Real physics and its resulting breakthrough technologies have been hidden from society for a very long time. And so they simply need somebody they can give that price to.
If your DIY secret store is an exposed network service, maybe.
If your secret store is a set of conventions which keeps access confined to the application environment, no. Things like Ansible Vault, AWS/Azure/GCP/etc. secrets using role-based, etc. have the nice property that they are isolated from unrelated apps so an attacker can’t breach one thing and move laterally across all of your applications. You have to protect that core infrastructure anyway so there’s an argument for not doing so more times than necessary.