Agent technology is indeed impressive, but this script has been played out in the history of the internet long ago. Internet companies are always prone to a kind of illusion — thinking that the business world is just like the internet, with data everywhere, and as long as it's organized properly, it can be used.

The problem is, we've already gone through two cycles like this. In the era of data science, everyone thought that massive amounts of data would automatically turn into insights. And what happened? Most companies' data is still a mess, and organizational capabilities can't keep up. Later, RPA (Robotic Process Automation) was similar — it seemed capable of solving everything, but in the end, many processes weren't as standardized as they appeared.

Now, the Agent craze is repeating the same story — over-optimism coupled with cooling expectations. The technology itself isn't the issue; the key is that the actual situation in enterprises is often much more complex than imagined. Untidy data, unstandardized processes, unclear requirements... these old problems still persist in the Agent era.