Ltrack

概要

Ltrack is an open-source security observability framework for ML/AI model file loading, utilizing eBPF and Golang for low-overhead, high-performance monitoring. It helps identify vulnerabilities, unauthorized access, and anomalous activities in ML/AI workflows by focusing on critical system behaviors. Ltrack integrates with logging systems for real-time alerts and supports plugins for custom detectors, simplifying deployment with Golang's static binary packaging.

主な機能

• Monitors file operations in specified directories
• 33 GitHub stars
• Tracks execution of specified commands
• Monitors network activity on specific ports and protocols
• Offers flexible monitoring policy configuration via TOML files
• Supports log rotation, compression, and retention policies

ユースケース

• Meet regulatory requirements by enforcing strict access controls and audit trails.
• Enhance security in MLOps pipelines by auditing model deployment processes.
• Safeguard experimental models and datasets from unintended access or tampering.