Stop blindly believing in these completely outdated 'X recommendation algorithms'! The so-called 'analysis' is pure misinformation. The fact that it can still get hundreds or even thousands of likes is just ridiculous. Just ask Grok or ChatGPT, and you'll know the truth: all the 'rules' circulating right now are based on open-source data from March 2023. (https://(github.com)/twitter/the-algorithm-ml/blob/main/projects/home/recap/README.md) Use some common sense—do you really think a tech company at X's level would go nearly two years without iterating or updating its core recommendation system? I’m not denying that interactions like retweets, comments, and likes do have a positive impact on content, but they’re no longer the sole or decisive factors as described below. Because the underlying logic has completely changed. The old algorithms might have only looked at data weights, but now X has integrated Grok, which understands semantics and content. This has fundamentally transformed the recommendation mechanism, and the old rules are basically useless today. The current algorithm is even personalized for each user. The system no longer follows a universal formula but instead adapts in real-time based on your behavior. For example, if you just liked a Tesla post, your feed will immediately be restructured based on the semantics of that action. This kind of dynamic logic can’t be explained by a rigid set of rules. And let’s not forget, Elon Musk mentioned in an interview earlier this month that a brand-new algorithm will be deployed in December to specifically promote high-quality content from new accounts. So, forget about those outdated hacks. In this era where AI truly understands content, creating more interesting, high-quality content and sharing genuine personal experiences is the only shortcut that works.