Glassbox-Pathology | Inspectable Multi-Agent Computational Pathology

HEST-1k (Breast subset)

IDLE

DIAGNOSIS: Invasive Ductal Carcinoma (IDC), Nottingham Grade II, ER+/HER2-|MODEL: UNI embeddings + fine-tuned classification head|MARKERS: ESR1 (Estrogen Receptor), ERBB2 (HER2), MKI67 (Proliferation), GATA3
REF:TCGA-BRCA · CAMELYON16/17 · BreakHis

PRE-RUN

25×

E-01

E-04

E-07

E-11

E-14

X 49,331Y 33,4640.25 µm/pxDEMO SLIDE

30 µm

CURRENT INVESTIGATION

R-016

supporting

TileT-0642Mask confidence0.94Area4 210 µm²Coordinates41 216, 28 160SourceSAM2 · ft-path

CONFIDENCE COMPONENTS

AGENT 04

Model confidence—

Evidence agreement—

Spatial consistency—

Image quality—

Transcriptomic agreement—

OOD risk—

Calibrated confidence—

No verification run yet. Confidence is reported as components, never as one number.

AGENT ACTIVITYIDLE

Press Run investigation to play the deterministic demo case. Actions, observations, requests, and verification decisions are streamed in real time — never private black-box reasoning.