Ramkumar User

At EBC Publishing Pvt. Ltd., I independently developed and deployed a production-grade citation verification system used across legal operations, reducing manual review by over 80%. I also built an NLP pipeline to classify Indian legal judgments, using DeepSeek API and a workflow with confidence scoring and rule-based label correction.

For SCC ONLINE AI, I built a legal research agent for case-law research and statutory analysis. I implemented fast-search and deep-research modes with semantic reranking, and integrated MCP tools, Azure AI Search indexes, and vector-based retrieval pipelines.

I work across NLP and end-to-end machine learning pipelines for document parsing and search problems. My experience includes Python, embedding models such as InLegalBERT, and vector databases such as FAISS.