A hard problem went into a chat. What came out was a longer transcript.

People started from the tooling, faced a blank page, and started from zero again when a similar problem came back.
The missing piece was not another assistant. Violet thinks with you, then does the work — code, research, documents, analysis. Save what worked as a Skill, and don't start from zero next time.