dilushin

It is in my private repo, let see if I can OSS this part )

I have something simmilar brewed in my multi-agent system, showing and saving cost data on every agent flow run.

You are right and sorry about that, I am new here, already learned my lesson )

I build this as an advisory board for myself and very quickly understood I can use it for predsictions.

Politics and war (sport and weather as well) have too much noise and more unknows that knowns to the public and very hard to predict, on the other hand fed numbers (and stocks) can be compared and verified.

I was already thinking abot post-mortems after each round (self-improve loop), thanks for sharpening it out!

Cheating is impossible, because numbers are written into git before the real-world answer come out, so they can't be faked.

Regarding "Baltimore Stockbroker Scam", you are right and thanks for pointing out! The current release is local OSS library with your own API keys, no hosted leaderboard exist yet. In the futere tho, I can prevent it with one real account per person and rate-limitting the board creation. In addition min track record and transparency (can't delete or hide recordd) will do the job.

@panarky thanks for insights! any more grill is wellcomed )