At Talakunchi Networks Pvt. Ltd., I'm developing a Patching Strategist Agent to automate vulnerability remediation from penetration testing findings. I’m also implementing RAG pipelines and integrating local Ollama models into Python workflows to generate remediation plans and verification steps.
For my Contract Analyzer project, I developed a system for PDF parsing, clause extraction, retrieval, risk scoring, and reporting. I also built a LangChain chatbot for contract Q&A and rewrites.
I'm currently developing a Research Manuscript Quality Analyzer that classifies linguistic acceptability using the CoLA sentence dataset. I fine-tuned DistilBERT and compared it with traditional machine learning models, achieving 81.18% validation accuracy.
My other projects include a news article classifier that achieved 91% overall accuracy and a housing loan default prediction system with an interactive FastAPI and Streamlit application.

