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Run stock GPT-2 SGDM to validation target on full horizon - #173
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Replaces the under-converged 6,200-update SGDM short profile with a fresh full-horizon target run: 19,560-update cap, 700-update linear warmup, cosine decay to zero, validation/WeightWatcher every 250 updates, and an explicit
--stop-at-targetlauncher option that stops only after full validation reaches NLL <= 3.28. Keeps stock GPT-2 Small unchanged and retains LR 0.3 / momentum 0.9 / matrix WD 3e-5. Alpha remains diagnostic only. The previous short run remains historical output.