AI Threat Alert

AI Security Threat Feed

Latest CVEs affecting AI/ML systems — LLM frameworks, ML libraries, AI agents, vector databases, and inference servers. Vulnerabilities are tracked from NVD, GitHub Advisory, CISA KEV, MITRE ATLAS, and enriched with CVSS, EPSS, exploitation confidence, AI-component classification, and compliance mappings to ISO 42001, EU AI Act, NIST AI RMF, and OWASP LLM Top 10. Updated continuously as new CVEs are published.

Sources
Each CVE is enriched with
  • CVSS severity
  • EPSS exploit probability
  • Exploitation confidence
  • AI-component classification
  • Compliance mappings
2,375

AI/ML CVEs Tracked

336

Critical

408

New This Week

18

In CISA KEV

Sort: Date CVSS EPSS KEV first Most exploited
Filter: All Critical High Medium KEV only Active exploitation Has patch No patch

Latest AI Security Threats

Showing 20 of 1016 results — High severity
HIGH EXPLOIT AVAIL

TensorFlow: DoS via malicious SavedModel GraphDef

CVE-2022-23590
7.5
EPSS 1.0%
DoS Supply Chain Framework Model Inference
tensorflow 3.7K 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap OOB read/write enables network RCE

CVE-2022-23574
8.8
EPSS 0.8%
Code Execution Supply Chain Framework Inference
tensorflow 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: uninitialized memory in AssignOp

CVE-2022-23573
8.8
EPSS 0.7%
Code Execution Data Leakage DoS Framework Inference Training Data
tensorflow 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap OOB write in Grappler, RCE risk

CVE-2022-23566
8.8
EPSS 0.9%
Code Execution Supply Chain Framework Inference
tensorflow 3.7K 3 ATLAS
HIGH

TensorFlow: Range integer overflow, RCE/DoS risk

CVE-2022-23562
8.8
EPSS 0.6%
Code Execution DoS Framework Inference
tensorflow 3.7K 3 ATLAS
HIGH

TensorFlow Lite: OOB write, arbitrary write primitive

CVE-2022-23561
8.8
EPSS 0.5%
Code Execution Supply Chain Framework Inference Model
tensorflow 3.7K 4 ATLAS
HIGH EXPLOIT AVAIL

TFLite: OOB read/write in sparse tensor → RCE

CVE-2022-23560
8.8
EPSS 0.8%
Code Execution Supply Chain Data Extraction Framework Model Inference
tensorflow 3.7K 4 ATLAS
HIGH EXPLOIT AVAIL

TFLite: integer overflow in embedding lookup → heap OOB RW

CVE-2022-23559
8.8
EPSS 1.2%
Supply Chain Code Execution Framework Inference
tensorflow CWE-190 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TFLite: integer overflow in model loading, RCE risk

CVE-2022-23558
8.8
EPSS 0.8%
Code Execution Supply Chain Framework Inference
tensorflow 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap overflow in sparse ops, RCE risk

CVE-2022-21740
8.8
EPSS 0.8%
Code Execution DoS Framework Inference
tensorflow CWE-787 3.7K 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: OOB read leaks heap memory, enables DoS

CVE-2022-21730
8.1
EPSS 0.8%
Data Extraction DoS Code Execution Framework Inference Training Data
tensorflow CWE-125 3.7K 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap OOB read in ReverseSequence op

CVE-2022-21728
8.1
EPSS 1.1%
DoS Data Leakage Framework Inference
tensorflow CWE-125 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: Dequantize integer overflow, RCE risk

CVE-2022-21727
8.8
EPSS 0.6%
Code Execution DoS Framework Inference
tensorflow CWE-190 3.7K 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap OOB read in Dequantize op allows RCE

CVE-2022-21726
8.8
EPSS 0.8%
Code Execution Data Extraction Framework Inference
tensorflow CWE-125 3.7K 2 ATLAS
HIGH EXPLOIT AVAIL

pytorch-lightning: deserialization RCE via malicious checkpoint

CVE-2021-4118
7.8
EPSS 1.0%
Code Execution Supply Chain Framework Training Data
pytorch_lightning 22.7K 4 ATLAS
HIGH EXPLOIT AVAIL SCANNER

Gradio: path traversal exposes host filesystem to users

CVE-2021-43831
7.7
EPSS 3.8%
Data Extraction Privacy Violation Framework Inference
gradio CWE-22 685 4 ATLAS
HIGH EXPLOIT AVAIL

Sockeye: unsafe YAML load RCE via model config file

CVE-2021-43811
7.8
EPSS 2.4%
Supply Chain Code Execution Framework Model
4 ATLAS
HIGH

nbdime: stored XSS in Jupyter notebook diff viewer

CVE-2021-41134
8.7
EPSS 0.7%
Code Execution Data Extraction Framework
CWE-79 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: eval() in saved_model_cli allows RCE

CVE-2021-41228
7.8
EPSS 0.2%
Code Execution Supply Chain Framework Training Data
tensorflow CWE-94 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow Grappler: uninitialized var, local priv-esc

CVE-2021-41225
7.8
EPSS 0.2%
Code Execution Supply Chain Framework Training Data
tensorflow 3.7K 3 ATLAS

Frequently asked questions

What is an AI security threat feed?

An AI security threat feed is a continuously updated stream of vulnerabilities (CVEs) affecting AI and machine-learning systems — LLM frameworks, ML libraries, AI agents, vector databases, and inference servers — filtered out of the broader CVE firehose and enriched for relevance.

Which sources are the AI CVEs tracked from?

CVEs are tracked from NVD, GitHub Advisory, CISA KEV, and MITRE ATLAS, then enriched with CVSS, EPSS, exploitation confidence, AI-component classification, and compliance mappings.

What AI systems do these vulnerabilities affect?

Coverage spans LLM frameworks, ML libraries, AI agents, vector databases, and inference servers — the components most security teams now run in production.

How often is the AI threat feed updated?

The feed updates continuously as new CVEs are published and enriched, so the most recent AI/ML vulnerabilities appear at the top.

Is the AI security feed free?

Yes — the public feed is free to browse. A Pro subscription adds breaking alerts, MITRE ATLAS mappings, compliance reports (ISO 42001, EU AI Act), and full CISO analysis.

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