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development monitoring; executor and controller updates are separate training stages.","executor":"C and direct-R 26-letter CE, mean nominal loops per example then mean examples. Validation: 576 queries, 64 per trained count 1\u20136/8/10/12, correlated through shared graph/start pairs. R loss is unscaled (training coefficient 0.25).","controller":"Balanced stop BCE over observed continue/stop classes per example. Training samples 58 requests through 63 with min(N,12) loops; validation is the 1408-query selection cohort, 128 graphs at 11 seen counts up to 12 (excluding 9). Cohorts differ. Numerical auxiliary losses are not included.","logging":"Executor: all 2250 updates. Controller: batch at update 1 and each tenth update, 601 samples; these are not ten-update averages.","smoothing":"Trailing update window over available logged batches, weighted by batch examples. No interpolation of missing training losses. Validation remains unsmoothed."}}