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VulnerabilityPublished Updated

CVE-2026-68772: ZenML · Deserialization of Untrusted Data

Affects ZenMLSource CVE Database V5

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Not known to be exploited · CVSS 8.5 High.

Data as of 8 Nov 2026, 14:32 UTC

CVSS 4.0 base score
8.5High
How severe the flaw is on the 0–10 CVSS scale.

Thin evidence

One scorer or none
CVSS scores by source
CNA (VulnCheck)CVSS 4.08.5
CNA (VulnCheck)CVSS 3.18.0
CISA SSVC
Exploitation
No evidence of active exploitation and no public proof of concept
Automatable
Attackers cannot reliably automate steps 1–4 of the kill chain
Technical impact
Total control over the software or total information disclosure

CISA SSVC assessment, 2026-08-08.

CVSS:4.0/AV:N/AC:L/AT:N/PR:L/UI:A/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N

Exploitation evidence

  1. Disclosed: evidence found.

    CVE published 7 Aug 2026

  2. Detectable: no evidence on record.

    No public nuclei template indexed

  3. Weaponized: no evidence on record.

    No public exploit code indexed in Metasploit or Exploit-DB

  4. Exploited in the wild: no evidence on record.

    Not in CISA KEV and no source reports exploitation

  5. Observed by OffSeq Mirage: no evidence on record.

    No attack traffic recorded by OffSeq Mirage sensors

A missing step is not evidence of safety. Sources: cve.org (opens in a new tab), the Metasploit, Exploit-DB and nuclei-templates index as of 8 Nov 2026.

What to do

Affected software

ProductAffectedFixed in
ZenMLZenMLAffected
  • <=0.94.6
Fixed in–

AI-suggested

Until a fix is available, restrict write access to shared artifact stores to trusted users only and avoid materializing artifacts from untrusted sources.

Description

ZenML versions up to and including 0.94.6 contain a remote code execution vulnerability in the CloudpickleMaterializer component. This flaw allows attackers with write access to a shared artifact store to execute arbitrary code by replacing a stored artifact.pkl file with a malicious cloudpickle payload. The vulnerability arises from unsanitized deserialization using cloudpickle.load(), which executes the malicious __reduce__ method embedded in the payload.

References

Community reviews

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