It really is amazing how constant empirical experimentation led to improvements. The same happened with metallurgy, ceramics, glass, and many other materials.
So when the Empire collapsed and the market for that technology disappeared, so did the technology.
I have read some translations of a 5th century nobleman's complaints in Gaul that he had to bathe in the rivers because he couldn't find anyone who knew how to repair the baths in his villa.