Mridula Prabhakar

TRUST-Campus: Evidence-Aware Retrieval-Augmented Generation for Reliable University Information Access

TRUST-Campus presents an evidence-aware Retrieval-Augmented Generation (RAG) framework designed to improve the reliability of university information access by distinguishing between retrieved evidence that is relevant to a question and evidence that is sufficient to support an an...

VERA-SE: Verification-Guided Autonomous Software Repair with Risk-Aware Patch Selection

VERA-SE presents a verification-guided autonomous software repair framework that combines large language model (LLM)-based patch generation with structural analysis, behavioral preservation checks, change-risk estimation, and risk-aware patch selection. The framework separates ca...

Self-Healing Workflow Orchestration Framework Using System-Aware Adaptive Recovery for Fault-Tolerant Distributed Systems

This research presents the design, implementation, and experimental evaluation of a modular self-healing workflow orchestration framework for fault-tolerant distributed systems. Developed using Go, Redis, and PostgreSQL, the framework integrates asynchronous task queuing, persist...