VISMATIC¶
Product or Programme · All products and programmes
Evidence · 6 claims (6 for) · 1 study (1 design),q2· 0 of 1 report an effect size · 6 claims rest on one study
Description¶
A secured, low-cost JupyterHub sandbox and process-monitoring framework developed by Germán Arroyo et al. for connected Computer Graphics programming education.
Components¶
Claims¶
- Explicit API interception from a pilot cohort of 19 students yielded 1,880 events over about 57 active student-hours [+W]
- Macro-level behavioral metrics flagged anomalies consistent with automated workflows and off-platform AI code synthesis [+W]
- Rootless Podman isolation maintained containment with no observed privilege escalation or cross-identity contamination under classroom load [+W]
- Class rhythm heatmaps revealed evening-peaked, deadline-driven temporal engagement patterns in the cohort [+W]
- Session intensity and duration distributions flagged physically impossible persistence as severe statistical outliers [+W]
- Cumulative engagement showed staircase growth with deadline-driven peaks of 348 events on April 4th and 205 events around April 9th [+W]
Related Products and Programmes¶
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Key Sources¶
- Germán Arroyo, Luis López, and Juan Carlos Torres. (2026). Securing the Sandbox: A Rootless Containerized Framework for Process-Oriented Monitoring in Computer Graphics Education. https://arxiv.org/abs/2606.05929
Page metadata
| Field | Value |
|---|---|
type |
product |
id |
vismatic |
title |
VISMATIC |
description |
A secured, low-cost JupyterHub sandbox and process-monitoring framework developed by Germán Arroyo et al. |
status |
review |
product_kind |
software |
generated |
by process:settle-candidates on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
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