LLM Safety and Security Stack


Euler One combines cross-cutting fundamentals in the security and mathematical invariant of LLMs coupled with novel insights in the Gen AI Transformer-Attention architecture, to automatically triage LLMs, identifying a variety of security vulnerabilities and safety-relavant weaknesses. These weaknesses may have been injected during the different phases of LLM lifecycle, unknowingly or maliciously. Euler one provides actionable metrics, security countermeasures, and direct patches. Through this, Euler One develops a variety of tools and techniques to protect modern Gen AI applications in enterprises from exploitation and backdoors.



, particularly the invariant of linear transformation



in the explores the abstract concept spaces inthemodel by following the linear transformation of the in a layered hierarchical architecture we call the Euler graph.  



EULER ANALYSIS ARCHITECTURE

PARTITIONS THE WEIGHTS AND BIAS AND REPRESENTS THEM IN A GRAPH, CALLED THE MEANING HYPERGRAPH SSSSSAA


Based on novel mathematical understanding