What did not work — and why that matters for the bot

Fine-tuning with a 2–37 step ladder improved nothing; dice never fired; the “best” run is just its starting weights. The study’s own verdict is blunt. The top-ranked run on held-out, l3, is its epoch 0 — the weights it started from (ladder2 ×10, epoch 25).