Vibe-hacking data extortion
A low-skill actor uses a coding agent end-to-end to breach and extort
categoryAI/ML and emerging attacksseverityHighdetectabilityLowlabnot yet measured
Example: 17+ orgs, ransoms >$500k
Classification
27 values: 18 imported, 1 derived, 8 machine-classified. What do these mean?
Exploitability
| Attack vector | AI model manipulation |
|---|---|
| Reach (CVSS) | Network |
| Attack complexity | Low |
| Privileges required | None |
| User interaction | None |
| Attacker skill required | Low |
| Resources required | Low |
| Likelihood / prevalence | Medium |
| Maturity | Emerging |
Impact & scope
| Severity | High |
|---|---|
| Impact | Availability |
| Platform | AI SystemLinuxmacOSOffice SuiteSaaSWindows |
| Environment | AI system |
| Target asset class | ML model / agent |
| Kill-chain phase (tactic) | ImpactResource Development |
Detection & telemetry
| Detectability | Low |
|---|---|
| Data sources (ATT&CK data components) | Application Log ContentCommand ExecutionFile ModificationLogon Session CreationProcess Creation |
Detection & response
Mitigated by 5
- AML.M0001 atlas-mitigation
- AML.M0020 atlas-mitigation
- AML.M0022 atlas-mitigation
- M1017 attack-mitigation
- M1018 attack-mitigation
Detected by 1
- DET0495 attack-detection-strategy
Framework references
- Primary source: https://www.anthropic.com/news/detecting-countering-misuse-aug-2025
- attack: T1657 (primary)
- atlas: AML.T0016.002
Evidence & sources
- ev-0001 (Cyber Attack Taxonomy) — Name, definition and Example/ID taken verbatim from the 'AI/ML and emerging attacks' table, line 655 of Cyber-Attack-Taxonomy.md
- ev-0002 (Seeded-record enrichment run 2026-09-30 (crosswalk + facet classification)) — Crosswalk to attack:T1657, atlas:AML.T0016.002 as the nearest framework entries; ids verified to exist in the cached catalogues.
- ev-0003 (MITRE Enterprise ATT&CK v19.2 (STIX 2.1)) — ATT&CK usage prevalence: 26 groups/software/campaigns reference this technique (ATT&CK enterprise v19.2)