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2026-07-11Draft 6: formulation correction conceded precisely; ↵Yuren Hao
same-gradient-different-algorithms answer with the two resolvents; note attached; scope concession (MLP/CNN/RNN)
2026-07-11Draft 5 FINAL: post-quick-reply follow-up shape (Overleaf link + gap ledger ↵Yuren Hao
+ 3.2x calibrated against their 18-day App B + cost table + analog hook + two-papers ask) + send checklist
2026-07-11Ben draft 5: engages 2606.03584 directly (Eq.10==our objective; ↵Yuren Hao
AsymEP-reduces-to-vanilla answer; mod-PGD convergence; their beta one-liner -> our quantified SNR); claim rescoped to first-transformer-LM; hardware paragraph tied to their open question
2026-07-11Ben draft 4: academic register (metaphors stripped per user style ↵Yuren Hao
correction); register-split rule recorded in style profile
2026-07-11Ben draft 3.1: closing paragraph = split-vs-merge strategic ask (our lean: ↵Yuren Hao
two papers, capstone at 'the broadest venue the result can carry' — Nature unspoken)
2026-07-11Ben draft 3: largest NN (not LM), no cascade internals, gap-vs-no-gap as ↵Yuren Hao
headline, 3B-Chinchilla/7-8B earn-the-conversation framing, analog-LM plan hook for Rain
2026-07-11Ben reply draft 2: news block (largest fully BP-free LM, parity, Muon ↵Yuren Hao
transfer) + measured cost table + calibration pilot + envelope questions