Another good engineering principle is to write a lot of tests. I know it is a basic rule of engineering but it is not always followed.

However, beware as the result of your test will also be seen by auditors, so if you refactor a system, it is better to have a write/solve approach than write all your tests firsts and solve them afterwards.