4 papers
Agyn: An Open-Source Platform for AI Agents with Scalable On-Demand Execution, Agent Definition as a Code, and Zero-Trust Access
Nikita Benkovich, Vitalii Valkov
As organizations move toward production deployments of AI agents, which execute non-deterministic workflows, maintain stateful sessions, and often operate with privileged access to…
Agyn: A Multi-Agent System for Team-Based Autonomous Software Engineering
Nikita Benkovich, Vitalii Valkov
Large language models have demonstrated strong capabilities in individual software engineering tasks, yet most autonomous systems still treat issue resolution as a monolithic or pi…
Neural Random Projection: From the Initial Task To the Input Similarity Problem
Alan Savushkin, Nikita Benkovich, Dmitry Golubev
In this paper, we propose a novel approach for implicit data representation to evaluate similarity of input data using a trained neural network. In contrast to the previous approac…
DeepQuarantine for Suspicious Mail
Nikita Benkovich, Roman Dedenok, Dmitry Golubev
In this paper, we introduce DeepQuarantine (DQ), a cloud technology to detect and quarantine potential spam messages. Spam attacks are becoming more diverse and can potentially be…