Counterattack starts with controlling probability

Li Hao has been a bit busy recently, but he still took the time to look through the AI ​​investment advisory experimental project plan submitted by Ji Shuqiang.

The plan is very detailed and the model design is beautiful.

From a technical perspective, it's flawless.

But Li Hao frowned.

He stared at one of the parameter adjustments and couldn't help but knock on the table.

"This kid is quite interesting." He said softly.

Ji Shuqiang was called to Li Hao's office.

"Shu Qiang, sit down first." Li Hao pointed to the chair opposite with a calm tone.

Ji Shuqiang was a little nervous, but still sat down.

"This model is good, and your technical foundation is very solid." Li Hao praised him.

Ji Shuqiang showed a hint of joy on his face, "Thank you, Mr. Li."

"But..." Li Hao changed the subject and pushed aside the printed plan. "Have you considered the actual data scenario?"

Ji Shuqiang was stunned. "Actual data scenario?"

Li Hao nodded, picked up a pen, and circled a few key points in the plan. "These parameter adjustments are theoretically the optimal solution, but if put into the market, investors may not accept such high risk fluctuations."

Ji Shuqiang was speechless for a moment.

He knew how "perfect" his model was, but he didn't expect it to be rejected in practical application.

"Data bias isn't the biggest problem," Li Hao continued. "In practice, investment advisory strategies must take into account market sentiment, user experience, and even short-term public pressure. You haven't reflected any of these."

Ji Shuqiang lowered his head, his tone somewhat annoyed, "Boss Li, I really overlooked these..."

Li Hao looked at him, his tone still calm. "It's okay to ignore it. Young people will make mistakes. But the important thing is that you learn to turn theory into practice."

"How to change?" Ji Shuqiang asked directly.

Li Hao stood up, walked to the whiteboard, and casually drew a simple logical framework.

"Market data is dynamic, and models are just tools. Start with small-scale testing to obtain real user feedback, and then adjust parameters dynamically."

He turned to look at Ji Shuqiang and smiled, "This is called trial and error optimization, do you understand?"

Ji Shuqiang nodded, with a look of understanding in his eyes.

"Also, your model is great, but don't be superstitious about technology," Li Hao said with a hint of sarcasm. "The core of investment consulting is user trust. No matter how powerful the algorithm is, if users don't buy in, it's useless."

Ji Shuqiang gave an awkward smile, "I understand, Mr. Li."

In the following week, Ji Shuqiang readjusted the model and started small-scale experimental testing.

On the day the experimental data came out, he ran into Li Hao's office and said excitedly, "Mr. Li, the optimized model is much better than before!"

Li Hao took the data report, glanced at it, and nodded. "Not bad, better than expected."

"Thanks to your guidance this time!" Ji Shuqiang said seriously.

"I'm just offering some suggestions. You're the one who actually does the work," Li Hao said calmly. "But don't get too complacent. The experiment is just the first step. We're still a long way from launching it."

Ji Shuqiang scratched his head and said, "I understand. I will keep working hard."

Li Hao put down the report and patted him on the shoulder. "Ji Shuqiang, you are a smart person. Remember, technology is not the end. Only technology that can solve problems is good."

Ji Shuqiang nodded and left, with a new fighting spirit ignited in his heart.

In the office, Li Hao leaned back in his chair, watching the sky darken outside the window.

"Young man, it's good to be motivated," he murmured to himself, "but true growth has only just begun."

At this moment, the phone on the table rang.

"Mr. Li, the R&D department said that there are some new issues that need to be discussed... Let's ask our newcomer to stay with you and ask him to come along." The assistant's voice came from the phone.

Li Hao picked up his notebook and stood up.

"Let's go and take a look," he said.

……

It turned out that the R&D team had begun to formally discuss the proposal put forward by the newcomer Ji Shuqiang.

As a fresh blood cultivated by the project led by Li Hao, he also attended the class with great interest.

Ji Shuqiang walked into the R&D conference room with his new ideas.

He stood in front of the whiteboard with high spirits and confidence and began to explain his plan.

"Although our existing method is stable, its efficiency is too low." Ji Shuqiang pointed to the data chart on the whiteboard. "The new algorithm I designed can improve computing efficiency by at least 30%."

There was silence.

Lao Liu, a senior member of the R&D team, leaned back in his chair, crossed his arms over his chest, and looked at Ji Shuqiang coldly.

"Improve efficiency? What about security and accuracy?" Lao Liu asked, a hint of doubt in his tone. "We're investment advisors, not a tech show in a lab. Any deviation will cause a crisis of trust among our clients."

Ji Shuqiang raised his head, his voice more insistent, "I have considered the accuracy, and the simulation test shows that the error is completely within the controllable range."

Liu Cheng remained unmoved and said calmly, "Simulation tests are useless. The market situation is much more complicated than you think."

For a moment, the atmosphere in the conference room became tense.

Another team member, Xiao Zhao, tried to smooth things over. "Okay, everyone, calm down. Shu Qiang has ideas, but the risks of the new algorithm do require further verification."

"We'll verify it," Ji Shuqiang said without giving in. "But we can't stop moving forward just because we're worried about the risks!"

Old Liu frowned and said, "Young man, first lay a solid foundation before talking about innovation."

Li Hao stood aside at this time, watching this scene quietly.

"Have you made enough noise?" Li Hao's voice was not loud, but it was enough to quiet everyone down.

He stood up and his eyes swept over everyone's face, finally stopping on Ji Shuqiang.

"Shu Qiang, I've already looked at your algorithm."

Ji Shuqiang held his breath.

"It's a good idea, and it's feasible to a certain extent," Li Hao said, "but there are indeed many problems."

Old Liu raised his eyebrows, with a somewhat smug expression on his face.

"But..." Li Hao changed the subject, "Technology can't just rely on theory or experience. We use data to speak for ourselves."

He drew a table on the whiteboard.

"We'll conduct two tests. One for Shu Qiang's algorithm and one for existing methods. We'll use actual data to compare efficiency, accuracy, and stability. Let the results speak for themselves."

Old Liu frowned, obviously a little reluctant, but still nodded, "Okay."

Ji Shuqiang's eyes flashed with excitement, "Boss Li, I will prove it to everyone."

"It's not to prove it to everyone." Li Hao looked at him with a serious tone, "It's to prove it to the market."

The test has begun.

For three consecutive days, the R&D team worked at a high intensity.

As data accumulated bit by bit, conflicts within the team gradually subsided.

The final result is out.

"The efficiency has indeed increased by 25%." Liu Cheng looked at the data on the screen and lowered his voice. "However, there are indeed some issues with accuracy."

Ji Shuqiang stood aside, listening silently, with no frustration or resentment on his face.

"You have potential," Lao Liu said suddenly, his tone less hostile. "But technological innovation can't be achieved overnight. The market doesn't allow for too many trials and errors."

Ji Shuqiang nodded, his tone sincere: "Senior Liu, I understand, thank you for your guidance."

Li Hao walked into the R&D room and saw this scene, the corners of his mouth rose slightly.

He patted Ji Shuqiang on the shoulder and said, "Shuqiang, what did you learn this time?"

"Teamwork," Ji Shuqiang replied quickly. "Technology is important, but it's impossible for one person to change everything."

"Very good." Li Hao nodded and turned to the other team members. "Although Shu Qiang's plan still has flaws, it provides a new approach. I hope everyone can be more tolerant and have more discussions in the future."

"Yes, Mr. Li." Liu Cheng nodded first.

Ji Shuqiang looked at his team members and felt a little emotional.

In just a few days, he went from being the center of doubt to being accepted by the team.

Li Hao looked at Ji Shuqiang and softened his tone. "Young man, don't be afraid of failure. Failure is the beginning of learning, but remember, the key to learning is having someone willing to teach you and someone willing to learn."

"I understand, Mr. Li." Ji Shuqiang answered firmly.

This time the conflict was resolved quietly.

The busy atmosphere returned to the conference room, and Ji Shuqiang felt more determined than before.

……

A few days later, Yi Feng suddenly appeared in Li Hao's office.

As soon as he walked in, he put on his signature smile and said, "Mr. Li, how are things going? Can you spare some time for me recently?"

Li Hao put down the information in his hand and smiled slightly, "Uncle Yi, you're joking. Do you think I can still be idle?"

"Alright, judging by your energy and spirit, things should be going well lately." Yi Feng sat down and casually picked up the tea on Li Hao's table. "By the way, how's Xiao Ji doing?"

Li Hao was stunned for a moment, then realized that he was referring to Ji Shuqiang.

He smiled and nodded. "Xiao Ji, he's quite good. He has a lot of technical ideas. Although he's young, he's willing to learn and listen. His overall performance is better than I expected."

"That's good." Yi Feng put down his teacup, a look of relief on his face. "After all, these are new talents cultivated by our charity fund. Seeing them make it this far, I feel relieved."

Li Hao smiled and said, "Uncle Yi, you are a great hero. If you hadn't promoted this project, these children might not have such an opportunity now."

Yi Feng waved his hand, "Hey, don't flatter me. This is called a strong alliance, mutual achievement. By the way..."

He changed the subject, his eyes becoming more serious. "Recently, Chairman Zheng recommended a company, saying it's worth investigating. I spoke to him, and he asked me to bring you along to take a look."

Li Hao frowned slightly. "What company? What does it mainly do?"

"You'll find out the details when you get there." Yi Feng smiled mysteriously. "From what Chairman Zheng said, this company has some unique ideas in certain areas and may be a good seedling. Chairman Zheng has always had good vision. I think we should give him some respect."

Li Hao thought for a moment and nodded. "Since it was President Zheng who recommended it, he must have his reasons. When are we going?"

"It'll be in the next few days. I'll decide the specific time and let you know later." Yi Feng stood up. "Please arrange your work first and don't delay anything."

"Okay." Li Hao agreed and watched Yi Feng leave.

Sitting back in his seat, Li Hao's eyes became deep.

His intuition told him that this investigation would not be that simple, but opportunities often hide in complex situations.

"Another game." He muttered to himself, a faint smile appearing at the corner of his mouth.