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Research & Intelligence

Eresus research, advisory, and security news

We collect writing, advisories, and current-event analysis around AI security, the MCP ecosystem, application security, and real attack chaining here.

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Latest Posts

Runtime Threats

Keras Model Custom Layer Detected at Model Run Time

Highlights specific Keras deployments dynamically compiling complex custom layers entirely operating outside strict deserialization bounds. Poses...

2026-04-10Read
Deserialization Threats

GGUF Model Template Containing Arbitrary Code Execution Detected

GGUF formats using raw Jinja templates without sandboxing are susceptible to arbitrary code execution attacks. Always use isolated environments for...

2026-04-10Read
Runtime Threats

Transitive Model Threat Detected with Unsafe Model Dependency

Highlighting critical interconnected runtime threats targeting definitively unsafe Artificial Intelligence components distinctly imported during ML...

2026-04-27Read
Runtime Threats

Transitive Model Threat Detected with A Suspicious Model Dependency

Discover why transitive model threats and suspicious artificial intelligence dependencies put your AI supply chain at risk. Learn how Eresus Sentinel...

2026-04-27Read
Runtime Threats

TensorFlow SavedModel Contains Suspicious Operator Execution at Model Run Time

Highlights complex execution parameters inside TensorFlow evaluations avoiding explicit malware categorization yet successfully performing extremely...

2026-04-27Read
Runtime Threats

TensorFlow SavedModel Contains Unsafe Operator Execution at Model Run Time

Critical execution vulnerability identifying specifically unsafe logical operators strictly executing natively during standard TensorFlow prediction...

2026-04-27Read
Runtime Threats

TensorFlow SavedModel Execution Environment Extrapolation (RCE)

A runtime execution vulnerability capitalizing on inherent structural logic within the standardized TensorFlow SavedModel infrastructure, permitting...

2026-04-27Read
Runtime Threats

TorchScript Model Arbitrary Code Execution Suspected at Model Load Time

Highlights suspicious computational graph behavior evaluating directly indicative of load-time remote code execution attempts within AI infrastructure....

2026-04-27Read
Deserialization Threats

PyTorch Model Arbitrary Code Execution Suspected at Model Load Time

PyTorch serialized objects detected with high-risk structural manipulation pointing towards concealed runtime commands.

2026-04-27Read