← Search

Debanjana Kar

3 accepted papers

2026

Scalable and Efficient Large-Scale Log Analysis with LLMs: An IT Software Support Case Study

AAAI 2026technical

IT environments typically have logging mechanisms to monitor system health and detect issues. However, the huge volume of generated logs makes manual inspection impractical, highlighting the importance of automated log analysis in IT Software Support. In this paper, we propose a log analytics tool t

Cited by 0SourcePDFScholar
2025

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

ICML 2025oral

Realizing the vision of using AI agents to automate critical IT tasks depends on the ability to measure and understand effectiveness of proposed solutions. We introduce ITBench, a framework that offers a systematic methodology for benchmarking AI agents to address real-world IT automation tasks. Our…

2025

ScriptSmith: A Unified LLM Framework for Enhancing IT Operations via Automated Bash Script Generation, Assessment, and Refinement

AAAI 2025technical

In the rapidly evolving landscape of site reliability engineering (SRE), the demand for efficient and effective solutions to manage and resolve issues in site and cloud applications is paramount. This paper presents an innovative approach to action automation using large language models (LLMs) for s…

Cited by 2SourcePDFScholar