Admire, Ali female program undercover more than 500 black production groups

Hello everyone , I'm the principal .

I saw a hot search news yesterday , It reminds me of some good ideas , I want to share with you .

The news is ： Xiaoling, a female programmer in ant financial in Hangzhou （ flower ） Undercover 500 There are more than black production groups , And mobilize relatives and friends to collect 3000 A bottle cap , Develop with colleagues AI Visual anti fraud model ,8 Months iteration 100 Remaining times , With high accuracy 99.3%, Help beverage manufacturers recover hundreds of millions of losses .

Actually , On the market “ There is a prize for opening the lid ” The bottle cap of has long been targeted by heichan , They collude with the insiders of the beverage factory , Steal the prize QR code , Then set up paid wool flocks to make money , Let's scan the QR code of the bottle cap . When the product comes into the market , When the user opens the product bottle cap again to scan the code , You will never sweep anything again , Because they have been swept away by the wool party .

therefore , Many newly bought drink bottles are covered , Clearly marked “ Code scanning courtesy ” But consumers can't sweep it out . because , This will also make businesses criticized , The beverage is also suspected by consumers that it has been opened .

Internet promotion is most afraid of being targeted by black and gray products , The mature industrial chain behind it , It will cause heavy losses to businesses , Make consumers feel depressed .

Even if businesses install cameras in the production process, it is difficult to find out who the insider is .

Actually , Black products are a headache for businesses .

Since the production end cannot be prevented , Then solve it from the terminal .

therefore , There is a scene on the news above , Hangzhou female programmer Xiaoling undercover 500 I went to find clues , The technicians of the rear ants finally choose to join in the last prize cashing link AI Visual anti fraud model to identify and analyze , Can accurately judge whether the Black Gray Wool party is cashing the prize , Or real consumers , With high accuracy 99.3%. Basically, red envelopes can be returned to consumers , Make sure that the QR code has not been swept away by others when you open the bottle .

This event , It reminds me of the book I read recently 《 Developer thinking 》, It is said that future programmers will only be exposed to specific scenarios , Contact specific problems , Can we use technology to solve problems efficiently , That is, programmers should not just stay behind , No access to specific problems , Only develop according to the description of the product manager or the employees of the business line , Such development efficiency is not only low , And it's hard to prescribe the right medicine .

Because for business personnel or product managers who do not understand technology , When facing product pain points , When customers have problems , Because I don't know the technology , It is difficult to find the best implementation path of Technology , therefore , The planned products are easy to lose shape , It is easy to lead to low development efficiency , Or it can't deeply solve the pain points of customers or products .

Ant's female programmer goes deep into the front line , Even undercover , Exposed to specific scenarios and specific problems , Targeted development , Only in this way can we efficiently develop products that can help users solve their pain points .

This matter , It also reminds me of those nucleic acid testing and sampling houses some time ago , It is said that 5 In case , Then it was purchased in large quantities by relevant departments , however , In specific use , The medical staff can't use it at all , On the contrary, it increases the difficulty of nucleic acid detection , This is the man who made this nucleic acid sampling house , No contact line , Do not know the specific use of medical personnel , therefore , Developed a useless product , A lot of resources are wasted .

Originally, it was not easy for nucleic acid testers , Especially in summer , It's hot , therefore , Provide a comfortable testing environment for testing personnel , Very good idea .

It looks good ？

For inspectors , The actual usage is as follows ：

For the tested people , The actual usage is as follows ：

therefore , To really develop products that can solve customers' pain points , You must be familiar with specific usage scenarios , Know the specific problem , To give targeted solutions .

stay 《 Developer thinking 》 In this book , The author believes that if technicians and customers are always separated from business personnel and product managers , It is difficult to base on pain points , Find the best technical implementation route , Because when the product manager doesn't understand technology , The products he planned , Cannot plan based on Technology , Obviously, there may be a simpler solution in the eyes of technicians , Instead, because the product manager doesn't know technology , Designed a more complex function , This leads to the reduction of development efficiency .

It's not unreasonable .

Actually ,《 Developer thinking 》 The author thinks that ： Programmers who understand business will be more popular in the future , He believes that programmers cannot be confined to technology , Be brave to break yourself , Good at communication , Will maximize the value of Technology .

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