VScode and Jupyter interface are using different kernels and environments

I need to figure out why env is different and how VScode decides which env pickup, e.g. see example here:

<img width="987" height="709" alt="Image" src="https://github.com/user-attachments/assets/361c1681-9290-4190-ad92-415d974399ca" />