3 papers
cs.CR2025
The Evolution of Agentic AI in Cybersecurity: From Single LLM Reasoners to Multi-Agent Systems and Autonomous Pipelines
Vaishali Vinay
Cybersecurity has become one of the earliest adopters of agentic AI, as security operations centers increasingly rely on multi-step reasoning, tool-driven analysis, and rapid decis…
cs.AI2025
Failure Modes in LLM Systems: A System-Level Taxonomy for Reliable AI Applications
Vaishali Vinay
Large language models (LLMs) are being rapidly integrated into decision-support tools, automation workflows, and AI-enabled software systems. However, their behavior in production…
cs.CR2024
SCADE: Scalable Framework for Anomaly Detection in High-Performance System
Vaishali Vinay, Anjali Mangal
As command-line interfaces remain integral to high-performance computing environments, the risk of exploitation through stealthy and complex command-line abuse grows. Conventional…