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Six citations carry a superseded name under a correct identifier, from
the rename that moved the ATLAS matrix off "ML" wording. Five carry a
correct, current name under an identifier belonging to a different
technique. AML.T0022 appears in neither the current release nor the
deprecated 5.6.0 line.
Renames, identifier unchanged:
AML.T0020 Poison Training Data -> Training Data Poisoning
AML.T0029 Denial of ML Service -> Denial of AI Service
AML.T0013 Discover ML Model Ontology -> Discover AI Model Ontology
AML.T0018 Backdoor ML Model -> Manipulate AI Model
AML.T0025 Exfiltrate via Cyber Means -> Exfiltration via Cyber Means
AML.T0024.000 Membership Inference -> Infer Training Data Membership
Identifier corrections, name unchanged:
Data from Information Repositories AML.T0057 -> AML.T0036
Exploit Public-Facing Application AML.T0051 -> AML.T0049
Craft Adversarial Data AML.T0031 -> AML.T0043
Exfiltration via AI Inference API AML.T0016 -> AML.T0024
Valid Accounts AML.T0022 -> AML.T0012
Applied to the markdown control tables, their summary rows and their
inline citations, since scripts/generate.js rebuilds data/entries from
the tables. The regenerated entries and the two bundles that carry a
substantive change are included so the tree is consistent.
The ASI03 summary row listed AML.T0016 and AML.T0024 separately; both
now resolve to AML.T0024, so the duplicate is dropped rather than
listed twice.
Verified against
https://atlas.mitre.org/atlas-data/dist/v6/ATLAS-2026.07.yaml
sha256 0e07bb07fc6423d72cdf24ddc2038a6905bcbc00ba571064153119ee1a5888d4
| ASI08 | Cascading Agent Failures | High | AML.T0029, AML.T0034, AML.T0057 | Single fault fans out across all downstream agents | Foundational–Advanced |
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| ASI09 | Human-Agent Trust Exploitation | Medium | AML.T0045, AML.T0047, AML.T0049 | Agent fluency makes manipulation invisible to audit logs | Foundational–Hardening |
| Valid Accounts |[AML.T0022](https://atlas.mitre.org/techniques/AML.T0022)| Initial Access / Persistence | Exploiting legitimate agent credentials to access AI systems or data pipelines |
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| Exfiltration via AI Inference API |[AML.T0016](https://atlas.mitre.org/techniques/AML.T0016)| Exfiltration | Using compromised agent credentials to exfiltrate data through inference API |
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+
| Valid Accounts |[AML.T0012](https://atlas.mitre.org/techniques/AML.T0012)| Initial Access / Persistence | Exploiting legitimate agent credentials to access AI systems or data pipelines |
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| Exfiltration via AI Inference API |[AML.T0024](https://atlas.mitre.org/techniques/AML.T0024)| Exfiltration | Using compromised agent credentials to exfiltrate data through inference API |
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| Model Inversion |[AML.T0024](https://atlas.mitre.org/techniques/AML.T0024)| Collection | Reconstructing sensitive data accessible to the agent through credential abuse |
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#### Mitigations by tier
@@ -460,8 +460,8 @@ cluster.
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| Technique | ID | Tactic | Agentic context |
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|---|---|---|---|
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| Network Service Scanning |[AML.T0043](https://atlas.mitre.org/techniques/AML.T0043)| Discovery | Identifying and mapping inter-agent communication endpoints for targeting |
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-
| Valid Accounts |[AML.T0022](https://atlas.mitre.org/techniques/AML.T0022)| Persistence | Using compromised agent credentials to impersonate trusted agents in A2A channels |
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| Exfiltration via AI Inference API |[AML.T0016](https://atlas.mitre.org/techniques/AML.T0016)| Exfiltration | Intercepting inter-agent messages to exfiltrate sensitive context passed between agents |
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| Valid Accounts |[AML.T0012](https://atlas.mitre.org/techniques/AML.T0012)| Persistence | Using compromised agent credentials to impersonate trusted agents in A2A channels |
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| Exfiltration via AI Inference API |[AML.T0024](https://atlas.mitre.org/techniques/AML.T0024)| Exfiltration | Intercepting inter-agent messages to exfiltrate sensitive context passed between agents |
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#### Mitigations by tier
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@@ -526,7 +526,7 @@ crosswalks for OT-specific controls.
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| Technique | ID | Tactic | Agentic context |
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|---|---|---|---|
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| Denial of ML Service |[AML.T0029](https://atlas.mitre.org/techniques/AML.T0029)| Impact | Triggering cascading failure propagation to exhaust system resources or degrade service |
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| Denial of AI Service |[AML.T0029](https://atlas.mitre.org/techniques/AML.T0029)| Impact | Triggering cascading failure propagation to exhaust system resources or degrade service |
| Exploit Public-Facing ML Application |[AML.T0057](https://atlas.mitre.org/techniques/AML.T0057)| Initial Access | Exploiting an exposed agent endpoint to introduce a fault that cascades internally |
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@@ -717,6 +717,7 @@ to visualise agentic attack coverage across your threat model.
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| Date | Version | Change | Author |
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|---|---|---|---|
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| 2026-03-24 | 2026-Q1 | Initial mapping — ASI01–ASI10 full entries | OWASP GenAI Data Security Initiative |
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| 2026-08-29 | 2026-Q1 | Corrected three ATLAS technique citations against ATLAS 2026.07 | OWASP GenAI Data Security Initiative |
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