CORTEXA
← Browse

Sagar Samtani

2 papers indexed

arxivcs.AIcs.CRcs.LG2026-07-12

Cross-Layer Misalignment Detection in Agent Skills: A Progressive Loading-Aware Contrastive Learning Approach

Chengjun Zhang, Yang Gao, Jianna Hur, Jingjing Zhang, Sagar Samtani

Large language model (LLM) agents are increasingly extended through Agent Skills, reusable artifacts that package natural-language metadata, procedural instructions, and execution-time resources for runtime use. As open-source skill marketplaces expand, users and agents increasin…

View free PDFSource page
arxivcs.CRcs.LG2026-06-27

Cybersecurity is the True Frontier for Generative AI Success or Failure

Edward Raff, Maor Ashkenazi, Sagar Samtani, David J. Elkind, Sven Krasser

Cybersecurity is a real-life test-bed for many machine learning problems at once, especially when considering modern strides in using Large Language Models (LLMs) to automate processes as ``agents.'' Cybersecurity workflows require orchestrating hundreds of standard and bespoke t…

View free PDFSource page