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You wouldn't run or develop code locally. AWS keys would be secrets managed by Vault or something.

If you have AWS keys on staff laptops at home, you've already failed.

We don't allow any code at all on local machines.

Where is the codebase kept then? Do you have to remote desktop in to your development environment?

Remote desktops are generally the access point for anything sensitive like source code or data.