state the scalar baseline explicitly: 10 statistics, in-sample vs transferred

add measured ONNX Runtime thread-pool deployment note

quality-gate nano: 47K params, arm-level holdout, lift +0.238

quality-gate nano: 47K params, arm-level holdout, lift +0.238

quality-gate nano: 47K params, arm-level holdout, lift +0.238

initial commit