I have a flow system

Chapter 232 Popularization and application of company AI

During this period of time, Wu Zhou is constantly testing the scope of use of Xiaohe and testing it.

Although it is said that there is no way for Xiaohe at this stage to directly invest in the market, because there is a high probability that it will bring about completely unknowable changes.

However, AI assistance that matches the current stage of development, or even slightly exceeds the current stage of development, and perfectly fits the company's development, will obviously be very beneficial to the company.

Wu Zhou used Xiaohe to produce a brand new company management ERP, operation assistant, scientific research assistant and so on.

After putting it into the company's operation step by step, it took only a few days to get feedback, and there were no bad reviews.

The efficiency is simply too high.

For example, before operation, you need to make forms, do ppt, and various skills may be required.

But now as long as the words are described in, or even pictures, to express what you need, the AI ​​system currently used by the company can automatically produce it.

And after multiple applications, each user terminal will automatically record usage habits and requirements, and even directly connect to the system.

For example, Liu Bin, Liu Fei, and Han Xinyan in the operation department had to do sales daily, inventory daily, product flow analysis, and industry traffic change trend charts every day.

Abnormal traffic, competitive product dynamics, activity effect analysis, new product discovery, etc., all kinds of tables.

Now, it is almost like turning on the computer, logging in to the system, waiting for two to three minutes, and after exporting the data from the database in the background of the platform, it will automatically produce targeted forms and even give a preliminary analysis report.

Greatly reduced the work of the operation department.

To make a simple comparison, before Han Xinyan made these tables every day, it estimated that it would take an hour or so, mainly due to the various backgrounds, the downloading takes time, and there is a lot of data.Although they have generated automatic forms, they still have to check and screen.

Now, after all these tables are generated, it only takes 3 minutes.

A comparison between an hour and 3 minutes.

In the past, the operation department felt that there were not enough manpower because there were too many chores. Now, it suddenly feels that the manpower is a little more abundant.
As for Liu Bin, he is the general manager of the operation department. Every day, N browsers are opened on the computer, and each background can be checked at any time.

And now they are all integrated into the company's AI system page.

Just opening this interface is enough.

One page integrates the detailed data of all online platforms.

And after using it for a few days, he even learned his analysis habits, and even produced preliminary operational suggestions based on his past operational decisions and operational effects.

With the same workload, Liu Bin used to need a day, and it was a brain-breaking job, but now it takes less than an hour, and he can finish it directly, and even said that it seems to be done better.

"I feel like I'm going to lose my job." Someone couldn't help but think.

"If you don't want to lose your job, you need to be emotional and use your imagination. In the future, imagination is ability."

Rational logic, the performance of AI is much stronger than that of ordinary people.

On the other side is the research center of Aiying Biology.

Cui Min is a young senior chemist at Aiying Biotechnology. Before coming to Aiying Biology, she was engaged in scientific research in a university. Unfortunately, her leader did not trust her very much. The school wanted to apply for R&D funds require seniority and relationships, which extinguished most of her enthusiasm for scientific research, and even gave her the idea of ​​leaving Huaxia.

And it happened that during that time, the headhunter of Aiying Group found her and offered her a very favorable salary and treatment.

It is definitely impossible to say that she doesn't like the salary. After all, she is also a human being, and she can't be pure-hearted, and she still has a family, needs to live, and needs money in all aspects.

Of course, what she values ​​most is scientific research, and the promise given by Aiying Group is that it will give her a sufficient scientific research budget and a completely free space for development. This level of trust once made her feel impossible.

Could it be a liar? In the end, it was determined that the Aiying Group was the famous Chinese leader on the Internet, and he visited it in person. After the contract in black and white at the company headquarters was placed in front of him, Cui Min still remembered the disbelief in his eyes at that time.

Because even though he hadn't looked for a job much, he knew that this contract was too loose, and it could almost be said that it had little binding force on the employed.

"Is this the kind of contract that Aiying Biotech recruits?"

"Of course not. Aiying Company treats different talents with completely different contract terms. You are an A-level talent selected by the group, so the contract terms given to you are of course the best in the company at present."

"Me? Grade A? The best? Are you sure you know my research findings? What I want to research is a new drug for rare diseases. Is it not easy to generate income?" Cui Min couldn't believe it.

"of course."

With a skeptical attitude, Cui Min still signed. The salary was more than 20 times higher than that of the school, and the funds for scientific research projects were increased by a hundred times. With such good conditions, she would be a fool not to sign.

Working for one year is almost equivalent to working in school for a lifetime.

In the subsequent work, although he only worked for less than 3 months, Cui Min was once again thankful for his decision at that time, fortunately he did not choose to go abroad.

The promise that the Aiying Group made to her at the beginning was fully fulfilled, or even overfulfilled.

Unexpectedly, it is just a cross-border enterprise in Huaxia, which can provide such a favorable scientific research environment.

Of course, the most important thing is that there are too many, too many people around me who can learn and communicate, and almost all of them are people who love scientific research.

This kind of environment where there are all the same kind around her and can help her improve her scientific research level really makes her feel like she is dreaming.

During this time, she was looking for a molecule that could inhibit an enzyme related to a genetic disease. She tested hundreds of candidate substances, and there were 3 candidates, but they still did not meet her expectations, and she needed to continue testing.

On this day, the person in charge of the company's information department called her into the office and introduced Li Yang to her. Li Yang is a data scientist at Aiying Group. He had been doing data support in the Aiying Biodata Center before. Work.

After Cui Min entered the door.

"Hi, my name is Li Yang, and I'm a data scientist at the company. The company recently developed a new generative model that can help your scientific research projects." Li Yang was straight to the point, without any politeness.

Cui Min prefers this method of communication, because it saves enough time.

"Hello, I'm Cui Min, a senior chemist in the company, how can I help?"

Cui Min was skeptical of what Li Yang said.Of course she knows about the generative model, but its reliability and accuracy are very doubtful.And from the bottom of her heart, she doesn't think a generative model can replace human expertise and intuition.

However, based on the good experience in Aiying's biological research during this period, she did not refuse.

Li Yang then followed Cui Min to her lab, where Li Yang connected his laptop to her workstation.

He opened an application, showing a very simple-looking interface with several options and parameters.

"Before we start, we need to determine the attributes of the target." Li Yang said. "For example, what kind of molecules do you want to find? Of course, this is more complicated. Is there any data about the binding affinity of your candidate substances?"

"Yes." Cui Min said, and gestured to her assistant who was not far away. Her assistant quickly started to operate on the computer, and after a while, a set of data appeared.

"Okay, then I will upload them to this model." Li Yang said, took out his mobile phone, and directly took pictures of the relevant data, one page, two pages, three pages. After a while, they have already appeared on the computer screen one after another.

"You can check to see if there are any errors or omissions in the data. If not, I will let him run it." Li Yang said.

Cui Min nodded, after a little inspection.

"no problem."

After Li Yang tapped, the interface started to run initially, and he entered the next page.

"Okay, now we can set the range of IC50 values ​​we want to generate." Li Yang said.He moved the two sliders on the screen until they read 0-10 nM.

Cui Min was slightly surprised by Li Yang's operation, but didn't say anything.

"This small value?" Assistant Cui Min was directly surprised. Generally, the smaller the value of ic50, the stronger the specificity of the antibody and the better the effect. "We don't have a candidate substance with such a low IC50 value yet."

"I'll know later." Li Yang said with a smile, but he was very confident. "It can explore regions of chemical space that you haven't explored."

He clicks another option that allows him to specify some additional constraints for the generated molecule.

"We also need to make sure that our molecules are drug-like compounds." After all, he is a data scientist recruited by the Aiying Group with a high salary. He has worked here for so long, and he has already understood a lot of common professional knowledge.Therefore, before Cui Min could say anything, Li Yang would have already opened the corresponding page.

"That means they should have a reasonable molecular weight, logP value, solubility, etc. We can use some common filters like Lipinski's rule of five or QED scores to screen out undesirable compounds."

He ticked some boxes on the screen and adjusted some thresholds accordingly.

"Is there anything else?" He asked Cui Min.

"Well, need to avoid molecules that are too similar to what I already have," Cui Min said. "Don't waste time and resources testing duplicate or near-duplicate compounds."

Li Yang nodded, and then entered 0.8 at the cutoff value of the Tanimoto similarity coefficient, which is a commonly used index for comparing molecular structures.

"Then it starts?" Li Yang turned his head and asked again.

Cui Min hummed lightly.

A button labeled "Generate" was then clicked.The model starts working, showing a progress bar and some statistics on the screen. Alice watched nervously, wondering if anything useful would turn up.

After about 3 minutes, the model completed the generation of 1000 molecules satisfying all conditions.It sorts them according to their predicted IC50 values, from lowest to highest, and displays them as 3D structures in a table format.It also highlights their key features such as functional groups, rings or heteroatoms.

At this moment, Cui Min no longer had the composure he had before, with a look of disbelief.

She walked to the computer and quickly scrolled through the interface, looking at each molecule carefully.And the more I looked, the more surprised I was. These molecules were indeed diverse and innovative, showing different skeletons, substituents, and linkages from her candidate substances.Some of them looked familiar, resembling known drugs or natural products; others were completely unfamiliar, displaying structures she had never seen before.She picked a molecule that had a complex ring structure with some oxygen and nitrogen atoms on it.

Cui Min asked Li Yang without looking back, "Can this molecule be synthesized? Is there a synthetic route?"

"Of course." Li Yang nodded. "Our model can not only generate molecular structures, but also generate synthetic routes. You only need to click this button to see detailed steps and reaction conditions."

Speaking of which, Li Yang moved the mouse, paused at a certain position to signal to Cui Min to look at it, and then clicked lightly, and the screen instantly jumped to a new window, showing the synthetic route of the molecule.It consists of four steps, each of which gives the required reagents, solvents, temperatures, and times.

"I never thought that new drugs could be designed and synthesized in this way." The shock on Cui Min's face was still there, but there was an uncontrollable smile.

For her, this is really useful and easy to use.

"Mr. Cui, am I going to lose my job?" Assistant Cui Min on the side had a bitter face, because the work just now was the work he did on weekdays, but what is certain is that his workload for several months It can't compare to the results of this system in a few minutes.

At this moment, he felt that his previous work had completely lost its meaning.

"Not for the time being, you can do something else," Cui Min said without turning her head. At this moment, she is constantly clicking on the synthetic route of one compound after another.

The eyes are full of surprises.

(End of this chapter)