What it does
Over-capacity and missing instructors
Lessons past capacity and lessons with no instructor rise to the top of the queue.
Low pass and late cancels
Pass rate below your minimum and cancels inside the notice window are scored.
Cert gaps and anomalies
Certifications far below passes and pass rates far outside your median are flagged.
Editable policy
Set min pass, cert gap ratio, notice hours and hold/review scores.
Review queue + audit trail
Approve, hold or cancel with a note; every change is SHA-256 hash-chained.
Private by design
Data stays in browser storage. Export a risk report, scored CSV or the journal.
Lessonforge Guard
Your data stays on this device (browser storage). Nothing is uploaded. Lessonforge Guard reviews the lessons file you open. It does not connect to an LMS, and flags are prompts for review, not proof of misuse. Not a substitute for an LMS or learning platform.
Image: original artwork generated for ARQS with Python and Pillow (no stock or third-party imagery)
