UPDATE:
I found the answer in another model README.md
Apparently, I had to add in the top of my README.md the following text:
---
language: ar        # <-- my language
widget:
 - text: "my example goes here in the requested language"
---

Hope this helps other beginners too  and would be awesome if someone put the link to the doc that discusses this issue.