The past tense of make it up as one goes along is made it up as one goes along.

The third-person singular simple present indicative form of make it up as one goes along is makes it up as one goes along.

The present participle of make it up as one goes along is making it up as one goes along.

The past participle of make it up as one goes along is made it up as one goes along.