Rules, Rules Everywhere: Why Signature-Based Detection Falls Short Against AI Threats
Rules, Rules Everywhere: Why Signature-Based Detection Falls Short Against AI Threats


Eric Zietlow

Empowering SOC teams with real-time collective AI-defense and deep learning to stop breaches faster.
Built by engineers and operators who’ve lived the challenges of security operations, we deliver open, AI-native software that runs on any data lake—freeing teams from legacy constraints. Our LogLMs return control to defenders, enabling faster, smarter, and more collaborative responses to cyber threats.




Empowering SOC teams with real-time collective AI-defense and deep learning to stop breaches faster.
Built by engineers and operators who’ve lived the challenges of security operations, we deliver open, AI-native software that runs on any data lake—freeing teams from legacy constraints. Our LogLMs return control to defenders, enabling faster, smarter, and more collaborative responses to cyber threats.


