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.
Latest Posts
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....
TorchScript Model Arbitrary Code Execution Detected at Model Load Time
Critical security vulnerability detailing explicit Remote Code Execution (RCE) occurrences triggered dynamically during TorchScript model initialization...
PyTorch Model Arbitrary Code Execution Suspected at Model Load Time
PyTorch serialized objects detected with high-risk structural manipulation pointing towards concealed runtime commands.
TensorFlow SavedModel Execution Environment Extrapolation (RCE)
A runtime execution vulnerability capitalizing on inherent structural logic within the standardized TensorFlow SavedModel infrastructure, permitting...
File Corruption & Ransomware via Serialization Opcodes
Catastrophic cybersecurity alert indicating an ML artifact executes destructive local operations mimicking Ransomware upon load.
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.
Interactive Reverse Shell Initiated from Model Persistence
Critical vulnerability characterized by a machine learning model initiating a reverse shell connection back to an attacker's C2 server during the model...
Poisoned Model Artifact Detected with Obfuscated Shell Injection
Critical security threat identifying complex obfuscation techniques nested inside malicious serialization binaries. Uncover how Eresus identifies these...
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.