EresusSecurity
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.

Research · 107Technical Guide · 2Advisory Analysis · 5Guide · 1News · 3

Latest Posts

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
Runtime Threats

PyTorch Subverted Loading Mechanism Triggering ACE

Identifies hostile payloads manipulating the core PyTorch `torch.load()` functionality to bypass security parameters and execute unauthorized OS commands.

2026-04-27Read
Deserialization Threats

File Corruption & Ransomware via Serialization Opcodes

Catastrophic cybersecurity alert indicating an ML artifact executes destructive local operations mimicking Ransomware upon load.

2026-04-27Read
Deserialization Threats

Environmental Data Exfiltration Initiated via Model Execution

Critical security threat characterizing an ML serialization object stealthily extracting operational secrets and API keys to third-party endpoints.

2026-04-27Read