Fix runtime data path: bake enrolled embeddings at runtime/attendance (matches ACTIVITY_WEB_RUNTIME_DIR=/app/runtime, not activity_web/runtime which the container never reads)

Bake current enrolled embeddings into the Space for tomorrow's demo (one-time snapshot, not synced going forward)

Fix QR enrollment on hosted deployments, remove auto gallery-growth on high-confidence matches

QR self-enrollment, multi-photo attendance, reject-and-rematch reinforcement, and enrollment reliability fixes

Per-classroom rosters, self-enroll tab with guided camera recording, and three-tier attendance with teacher-reviewed reinforcement

Update Dockerfile demo-image URL to the renamed GitHub repo

Classroom Monitoring overhaul + Attendance UI updates (see SESSION_SUMMARY.md)

Retrigger build: demo_classroom.jpg now resolves on origin's raw URL

Switch attendance recognition backbone from glintr100 to AdaFace IR-101

Bake demo image into Docker image via GitHub raw URL

Add Preview demo image button alongside Run demo button

PRISM AI — with demo attendance button