Hi, I'm Utkarsh aka Zyaxxy a full-stack blockchain developer building at the intersection of Web3, distributed systems, and full-stack development, with a curiosity for security. I'm a Turbin3 graduate and a Tata HackQuest Season 10 CTF finalist. I'm currently building Kite, an investing platform on Solana, and exploring projects in DeFi, on-chain protocols, and AI. I enjoy turning complex ideas into useful, intuitive experiences.
A voice RAG benchmark and dashboard for Hindi, English, and Bengali, bringing streaming retrieval, chunking experiments, and latency evaluation into one workspace.
Built around the MSMARCO-XI dataset, Voice RAG makes retrieval experiments visible. A Next.js dashboard connects dataset exploration and chunking comparisons with a Rust streaming backend and Python ingestion and evaluation pipelines.
From speech to supporting context.
An Axum WebSocket server connects speech-to-text, vector retrieval, and language-model generation. The pipeline supports Hindi, English, and Bengali, with Qdrant integration and a local passage-store option.
Measure the tradeoffs.
Fixed-window, sentence-boundary, metadata-aware, and hierarchical chunking strategies can be compared in one interface. The evaluation tooling tracks retrieval quality and latency percentiles, with a 200 ms target used as an experiment goal.