Press F1, Select or type "ESP-IDF: Configure ESP-IDF extension" then press "use existing setup"
I can confirm that that works. Both for me and other team members who ran into the problem yesterday.
Press F1, Select or type "ESP-IDF: Configure ESP-IDF extension" then press "use existing setup"