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Update framing: this is now Group 8's official Problem #10 submission
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---
title: Explainable & Auditable Alloy Defect Detection
emoji: πŸ”
colorFrom: gray
colorTo: red
sdk: gradio
sdk_version: 5.31.0
app_file: app.py
pinned: false
---
# Explainable & Auditable Alloy Defect Detection
Group 8's submission for Problem #10 (MIT Professional Education, "Applied AI for
Materials Discovery," July 2026).
Upload a steel-surface micrograph and see: the classifier's prediction, a live
Grad-CAM heatmap explaining it, the deletion-curve faithfulness test that checks
whether the heatmap is trustworthy, and the Conformal Risk Control guarantee that
gives a provable β€” not just calibrated β€” bound on error rate.
Full notebook, one-page summary, and slides in the companion project folder.