[bluecrab]

That's false, the fact that I no longer rely on it is enough proof that it has gotten worse for me.

[imtringued]

Continuous training is the holy grail. Yes you can just retrain with the updated dataset but guess what, you will run into catastrophic forgetting or end up in a different local minima.