Medaura - Agentic Pharmacy System
Medication errors are an information problem. The information exists - it is just not connected at the moment it matters.
FastAPILangGraphChromaDBLangfuseReact
AI Engineer & Researcher
I keep digging into rabbit holes, some become systems.
- Recently
- LFX'26 @ Hyperledger Cello
- Active contributor to Meshery (CNCF)
- Researching and prototyping domain-specific small language models
Background & focus
About
I started in RF and signals. Turns out the most interesting signal to decode is language. Now I build the systems that do both — from transformers to multi-agent pipelines to LLM-controlled hardware.
B.Tech — Electronics & Telecom Engineering at SGGSIE&T, Nanded (2023–Present).
Achievements
- National Finalist — Smart India Hackathon 2024
- National Finalist — Smart India Hackathon 2025
- Global Finalist Top 6 — UWA Hack For Impact 2026
Research & engineering
Experience
Jun 2026 – Present
LFX Mentee
Hyperledger Cello · Linux Foundation
Building an AI agent that turns Hyperledger Fabric network operations and Chaincode debugging into a conversation.
- Designing an AI agent that takes natural language, reasons over Cello API call sequences, and executes operations — eliminating manual dashboard interaction
- Hyperledger Cello manages the full lifecycle of Hyperledger Fabric networks
Apr 2026 – Present
AI Research Intern
IRT, University of South Carolina
Researching neurosymbolic SLM architectures with RL-based alignment.
- Researching neurosymbolic SLM architecture and pre-training pipelines — integrating symbolic reasoning constraints into small language model training for structured knowledge tasks
- Working on RL-based fine-tuning (GRPO/RLHF) for SLM alignment — reward modeling, policy optimization, and evaluation on neurosymbolic reasoning benchmarks
Mar 2026 – Present
Open Source Contributor
Meshery — CNCF Sandbox Project
5+ merged PRs across service mesh management, UI, and API integrations.
- 5+ merged PRs — service mesh management features, UI components, and API integrations across Go backend and React frontend
- Active in code reviews, issue triage, and community discussions per CNCF contributor guidelines
Selected work
Projects
Small Language Model From Scratch - TinyStories
Every LLM course teaches you to call an API. I wanted to know what happens before the API.
PyTorchCustom BPEAMPNLP
GNU Radio MCP Server - LLM-to-SDR Bridge
LLMs can reason about RF signals. They just could not touch a radio. This closes that gap.
PythonFastMCPZMQXML-RPCGNU Radio
RF Watch - Open-Source Real-Time RF Spectrum Monitor
Physical-layer first: no protocol decoding, no black-box certainty, just traceable RF evidence.
PythonGNU RadioHackRF OneSignal Processing
Papers & interests
Research
Reading and building on foundational ML research. Here are papers that shaped my thinking.
Get in touch
Contact
I'm always open to research discussions, collaboration, and building things that matter.