Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4
On the map: LLM agents and tool use → Agent threats, guardrails and governance
Abstract (arXiv)
In an era where cyberspace is both a battleground and a backbone of modern society, the urgency of safeguarding digital assets against ever-evolving threats is paramount. This paper introduces Cyber Sentinel, an innovative task-oriented cybersecurity dialogue system that is effectively capable of managing two core functions: explaining potential cyber threats within an organization to the user, and taking proactive/reactive security actions when instructed by the user. Cyber Sentinel embodies the fusion of artificial intelligence, cybersecurity domain expertise, and real-time data analysis to combat the multifaceted challenges posed by cyber adversaries. This article delves into the process of creating such a system and how it can interact with other components typically found in cybersecurity organizations. Our work is a novel approach to task-oriented dialogue systems, leveraging the power of chaining GPT-4 models combined with prompt engineering across all sub-tasks. We also highlight its pivotal role in enhancing cybersecurity communication and interaction, concluding that not only does this framework enhance the system's transparency (Explainable AI) but also streamlines the decision-making process and responding to threats (Actionable AI), therefore marking a significant advancement in the realm of cybersecurity communication.
Key facts. Cited by 9 papers in the map (data through 13 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 22 of its 64 references that are in the map. First posted on arXiv 28 Sep 2023.
Builds on
22 of 64 references.
References · 22
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10 more
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Built on by
Citing papers per year: 2024: 3; 2025: 4; 2026: 2.
9 papers.
- 2024AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attackscited by 95
- 2024When LLMs Meet Cybersecurity: A Systematic Literature Reviewcited by 71
- 2024ThreatModeling-LLM: Automating Threat Modeling using Large Language Models for Banking Systemcited by 10
- 2025Large Language Models for Security Operations Centers: A Comprehensive Surveycited by 9
- 2025Auspex: Building Threat Modeling Tradecraft into an Artificial Intelligence-based Copilotcited by 3
- 2025FAA Framework: A Large Language Model-Based Approach for Credit Card Fraud Investigationscited by 2
- 2025Generative AI for Internet of Things Security: Challenges and Opportunitiescited by 1
- 2026SecMate: Multi-Agent Adaptive Cybersecurity Troubleshooting with Tri-Context Personalizationcited by 0
- 2026COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologiescited by 0
- 2026COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies29 Jun 2026
- 2026SecMate: Multi-Agent Adaptive Cybersecurity Troubleshooting with Tri-Context Personalization29 Apr 2026
- 2025Large Language Models for Security Operations Centers: A Comprehensive Survey13 Sep 2025
- 2025FAA Framework: A Large Language Model-Based Approach for Credit Card Fraud Investigations13 Jun 2025
- 2025Auspex: Building Threat Modeling Tradecraft into an Artificial Intelligence-based Copilot12 Mar 2025
- 2025Generative AI for Internet of Things Security: Challenges and Opportunities13 Feb 2025
- 2024ThreatModeling-LLM: Automating Threat Modeling using Large Language Models for Banking System26 Nov 2024
- 2024When LLMs Meet Cybersecurity: A Systematic Literature Review6 May 2024
- 2024AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks2 Mar 2024
Similar, not cited
Close in wording, no citation either way
- 2024CYGENT: A cybersecurity conversational agent with log summarization powered by GPT-3
- 2024MoRSE: Bridging the Gap in Cybersecurity Expertise with Retrieval Augmented Generation
- 2026Same Request, Different Boundary: Evaluating Cybersecurity Assistance across Conversational Contexts
- 2026MITRE-SAGE: A Multi-Agent Cybersecurity Question-Answering Model
- 2025AgentBnB: A Browser-Based Cybersecurity Tabletop Exercise with Large Language Model Support and Retrieval-Aligned Scaffolding
- 2025Transforming Cyber Defense: Harnessing Agentic and Frontier AI for Proactive, Ethical Threat Intelligence
- 2025Benchmarking LLMs in an Embodied Environment for Blue Team Threat Hunting
- 2025The Evolution of Agentic AI in Cybersecurity: From Single LLM Reasoners to Multi-Agent Systems and Autonomous Pipelines