Title: Drew a sketch, then it actually ran

Title: Drew a sketch, then it actually ran

I drew this sketch when I wasn't sure if the idea would work.

It maps out a module I call the "random brain" — the system randomly picks 2–3 experts, gives them an open topic (e.g., "explore unknown cross‑industry possibilities"), and lets them discuss without a user asking a question.

The normal flow is user‑driven. This one is system‑initiated. The goal is to explore directions that aren't already in the expected range.

The sketch covers the module structure, trigger method, entry point generation, and result handling. After I drew it, I started coding.

The test results surprised me a little.


Out of three test runs, one gave me something I hadn't seen before: the two experts actually started referencing each other's points and building on them.

The medical expert picked up the strategy expert's direction on environmental monitoring and added the concept of "bio‑indicators." The strategy expert took the medical expert's DNA storage idea and added a full lifecycle carbon footprint angle.

They weren't just listing directions anymore — they were responding to each other.

Of course, not every run comes out that clean. In the third test, I added a third expert. The discussion got wider but also less focused. The output quality varied, which means the module still needs work on consistency.

But for the first time, I saw the structure from the sketch produce something unexpected in a real conversation.

This module isn't stable enough to show as a finished feature yet — but it proved the direction works.

Next step: improve consistency so different expert combinations can generate similar quality. For now, I'm keeping the second test result as the current representative output.

Some background:

The project is a multi‑expert AI Q&A system. This module is one of its experimental modes.

Code is open‑source on GitHub (core implementation kept private for now, design record is public).

I work on this in my spare time — I'm still doing delivery shifts during the night.

Project link:
https://github.com/ammorick/ai-learning-journey