Explicit API interception from a pilot cohort of 19 students yielded 1,880 events over about 57 active student-hours¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2026 · checked against its sources 2026-10-18 (automated, 1 of 1 entry) · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? In a pilot evaluation with 19 active students on a Raspberry Pi 5, the platform recorded 1,880 discrete API events over approximately 57 active student-hours. → Germán Arroyo 2026
Evidence¶
Germán Arroyo 2026¶
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 doi:10.48550/arxiv.2606.05929
q2 · i? · design · r2
Pilot cohort evaluation of the deployed platform. Data were collected by intercepting explicit human-driven HTTP API interactions—file modifications, kernel code executions, and terminal usage—after discarding the automated heartbeat telemetry. The article reports "1,880 discrete API events over approximately 57 active student-hours" as a substantial dataset for behavioral analysis.
"The VISMATIC framework was evaluated using a pilot cohort of 19 active students. Deployed on a resource-efficient Raspberry Pi 5 system, the platform recorded 1,880 discrete API events over approximately 57 active student-hours"
Discussion¶
Related Claims¶
- Macro-level behavioral metrics flagged anomalies consistent with automated workflows and off-platform AI code synthesis — related
- Rootless Podman isolation maintained containment with no observed privilege escalation or cross-identity contamination under classroom load — related
- Session intensity and duration distributions flagged physically impossible persistence as severe statistical outliers — related
- Cumulative engagement showed staircase growth with deadline-driven peaks of 348 events on April 4th and 205 events around April 9th — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
vismatic-pilot-cohort-1880-events |
title |
Explicit API interception from a pilot cohort of 19 students yielded 1,880 events over about 57 active student-hours |
description |
Explicit API interception from a pilot cohort of 19 students yielded 1,880 events over about 57 active student-hours |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
source_checked |
2026-10-18 |
recheck_by |
2029 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — germán-arroyo-2026 |
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