SecureAEye LAB ONLINE · SIG 657 · DET ~41s

← All attacks / AI/ML and emerging attacks

Agent identity & privilege abuse

Cached credentials or delegation chains give agents unintended privilege

categoryAI/ML and emerging attacksseverityHighlabnot yet measured

Classification

20 values: 10 imported, 2 derived, 8 machine-classified. What do these mean?

Exploitability

Attack vectorAI model manipulationSoftware vulnerabilities
Reach (CVSS)Network
Attack complexityLow
Privileges requiredNone
User interactionNone
Attacker skill requiredMedium
Resources requiredLow
Likelihood / prevalenceMedium
MaturityProof of concept

Impact & scope

SeverityHigh
ImpactAvailabilityConfidentialityIntegrity
PlatformAI System
EnvironmentAI system
Target asset classML model / agent
Kill-chain phase (tactic)ExecutionLateral MovementPrivilege Escalation

Detection & response

Mitigated by 12

Framework references

Evidence & sources

  • ev-0001 (Cyber Attack Taxonomy) — Name, definition and Example/ID taken verbatim from the 'AI/ML and emerging attacks' table, line 630 of Cyber-Attack-Taxonomy.md
  • ev-0002 (Seeded-record enrichment run 2026-09-30 (crosswalk + facet classification)) — Crosswalk to atlas:AML.T0053, cwe:CWE-250 as the nearest framework entries; ids verified to exist in the cached catalogues.
  • ev-0003 (MITRE Common Weakness Enumeration (CWE) 4.20) — Linked to CWE-250 'Execution with Unnecessary Privileges', a CWE Base-level weakness (CWE 4.20).
    Execution with Unnecessary Privileges