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Research archive, page 11

Page 11 of 159 published articles on AI security, application security, supply chain, and real attack chains.

Runtime Threats

LlamaFile Binary Shell Overloading Threat

Identifies highly specific payload injections targeting LlamaFile's native Cosmopolitan Libc architecture—hijacking the dual-executable parsing...

2026-04-27Read
Runtime Threats

LiteRT Delegation Core Execution Exploits

Represents critical systemic integration failures explicitly targeting localized Hardware Delegation Frameworks (Core ML / NNAPI / Hexagon), exploiting...

2026-04-27Read
Runtime Threats

LiteRT Out-of-bounds Read/Write (Heap Corruption)

A severe vulnerability exploiting malformed shape descriptors inside customized operators executing natively on edge GPUs—triggering out-of-bounds...

2026-04-27Read
Backdoor Threats

ONNX Model Contains Embedded File Threats

AI Models can distribute additional malicious binaries hidden inside model file payloads. Eresus Sentinel detects these backdoor packages masked within...

2026-04-10Read
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

Keras Model Lambda Layer Suspicious Operator Detected at Model Load Time

High-severity deserialization threat identifying suspicious or highly uncharacteristic operational routines within a Keras Lambda layer payload upon...

2026-04-27Read
Deserialization Threats

Keras Extracted Object Hijacking & DoS Corruptions

Advanced exploitation where seemingly secure Keras architectures (.h5 or .keras) manipulate intrinsic layer attributes or geometry to crash execution...

2026-04-27Read
Deserialization Threats

Keras HDF5 Lambda Layer Arbitrary Code Execution

Identifies insecure legacy Keras objects (`.h5` or `.hdf5`) attempting to deserialize and execute malicious Python scripts hidden inside Lambda layer...

2026-04-27Read
Runtime Threats

LiteRT FlatBuffer Metadata RCE Exploits

Identifies critical threats leveraging the custom metadata extension fields within LiteRT (.tflite) FlatBuffer archives to force path traversals and...

2026-04-10Read