I’m passionate about building machines that think, reason, and act like humans. With over 5 years of experience in data science, software engineering, and AI research, I've worked on Generative AI, Large Language Models (LLMs), and Agentic Systems.
My focus is on creating intelligent systems—like agent-based architectures and Retrieval-Augmented Generation (RAG) pipelines—that reshape how we interact with knowledge and data.
- Design agent-based systems for dynamic reasoning and decision-making
- Build RAG pipelines to supercharge LLM capabilities
- Explore prompt engineering, model alignment, and open-source AI tooling
A production-ready RAG system that synthesizes academic content using multi-retriever setups, LLM-based document evaluation, and smart query rewriting with web search integration.
Tech: LangChain, LlamaIndex, Faiss, OpenAI, PostgreSQL
Fine-tuned a Mistral 7B Instruct model with QLoRA for high-quality English–Telugu translation using a 140k sentence-pair dataset.
Tech: PyTorch, Transformers, Hugging Face, QLoRA
A Python package developed at William & Mary for validating and reviewing geoBoundaries shapefiles. Published on PyPI and integrated into open-source workflows.
Tech: Python, Prefect, Web Scraping, Dataverse API
Oprina - Conversational AI Avatar Assistant
Built a revolutionary voice-powered AI assistant combining conversational intelligence with interactive avatar technology. The platform transforms email management, calendar scheduling, and productivity tasks into natural voice conversations.
🏗️ Architecture: 5-component microservices (Frontend, Backend, AI Agents, Database, External APIs) with specialized Email and Calendar agents powered by Google's Agent Development Kit and deployed on Vertex AI.
🛠️ Tech Stack: Google ADK, Vertex AI, React 18 + TypeScript, FastAPI + Python, Supabase, Google Cloud Run, HeyGen Streaming Avatars, Gmail & Calendar APIs, Speech-to-Text & Text-to-Speech
🎯 Outcome: Didn't win, but gained incredible experience building and deploying a complete platform in under a month!
🔗 Links: Live Demo | GitHub Repository
- Published open-source tools like
pygeoboundaries - Mentored undergraduates in AI and ML applications at Texas A&M University
I’m always open to collaboration in Generative AI, agentic systems, or cutting-edge RAG applications.
- LinkedIn: LinkedIn Profile
- Hugging Face: Hugging Face Profile
- Email: rohithma05@gmail.com