AG
DashboardDEMO
Departmental TelemetryCS704Spring 2027 Cohort

Cohort Performance & Evaluation Analytics

Grounded assessment metrics across 48 enrolled students for Assignment 2.

Cohort Enrolled
48

Verified student roster

Submissions
42/ 48

6 unsubmitted

Finalised Marks
32(76%)

Lecturer approved marks

Awaiting Sign-off
10

Pending lecturer review

Exceptions
4

Isolated operational faults

Official Grade Distribution

Calculated strictly across the 32 finalised and approved submissions.

Avg: 81.2 / 100
90-1006 students (19%) • Distinction
80-8914 students (44%) • Merit
70-798 students (25%) • Pass
60-693 students (9%) • Borderline
<601 students (3%) • Academic Fail
Mathematical Reconciliation Check:6 + 14 + 8 + 3 + 1 = 32 Finalised (10 pending + 6 unsubmitted = 48 Total)

Evaluation Diagnostics

Technical exceptions are isolated from academic marks to maintain grading integrity.

Build Failures
Container dependency conflicts (e.g. chromadb vs pydantic)
2
Execution Timeouts
Agent recursion SLA cap exceeded (60s limit)
1
Incomplete Evaluations
Egress network firewall quarantine triggered
1
Evaluator Failures
Zero worker runtime crashes
0
Zero evaluator harness faults recorded in current run.
Median Latency
14.2s

Full 14-stage sandboxed execution run

Avg Cost Per Evaluation
$0.038

Gemini 2.5 Flash + Isolated microVM runtime

Evidence Coverage
94.6%

Rubric criteria backed by execution traces