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11KB adapter needs ~100-200 labeled samples/room for ~72% (knee ~50->70%); below ~20 it hurts. Evidence-complete calibration-service spec: base + ~100-200 samples -> 11KB LoRA -> ~72% cross-subject. Encoder goal now precisely posed: cut the sample requirement / lift the per-budget ceiling. Co-Authored-By: claude-flow <ruv@ruv.net>