her, his tone obviously flattering.

Liu Xia smiled politely but said nothing. At this moment, Li Hao walked over from the crowd.

"Brother Hao?" Liu Xia saw him and a hint of relief instantly appeared in her eyes. "Why are you here too?"

"Come and take a look." Li Hao replied calmly, his eyes sweeping over Qin Lang. "Boss Qin, we are really destined to meet each other."

Qin Lang raised his eyebrows, picked up a glass of wine, and said with a smile: "Brother Hao, what you said is interesting. Indeed, I always see you in places where I shouldn't see you."

Li Hao raised his eyebrows: "A place where we shouldn't meet? It seems that President Qin cares about me very much."

Qin Lang chuckled. "I wouldn't dare. It's just that Brother Hao has been very popular recently, so it's inevitable that people will pay more attention to him."

Not long after, the event entered the free speech session.

The host smiled and asked, "Dear guests, are you willing to share your views on the future of the capital market?"

Qin Lang was the first to raise his hand and stand up. "Ladies and gentlemen, in my opinion, the capital market is ultimately a contest of strength. No matter how advanced the technology or how complex the model, it all comes down to one question: do you truly have the ability to control resources?"

These words obviously had a specific meaning, and many people looked at Li Hao, waiting for his response.

Li Hao stood up calmly, his voice low but firm, "Boss Qin has a point. But I think controlling resources is one thing; creating value is the real key. After all, the capital market isn't simply about who has more money, but about who can make that money run faster and further."

Qin Lang's smile turned a bit sarcastic after hearing this: "Brother Hao's point of view is very novel, but I don't know if you have any concrete examples of what you said in practice."

"Want to hear examples?" Li Hao said calmly, "Then just give me two."

Li Hao calmly opened his tablet and projected a data chart: "This is the result of my team's recent research on AI trading models."

"During the most volatile market last year, our strategy not only outperformed the market but also achieved a return of over 150%. These achievements are all based on our understanding of data and technology."

There was an uproar.

Many people stared at the data on the projection and discussed in low voices.

Qin Lang's expression became subtle, and he forced a smile: "Brother Hao's academics are indeed impressive, but the actual operation of the capital market is not the place to read papers."

Li Hao smiled faintly. "Then take a look at this." He swiped his finger, switching to a different chart. "This is my actual trading record for a domestic company, New Star Investment. Over the past three years, our annualized rate of return has consistently ranked among the top in the industry. Mr. Qin, if you don't think this counts as actual trading, then I really don't know what does."

The venue suddenly became quiet, and everyone looked at Li Hao with incredible eyes.

Liu Xia walked over to Li Hao, her tone gentle but powerful, "Brother Hao's strength is never meant to be flaunted. But if anyone insists on questioning it, I believe the data has already given the answer."

Qin Lang's eyes darkened, and the corners of his mouth twitched slightly: "Miss Liu really has a keen eye for talent. However, the capital market is a place without emotions. I hope Brother Hao can always be so lucky."

"Luck is certainly important, but strength is more important." Li Hao replied coldly, "Boss Qin, you're so interested in my affairs, aren't you trying to learn from me? However, we're not on the same wavelength, so I'm afraid we won't be able to learn much."

Qin Lang's face changed slightly. He was about to speak when he was interrupted by the host, who announced the end of the event.

After the show, Qin Lang stood outside the hall, coldly watching Li Hao and Liu Xia leave. He gritted his teeth and whispered, "Li Hao, I don't believe you can always have it easy. One day, I'll make you pay the price."

On the way back, Liu Xia couldn't help but ask, "Brother Hao, you were so handsome just now. But aren't you afraid of offending him?"

"What are you afraid of?" Li Hao smiled. "The capital market is a place where wits and courage are the key. If he wants to play, I'll play with him to the end."

Liu Xia looked at him, feeling more secure, and said softly, "It's great to have you here."

Li Hao glanced at her sideways, his lips curled up slightly: "I feel really good when you are here."