Delivered talks at TEDx, educational institutions, NGOs, and multinational companies. Single-handedly advocated resulting in a newborn hearing screening mandate in Karnataka (population 69M). Invited to speak at the AG Bell Sound Futures event in November 2025 in Washington, DC.

An initiative to enable government-executed early hearing-loss screening of children at massive scale. Facilitated a pilot forging alignment across institutions: IIT Madras, SRESHT-SRIHER-IA Lab, Government of Karnataka, and SRCISH.

Rebuilt a RAG pipeline using LangChain and Python. Used Pinecone for vector storage and semantic search. Built workflows with embedding and LLM APIs. Gained experience with prompt engineering, text embeddings, and GitHub version control.

Implemented digital-logic modules in VHDL, deployed and tested on Xilinx FPGA boards. Explored signal behavior and hardware execution flow to understand how code maps to physical circuitry.