Students can build with AI. Teach them to audit it.
In your course, students ship AI-built apps fast — but “it runs” isn’t “it’s safe or correct.” ArgosX gives every student an independent scan of their own app, turns each finding into a lesson in what the AI missed, and gives you a roster view with a before/after score you can actually grade.
No finance or security background needed — runs on any student's deployed app.
Students can generate code faster than they can evaluate it
Generating the app is the easy part now. Knowing whether it is safe and correct is the skill that does not come for free.
A real ArgosX scan replay landing on a confirmed cross-user data exposure — the kind of bug a student can't see from the demo.
They can't see what they didn't write
The app compiles and demos cleanly, so the exposed database or the missing authorization check stays invisible to the student who shipped it.
The AI grades its own work
The same tool that wrote the code also says it's done. Nothing independent ever checks it, so the same handful of mistakes repeat silently across the class.
Auditing is the skill that lasts
Writing code is being commoditized. Judging whether code is safe, correct and honest is the durable, employable skill — and it has to be taught.
Scan, understand, fix, re-scan
The same engine founders use to verify a launch, turned into a loop a student learns from.
What a student sees: their own report, worst-first, each finding with the fix to paste.
Each student scans their own app
Students join your class with a code and link a deployed URL. Everyone gets a VibeScore and a findings list for the app they actually built.
Findings explain the bug class
Every finding teaches the concept — why an open database, an IDOR, or a missing auth check is a whole category of risk — not just a one-off patch.
Fix, then re-scan to green
Students remediate and watch the score move. The before/after delta is the learning signal: it shows what they understood, not just what they shipped.
A graded audit assignment
“Scan your app, triage the findings, fix the criticals, and reflect on what you missed” drops into a single class session or lab.
A roster view and a score you can grade
One dashboard for the whole roster
See every student's VibeScore and open findings at a glance, so you can spot the one mistake the whole class is making and teach to it.
A gradebook you can export
Initial score, final score, criticals fixed, time-to-green — exportable to CSV so it slots into your own rubric instead of replacing it.
Peer tutors can walk the findings
In a space like the CIS Sandbox, a peer tutor pulls up a student's findings and coaches the fix — the scan gives the session a concrete agenda.
Independent, honest, and student-data-safe
Independent of the builder
ArgosX is not the AI that wrote the code, so the check is a real second opinion — not the same model marking its own homework.
It won't fake a score
If a scan couldn't reach enough of the app, it says “insufficient coverage” instead of a hollow 100 — so a grade is never built on a number the tool didn't earn.
Scoped to student apps
It scans a student's own deployed app — no real customer credentials, and scores stay private to your class unless a student chooses to share a badge.
Bring independent verification into your classroom.
Tell us about your course or lab and we'll set up a pilot that fits — roster, assignment, gradebook and all.