The past tense of go at breakneck speed is went at breakneck speed.

The third-person singular simple present indicative form of go at breakneck speed is goes at breakneck speed.

The present participle of go at breakneck speed is going at breakneck speed.

The past participle of go at breakneck speed is gone at breakneck speed.