Deploy 10x v8 — first clear net win since v3 (+5.6 pp combined external accuracy)

Add 10x v4.1 classifier and phone-camera preprocessing module

Remove email field from feedback form and Google Sheets; update classifiers

Retrain 10x classifiers with targeted hard-neg mining and confirmed nerve patches (v3)

Retrain 10x classifiers with Macenko normalisation and hard negatives (v2)

Add Macenko stain normalisation for cross-lab domain shift correction

Add 10x-specific PNI classifiers trained on pathologist-annotated data

Deploy v3 classifiers (Sample 02 feedback + balanced corrections)

Deploy v3 classifiers (Sample 02 feedback + balanced corrections)

Deploy v2 classifiers (feedback-driven hard-negative retraining)

Deploy v2 classifiers (feedback-driven hard-negative retraining)

PNI detection app (Docker + Gradio + Phikon-v2)