Blueprint · CS-405
Bloom's spread
CS-405 · Midterm · draft 2
generated from Lectures 1–7 · 50 marks
Define the learning rate and its role in convergence.
Recall2mWhy does momentum dampen oscillation near minima?
Apply5mCritique early stopping vs. L2 for the given loss curve.
Analyse8mDesign an experiment to catch overfitting before epoch 20.
Create10mProctor · live
240 sittingHall A · 84 students
clear
Hall B · 80 students
clear
Remote · 76 students
2 flags
seat R-41 · second face · flagged
Events
14:02 · R-41 second face · held for review
13:47 · Hall B tab switch · warned
13:30 · exam started · 240 verified
Set the blueprint. AI writes the paper.
Question generation from your own syllabus and lecture material — balanced across Bloom's levels, units and difficulty. Faculty approve, never start from blank.
The syllabus goes in, and a balanced paper comes out — drawn from your own lectures, graded by Bloom's level, yours to approve.
Midterm · draft
12 questions · awaiting approval
Define the learning rate.
RecallWhy does momentum dampen oscillation?
ApplyCritique early stopping vs. L2.
AnalyseOne paper becomes three, shuffled sets matched for difficulty — no two neighbours ever hold the same sequence.
Midterm · approved
50 marks12 questions · Bloom's spread locked
Set A
50m
Set B
50m
Set C
50m
shuffled order · same difficulty · no two neighbours match
Marks, units, difficulty — the blueprint you set is the paper you get, with the coverage map to prove nothing was skipped.
Marks
50 · 12 questions
Difficulty mix
40 / 40 / 20
Coverage
all 4 units · no gaps
the blueprint
Coverage · marks per unit
balancedU1
U2
U3
U4
Recall
4m4m2m2mApply
4m6m6m4mAnalyse
2m4m4m2mWatched by AI. Graded in hours.
Integrity signals instead of hours of video, auto-grading with rubric confidence, and results that land in the ERP gradebook without re-entry.
Signals, not surveillance, face match, second devices and tab switches — flagged for a human to review, never auto-ruled.
Seat R-41 · remote
2 signals
second face · phone in frame · clip saved
a human reviews · AI never rules alone
Integrity signals · CS-405 midterm
240 students · 97% clear
Face match
240 / 240 verified
Tab switches
3 warned · auto-noted
Second device
seat R-41 · 2 sightings
720 scripts in hours, MCQs instant, descriptive answers rubric-scored — only low-confidence pages reach faculty.
scripts_hallA.zip
scripts_hallB.zip
remote_240.zip
Grading · CS-405 midterm
720 scripts · done in 3h 40m
MCQ · 40 marks
240 scripts · instant
Short answers
rubric-scored · confidence 0.94
Long-form · Q12
18 low-confidence → faculty
Three moments to review, not three hours of video — every flag timestamped with its clip, escalation one click away.
Session · seat R-41 · 2h 58m
recorded · encrypted
tab switch
gaze away 14s
second face
3 moments to review · not 3 hours of video
1 escalatedPublish once, and marks land in the Atlas gradebook — SGPA recomputed, transcripts current, zero re-entry.
Pegasus Assess · results
CS-405 · Midterm
published once
Atlas ERP · gradebook
zero re-entryInternal marks updated
SGPA recomputed
1,240 transcripts current
Portal notified
AI
Question Generation
Papers drafted from your own material across Bloom's taxonomy — faculty approve.
AI
Integrity Signals
Face match, device and gaze signals, clip-stamped for fast human review.
AI
Rubric Scoring
Descriptive answers scored against your rubric with a confidence figure per script.
AI
Item Analytics
Per-question difficulty and discrimination after every exam — the bank improves itself.
Set the paper. AI does the rest.
Blueprint to question paper, proctoring to published marks — the whole assessment lifecycle, watched and graded in hours.
