CONSTRAINTS: 10 MINS ON 8xH100 & <16MB BATCHES WEIGHTS BINARIES EVAL LOOP FINEWEB SHARDS TOKENIZER & LOADER TRAIN_GPT.PY WALL-CLOCK TIMER MUON OPTIMIZER COMPRESSION QUANTIZATION PARAMETER TYING HASHING COMPACT ARTIFACT SUBMISSION.JSON /RECORDS STACK