Case · DiggingBeagle record

MONAI model bundle logging configuration could execute code during loading

MONAI model bundle loading passed an included logging.conf through Python logging.config.fileConfig before the model was initialized. Executable Python handler configuration can perform host-side actions during bundle import, even before a model run.

Scope

The operator must load an attacker-controlled or substituted model bundle with a crafted logging handler expression; a legitimate diagnostic request is not sufficient. The advisory reports a 1.6.1 remediation but version metadata is inconsistent; no poisoned hospital model or clinical compromise was verified.

Assessment profile

Assessment method
Setting
research demonstration
Exploitation
demonstrated
Evidence
Grade B
AI role
AGAINST AI
Basis and provenance

The cited primary technical report or advisory supports the stated mechanism within its reported scope. The assessment does not infer a production breach, a victim count or a comparable impact score from a laboratory result. No verified deployed fix and effectiveness can be established from the reviewed material. Boundary: A model bundle is not merely a collection of weights: it can carry executable framework configuration evaluated before inference.

Assessed Oct 29, 2026 using diggingbeagle.assessment/1.

At a glance

Mechanism and trust boundary

  1. 01

    Step

  2. 02

    Step

  3. 03

    Step

Claims & evidence

CLM-ENRICH-20261029-16The MONAI advisory describes evaluation of bundle-provided logging.conf handler expressions during workflow load, before model execution, with a reported 1.6.1 remediation whose package metadata needs reconciliation.supported

Basis: reported finding

Link to claim
CLM-CP23-MONAI-BUNDLE-LOGGING-1MONAI model bundle loading passed an included logging.conf through Python logging.config.fileConfig before the model was initialized. The operator must load an attacker-controlled or substituted model bundle with a crafted logging handler expression; a legitimate diagnostic request is not sufficient. Executable Python handler configuration can perform host-side actions during bundle import, even before a model run.supported

Basis: reported finding

Link to claim

Implications

Executable Python handler configuration can perform host-side actions during bundle import, even before a model run.

Controls and mitigations

  • Treat model bundles as executable software, verify their provenance, exclude untrusted logging configuration and test the exact repaired wheels before deployment.

Unknowns and contradictions

  • The advisory reports a 1.6.1 remediation but version metadata is inconsistent; no poisoned hospital model or clinical compromise was verified.

Sources and citation

Material revision history

  1. Oct 29, 2026 · Canonical change recorded · new in release · revision 202