SecureAEye LAB ONLINE · SIG 657 · DET ~41s

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vLLM untrusted EPS image to Ghostscript execution (CVE-2026-115915)

vLLM's image loader let a crafted EPS payload labelled as PNG reach the host Ghostscript, enabling command execution where Ghostscript carried a known flaw, plus a Pillow parser-loop denial of service

categoryAI/ML and emerging attacksseverityHighlabnot yet measured

Example: vllm (pip) before 0.32.0, CVSS 8.1; chain depends on Ghostscript CVE-2024-29510; Pillow 12.0.0-12.2.0 EPS loop DoS (CVE-2026-59203)

Classification

37 values: 37 machine-classified. What do these mean?

Exploitability

Attack vectorSoftware vulnerabilitiesAI model manipulation
Reach (CVSS)Network
Attack complexityHigh
Attack requirementsPresent
Privileges requiredLow
User interactionNone
Attacker skill requiredMedium
Resources requiredLow
Network requiredYes
Likelihood / prevalenceLow
MaturityEmerging

Impact & scope

SeverityHigh
ImpactConfidentialityIntegrityAvailability
PlatformAI SystemLinux
EnvironmentOn-premisesCloudAI system
Target asset classML model / agentServer
Kill-chain phase (tactic)Initial AccessExecutionImpact
Remote supportYes

Detection & telemetry

Noise levelMedium
Data sources (ATT&CK data components)Process CreationApplication Log ContentNetwork Traffic Content
Log sourcesai:model-servingapplication:logsauditd:EXECVEedr:telemetry
Defense bypassedStatic file analysis
Attack permissions (ATT&CK)User

Detection & response

Mitigated by 2

Framework references

Evidence & sources