Unfortunately the answer is that you better get comfortable with the feeling and know that when something goes wrong it's not the end of the world (for most of us, some of the AI labs it may actually be) and while it will be painful you fight through the incident, you do the post mortem and you don't let that class of error happen again.
There are some techniques, which you hated as an IC that you'll now have to embrace:
1. Have it write a doc and review it.
2. Have a strong point of view on critical parts of the architecture and one way doors. Review those mercilessly.
3. Spot check and taste test the code.
4. Be merciless about the small mistakes you see slipping in expand scope on them to find the class of problem it is.
5. Think about contracts and test coverage and failure modes at a higher level. What is the most effective way to find misalignment without reviewing every line.
Know that through this meta process you will squeeze out risk but that you won't eliminate it and at some point you feel like you squeezed out enough risk to ship.
And when something does go wrong take that moment to find a way to add another step to your risk reduction process that eliminates that class of errors not just that individual error.