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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
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correction); register-split rule recorded in style profile
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two papers, capstone at 'the broadest venue the result can carry' — Nature unspoken)
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headline, 3B-Chinchilla/7-8B earn-the-conversation framing, analog-LM plan hook for Rain
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transfer) + measured cost table + calibration pilot + envelope questions
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