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This article is the fourth and last in a series on how to use artificial intelligence to build a robust anti-abuse protection system. The first article explains why AI is the key to building a robust protection system, which is used to meet user expectations and increasing complex attacks. After introducing the natural process of building and starting an AI-based defense system, the second blog post covers the challenges related to training classifiers. The third article discusses the main difficulties in using classifiers to prevent attacks in production.Later, an optimized form evolved, namely content-based e-commerce. Instead of selling goods directly, the stage of content consumption is increased before purchase, and the effect is consumption decision. In other words, by planning the content that users may be interested in, sufficient purchase reasons are provided for users to place orders, thus improving product stickiness, re-purchase or transformation.Especially in some forums and other websites that support users to publish their own content, hackers can publish the addresses of their personal websites on them. Since the system will also add a token to this address, hackers can get the token on their own websites and launch CSRF attacks immediately. In order to avoid this, the system can add a judgment when adding token. If the link is linked to its own site, the token will be added later, and if it is connected to the external network, it will not be added. However, even if the csrftoken is not attached to the request in the form of a parameter, the hacker's website can also obtain the token value through the Referer to launch a CSRF attack. This is also why some users like to manually turn off the browser Referer function.哪怕跪下磕头，也要将他们请到眉山去，请他们帮助我们，救救兄弟们。陈启淡淡回答道。