MONAI 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…
Inspect the ClaimsCase · 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.
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.
Evidence basis: CLM-CP23-MONAI-BUNDLE-LOGGING-1 · CLM-ENRICH-20261029-16 · MONAI bundled logging configuration executable code advisory
At a glance
Executable Python handler configuration can perform host-side actions during bundle import, even before a model run.
Read the implicationsThe advisory reports a 1.6.1 remediation but version metadata is inconsistent; no poisoned hospital model or clinical compromise was verified.
Limits and uncertaintyFull account
MONAI 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.
The advisory reports a 1.6.1 remediation but version metadata is inconsistent; no poisoned hospital model or clinical compromise was verified. Treat model bundles as executable software, verify their provenance, exclude untrusted logging configuration and test the exact repaired wheels before deployment.
Evidence interpretation and control boundary. A model bundle is not merely a collection of weights: it can carry executable framework configuration evaluated before inference. The logging.config.fileConfig loader interprets handler expressions with process authority. Artifact signatures or proven provenance would address substitution risk, whereas model-output moderation cannot prevent import-time Python execution. The advisory’s inconsistent fixed-version metadata requires explicit wheel-level verification.
Mechanism and trust boundary
- 01
Step
- 02
Step
- 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
- supportsMONAI bundled logging configuration executable code advisoryprimary disclosure
GHSA-wvpx-5qmp-46g3: ConfigWorkflow, logging.conf fileConfig import behavior and version metadata
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
- supportsMONAI bundled logging configuration executable code advisoryprimary disclosure
GHSA-wvpx-5qmp-46g3: ConfigWorkflow, logging.conf fileConfig import behavior and version metadata
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
- Oct 29, 2026 · Canonical change recorded · new in release · revision 202