Smart Classroom AI IoT - Final Demo AI Reliability v1.0.3

Patch release for the final demo version.

Improvements:

• Improved FACE recognition stability with multi-frame smoothing
• Added stable-frame confirmation for low-confidence FACE matches
• Kept normal FACE threshold protection at 0.60
• Improved sleeping detection using upper-face eye detection
• Added sleeping timer and reset grace for more reliable demo behavior
• Added overlay/status debug fields for FACE confidence, stable label, eye count, and sleep timer
• Fixed Face Training student selector sync

Verification:

• Python compile check passed
• Monitoring Workspace loads successfully
• Face Training student selector sync verified
• No dataset, database, model, or private media files included

Note:
This remains an MVP/final demo version for local/LAN classroom presentation. Public production deployment still requires additional security preparation.

Smart Classroom AI IoT - Final Demo Count Fix v1.0.2

Patch release for the final demo version.

Bug fixes:

• Fixed face sample filename overwrite issue
• Face Training now uses unique filenames for new samples
• Student Dataset Summary count now reflects newly saved valid face samples
• Browser capture message reports actual saved sample count and dataset count
• 500-sample limit per student remains protected

Verification:

• Python compile check passed
• Face sample filename uniqueness verified
• Sample count tested with a student below the 500 limit
• No dataset, database, model, or private media files included

Note:
This remains an MVP/final demo version for local/LAN classroom presentation. Public production deployment still requires additional security preparation.

Smart Classroom AI IoT - Final Demo Bugfix v1.0.1

Patch release for the final demo version.

Bug fixes:

• Fixed FACE model training crash caused by missing augmentation helper
• Fixed browser camera capture response handling
• Fixed missing skip summary helper used by face sample capture
• Improved Face Training error messages to avoid raw Internal Server Error pages

Verification:

• Face model training completed successfully
• Browser capture no longer returns Unexpected token / Internal Server Error
• Python compile check passed
• No dataset, database, model, or private media files included

Note:
This remains an MVP/final demo version for local/LAN classroom presentation. Public production deployment still requires additional security preparation.

Smart Classroom AI IoT - Final Demo Version

Final demo version of Smart Classroom with AI Monitoring.

Highlights:

• Smart Monitoring Workspace
• FACE attendance
• QR backup attendance
• AI behavior monitoring
• Phone/book/person detection
• Attendance reports
• Mobile responsive dashboard
• LAN demo support
• Final documentation and demo guide

Note:
This is an MVP/final demo version. Face data and attendance data are intended for local/LAN demo use. Public production deployment requires extra security preparation.