Probe and check coverage aligned to AML
T0046 (Spamming ML System with Chaff Data).
Flood the model with junk to degrade accuracy or exhaust resources.
Last reviewed June 2026
Spamming ML System with Chaff Data sits in the impact surface, and MITRE ATLAS rates it medium. Flood the model with junk to degrade accuracy or exhaust resources. For teams shipping LLM and agentic features, a control like this is only as good as the evidence that it was actually tested - an unverified control is a finding waiting for an auditor.
Penaxtra maps its probe families to this ATLAS technique, so adversarial activity matching spamming ml system with chaff data surfaces as a finding carrying the AML.T0046 technique identifier - ready for ATT&CK-style threat tracking and reporting. Every relevant finding is created with the MITRE ATLAS AML.T0046 identifier already attached, so it lands in the audit-evidence pack mapped to the control rather than as a screenshot someone has to translate later. Where the same weakness touches another framework, the cross-framework overlap means one finding satisfies several control cells at once.
T0046 (Spamming ML System with Chaff Data).
T0046 control identifier.
Findings for AML.T0046 carry the MITRE ATLAS AML.T0046 identifier and cross-map to the related controls in the other five frameworks Penaxtra covers.
Flood the model with junk to degrade accuracy or exhaust resources. It is part of MITRE ATLAS, rated medium.
Penaxtra maps its probe families to this ATLAS technique, so adversarial activity matching spamming ml system with chaff data surfaces as a finding carrying the AML.T0046 technique identifier - ready for ATT&CK-style threat tracking and reporting.
Yes. Each finding is tagged with the MITRE ATLAS AML.T0046 control identifier and exported in the PDF and JSON evidence pack, so it maps straight onto the auditor control list instead of needing manual translation.
Scoped walkthrough of the MITRE ATLAS / AML.T0046 surface against your environment. No credit card.