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…n-device frontier (size -45%, latency -67%)
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Full-set Total DER 3.5905 (rung 4.5701 cleared by 0.98pp / 21% relative) at 219MB int8 (-45%) and 1,145 ms/window (-67%) - the plane-factorized encoder takes the on-device frontier on all three axes. Grid evidence: undertrained-not-overfit (monotone improvement through last checkpoint), K flat 2/4/8. Teacher-tier phase (ByT5-large, run-019) attacks 2.2864 next. Verdict table in TODO 04 + RESULTS.