Tanvi Tiwari

I’m a B.Tech student in Computer Science and Engineering at Manipal University Jaipur, focused on turning AI into practical, real-world systems. I’ve strengthened my foundation in Data Structures and Algorithms, Machine Learning, and Database Management Systems, and I’ve proven my competitive edge by placing Top 1500 out of 125,000+ in Google The Big Code 2026.

In open source, I’m currently working in the Open Source and AI/Agents track of GirlScript Summer of Code (GSSoC) 2026. I engineered Python-based autonomous agents that reduced manual task execution time by 30% and improved deployment velocity, and I also refactored distributed state synchronization to prevent data loss during snapshot serialization—boosting reliability.

My projects reflect the kind of impact I want to keep delivering: real-time, scalable, and measurable. I built “Cipher” to verify claims with sub-second end-to-end latency using a FastAPI backend integrated with the Groq API (LLaMA 3.3), and I designed “FaultLine” as a real-time fraud detection system using a four-layer ensemble (Scikit-Learn, NetworkX, Isolation Forest, XGBoost, graph analytics), boosting accuracy by 15% while using Dask to cut downstream inference load by 90%.