Why I stopped trusting the official Wikipedia dataset, and what I did about it

It all started with a DM from a friend, member and contributor to the Moroccan Wikipedia community. "Are you using the current version of Wikipedia? The official dataset is severely outdated. We added so many cool articles nowhere on huggingface" He was right. I was running a 2023 snapshot in 2025.