ADVANCE™ METHOD 

A anticipate results with simple input

D duplicate code

V validate with similar complex inputs (idea of Taylor)

A archive code for the longterm - OFFLINE

N never trust a code / not get fooled by AI:

         questions, examples,

C consult / confront with peers

E explore alternative realisations