You should always be able to find the password for a WiFi network you're connected to. Finding a WiFi password may not be something you need to do very often ...
There are multiple ways to view the Wi-Fi password, but using Settings is the easiest. The Netsh utility, accessible via Command Prompt, shows passwords for all the networks you've ever connected to.
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