CVE-2026-83494

waiting for further signalsZero needs more public information before it can validate it.

GHSA-4452-5gpc-g9w6 ↗EUVD-2026-117966 ↗

no check availablenot proven exploitable
cve.orgpublic pocExploit code has been published by someone. Source signals can also carry a PoC (Proof of Concept).kevAttacks confirmed in the real world.
Red Hat OpenShift AI (RHOAI)
CWE-693 Protection Mechanism Failure
ETK-2026-3712Zero's internal tracking ID, independent of the CVE number., permanent identifier
1d 14h 14msince last run
49mAI analysisAnalysis: how long the AI spent reversing this signal.
timeline
0 = trigger signal
trigger signal (cve.org) +0hwaiting for further signals+4h01m
0
+2h
+6h
+8h
+10h
+12h

description

RHOAI training-operator's PyTorchJob validation webhook can fail to enforce an immutability restriction because of incorrect object casting. A user able to reach the affected update path may detach queued jobs from quota management or alter controller ownership of running jobs, causing denial of service. The evidence does not specify the exact permissions required.

mitigation

Restrict PyTorchJob update and modification permissions to trusted administrators, and review changes to queued or running jobs. Apply the vendor-provided update when its applicable fixed release is identified; the evidence does not provide a fixed version.

check
no
exploit
no
automationDeterministic: a check that runs on its own, the same request on every target. Contextual: an agentic technique that needs to be applied per target, for bugs that depend on contextual flows.
contextual
auth requiredWhether an attacker needs an account first, based on the CVSS vector's Privileges Required.
–
EPSSEstimate of the chance this CVE is exploited in the next 30 days. Refreshed daily.
–
agent run time
49m
cve.org record, t = 0The moment cve.org publishes the CVE in full.
2026-11-06 06:39Z
Δ to public pocExploit code has been published by someone. Source signals can also carry a PoC (Proof of Concept).
–
Δ to kevAttacks confirmed in the real world.
–

outcome

Contextual, not validated: no deterministic check could cover this one, and no technique passed our review.

source signals

Public signals that triggered or updated the pipeline. These are inputs for the deltas above.

  1. 2026-11-06 06:39Z
    ghsa: trigger signal, started the run
  2. 2026-11-06 06:39Z

this entry in the feed

GET /api/v1/feed/CVE-2026-83494

{
  "etk_id": "ETK-2026-3712",
  "cve_id": "CVE-2026-83494",
  "display_id": "CVE-2026-83494",
  "ghsa_id": "GHSA-4452-5gpc-g9w6",
  "euvd_id": "EUVD-2026-117966",
  "status": "published",
  "anchor_state": "anchored",
  "title": "PyTorchJob immutability-check bypass in training-operator",
  "summary": "RHOAI training-operator's PyTorchJob validation webhook can fail to enforce an immutability restriction because of incorrect object casting. A user able to reach the affected update path may detach queued jobs from quota management or alter controller ownership of running jobs, causing denial of service. The evidence does not specify the exact permissions required.",
  "mitigation": "Restrict PyTorchJob update and modification permissions to trusted administrators, and review changes to queued or running jobs. Apply the vendor-provided update when its applicable fixed release is identified; the evidence does not provide a fixed version.",
  "vendor": "Red Hat",
  "product": "Red Hat OpenShift AI (RHOAI)",
  "affected": [
    {
      "affected_notes": [],
      "affected_ranges": [],
      "ecosystem": null,
      "fixed_versions": [],
      "package_name": "rhoai/odh-training-operator-rhel9",
      "purl": null
    }
  ],
  "cwes": [
    693
  ],
  "cvss_score": null,
  "cvss_src": null,
  "cvss_vector": null,
  "epss_score": null,
  "epss_percentile": null,
  "epss_asof": null,
  "automation": "contextual",
  "check": false,
  "check_confidence_basis": null,
  "exploit": false,
  "pipeline_minutes": 48.80662211666667,
  "t0_at": "2026-11-06T06:39:12.292000+00:00",
  "signals": {
    "trigger_signal": {
      "at": "2026-11-06T06:39:12.292000+00:00",
      "days": 0,
      "is_lower_bound": false,
      "measured_at": "2026-11-06T06:39:12.292000+00:00",
      "url": "https://github.com/advisories/GHSA-4452-5gpc-g9w6"
    }
  }
}

published 2026-11-06 09:50Z
last change 2026-11-07 05:51Z

Need the technical details behind an entry?

Every entry here shows what we attempted and when. The technical details, the generated exploit that fired it and the evidence behind the verdict are not public. Tell us about your use case and we’ll get back to you about extended API access.