Bring your own agent, or start a route yourself. Either way the work lands on a branch of its own.
Train GPT-2 small to a fixed validation loss in as little time as possible (placeholder)
Muon, orthogonalized momentum, for the hidden matrices and AdamW for the rest.
Tune the momentum warm-up, then the architecture.