Chapter: 6545

Ye Chen's eyes lit up, and he asked him, "Li Yalin has a specific plan, doesn't he?"

Li Yalin replied, "To break through Clearwater, I've already narrowed down their clues in Nigeria to just seven or eight oil fields. However, to pinpoint which one it is, we'll need to go to Nigeria and analyze the goods and transportation routes. Only then can we determine which one of those seven or eight oil fields they actually went to. But I'm sure we wouldn't be able to find out if we didn't have any information at all."

Lin Wan'er asked curiously, "Li Yalin, AI is not very accurate when it doesn't have enough usable information. Sometimes I'll ask it some difficult questions, and it will just give a random answer based on its understanding of one-sided content without being responsible."

"That's right," Li Yalin said. "This is where we need to test how different our AI model is from others. We can let it analyze the problem and then present its analysis process and basis. Ultimately, whether or not we believe and accept its conclusion will depend on our own judgment."

As he spoke, Li Yalin added, "I've been studying this AI model since yesterday, and its computational power is indeed very strong, but it lacks a bit in logical thinking. It's more like a talented child that needs constant guidance and training. My current plan is to see if I can train it to develop some investigative awareness."

Ye Chen said, "Li Yalin, now that we have a general direction, let's just get started with the practical work. The interface for Tiantian's data has already begun collecting data, and our priority is to grab the relevant data from Nigeria. You can start training AI right away."

Li Yalin nodded and said, "Okay, Ye Chen. I'll try it out."

Subsequently, Li Yalin gave AI a task: "Which of these companies do you think is most likely to hide thousands of people inside without anyone knowing, and why?"

He then told the AI model the names of the seven oil fields that had been narrowed down.

The AI quickly began its own thinking and calculation, gathering information related to those oil fields, and then analyzing and comparing data. Within a few seconds, it responded, "I think the company most likely to hide thousands of people is Rafael Oil, because I compared the relevant labor union data for seven oil companies in Nigeria. This company has the smallest registered employee count among the seven oil companies, but its production capacity ranks second. Its per capita output is already far beyond the normal standard for Nigeria's oil exploration industry, which proves that it has more unknown workers working for him."

Subsequently, Li Yalin said, "You also need to consider the possibility of non-registered employees. Your statistical dimension is based on employee information data, which comes from labor unions. This means that only officially registered employees who have joined the unions are recorded. If they extensively use unregistered workers, your judgment may be biased."

The AI responded a few seconds later, "You're right. I've reviewed all relevant information about non-registered employees in Nigeria and found numerous reports of accidents or deaths caused by their work. It seems that this situation is quite common in Nigeria."

Li Yalin said to everyone, "AI's execution ability is indeed very strong. Simply retrieving and collecting relevant data without official channels can be time-consuming and labor-intensive for humans, but it only takes a few seconds for AI."

After saying that, Li Yalin asked him again, "Can you think of any other way to verify this?"

The AI responded a few seconds later, "I just obtained the data library information from Nigeria's Energy Ministry website through a front-end vulnerability. I got the monthly electricity consumption data for seven companies and then used the databases of Nigeria's Oil Ministry and Tax Department to get their monthly production data. Based on these two datasets, I calculated the unit electricity consumption for each oil field, which is the amount of electricity required per ton of oil produced. Among them, KS Oil Company has the highest unit electricity consumption, exceeding the average of the other six companies by 15%. This suggests that they may be using an additional 15% of electricity for unknown reasons, and I have reason to suspect that this is where thousands of people are hiding."

Li Yalin raised an eyebrow and laughed, "This is quite clever, and it's indeed impressive that you can gather so much non-public data in such a short time."

Yi Chen asked him, "So does KS Oil Company really have a strong suspicion?"

Li Yalin shook his head, "Not yet. AI lacks understanding of human nature and may ignore many objective factors."

After saying that, he told the AI again, "You haven't considered the possibility that an oil company may be falsifying production data. Although they may not be able to fake their electricity consumption data at the Energy Ministry, if a company is secretly falsifying its production data, it will indirectly increase your unit electricity consumption figure. In other words, if KS Oil Company isn't using an additional 15% of electricity but is instead quietly falsifying 15% of its production data, then your judgment would be incorrect again."

The AI responded immediately, "You're right. I've searched for information about falsified production data in Nigeria and found that oil smuggling is a serious problem there. Falsified production data is almost common knowledge in the Nigerian oil industry. If KS Oil Company exists, then this dataset's credibility will be significantly reduced. And if all seven companies are falsifying their production data to different degrees, then the unit electricity consumption data would lose its meaning."

Li Yalin said again, "You should consider human nature, especially the psychological characteristics of criminals. Sometimes, criminals who are engaged in very serious illegal activities will try to avoid exposure by doing their best to conform to the law in other areas. This may give you some inspiration."

The silence that followed Li Yalin's words left AI in contemplation for a full minute.

One minute later, AI suddenly opened its mouth and responded, "I have already organized all relevant books on criminal psychology and classic cases from around the world. From now on, I will consider criminal psychology as an influence factor with an impact index of 50%."

AI continued, "Based on the new influence factor ranking, the target company should be the one that is least likely to falsify production data or evade taxes among the seven companies. However, if this logic holds true, they would have increased electricity consumption by thousands of people, and the unit electricity consumption figure would necessarily increase. This means that KS Oil Company would again become the prime suspect due to its high unit electricity consumption, which may be an error judgment caused by falsified production data - it's a self-reinforcing cycle with no solution."

Li Yalin said, "If this just appears to be a dead-end loop but is not actually one, then there must be a key point that has not been caught yet. If it is indeed a dead-end loop, it often means we have found the right direction. The problem now is how you can try to break your own judgment, which is like building a house and ensuring its roof does not leak. You need to make the waterproofing as good as possible before trying to pour water onto the roof from above. If you cannot pour in the water, it means your approach is correct. If you can, it means your approach is wrong." JrNovels.com