role: AI Engineer · Generative & Agentic AI
also: Full Stack Developer · UI/UX Designer
focus: Multi-agent systems, RAG, agent interoperability (MCP, A2A), cloud-native AI
founder: JustPrompt.in, MSME-registered, Microsoft for Startups Founders Hub
location: IndiaI’m an AI engineer with around three years of experience building Generative AI applications and agentic systems. I work on RAG pipelines, multi-agent workflows, AI harnesses, and the protocols that let agents talk to tools and to each other (MCP and A2A). I care about the unglamorous parts too: guardrails, input and output validation, access controls, and secure tool calling.
Before this I founded a no-code Generative AI startup and shipped two products end to end, from Figma wireframes to deployed MERN apps. That background shapes how I build: an AI system is only useful once someone can actually use it.
- Designing multi-agent architectures and agent orchestration with LangGraph, LangChain, and AutoGen
- Building AI harnesses with Claude Code and GitHub Copilot, with specialised coding and testing agents across the software lifecycle
- Building multilingual, voice-first products for Indian languages through BHASHINI
- Recognised at 15+ hackathons, ideathons, and national challenges, including IIT Hyderabad, Zoho, Google, and Amazon
Generative and agentic AI
LLMs RAG Multi-agent systems Agent orchestration LangGraph LangChain AutoGen Azure OpenAI Azure AI Foundry Google Gemini
Interoperability and harnesses
MCP A2A Tool calling AI harness engineering Claude Code GitHub Copilot
Security and reliability
Agent guardrails Input validation Output validation Access controls Secure tool calling
Machine learning
NLP Model training and serving
Backend and full stack
REST APIs WebSockets
Cloud, data, delivery
Azure DevOps CI/CD Vector databases
Design and hardware
Canva ESP32 NodeMCU
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Multilingual voice-to-prescription platform for OPD consultations. Speech recognition and translation across 24 configured Indian and international languages through BHASHINI, with diarization, doctor–patient identification, medical entity extraction, and doctor review. Clinical summaries come from GLM-4.7-Flash, mapped to FHIR resources and SNOMED CT for ABDM-aligned data exchange. Top 5 nationwide among established startups. Global second place at ZDC Hackathon 2025 (Zoho). Backed by the Digital India BHASHINI Division, MeitY.
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Voice-first website builder. It collects requirements through conversation in 22+ Indian languages, then generates site structure, page content, layouts, and responsive UI. Gemini handles generation; BHASHINI and ULCA handle speech recognition, translation, and text-to-speech. Top 10 startups in India at the MeitY Grand Challenge 2024 (IIT Hyderabad).
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Speech-driven resume builder. Speak your experience and get an ATS-friendly CV, no typing.
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Regulatory and strategic intelligence for businesses trading across borders. RAG-based research over vector embeddings, with multilingual support.
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Task scheduling and payment platform that gives blue-collar workers and employers a transparent way to agree on jobs and pay.
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QR-based drug dispensing that pairs embedded hardware with a web dashboard to automate and secure medication handouts in healthcare settings.
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Competitive-programming tracker that helps educators see who is excelling and who needs support.
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Traffic control that clears ambulance routes dynamically using live GPS and ECG vitals, to cut emergency response time. Hardware prototype, no hosted demo.
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My first project: a hyperlocal platform that connects street-food lovers with nearby vendors.
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Two design concepts: a warm biryani-ordering flow and a minimalist, earthy organic food-delivery interface.
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| Capability | Where it shows up |
|---|---|
| Multi-agent architecture | Orchestration and workflow design with LangGraph, LangChain, and AutoGen on Azure AI services |
| Agent interoperability | MCP for structured tool and context exchange, A2A for agent-to-agent communication |
| AI harness engineering | Claude Code and GitHub Copilot harnesses with specialised coding and automated testing agents |
| Security and reliability | Guardrails, input and output validation, access controls, and secure tool calling |
| RAG and vector search | Retrieval pipelines and multimodal document processing; CROSS-Intelligence |
| Healthcare interoperability | FHIR, SNOMED CT, and ABDM / NextGen eHospital integration in DocVoxia |
| Voice and multilingual AI | 22+ language voice interfaces in JustPrompt, DocVoxia, and DocVoxia CV through BHASHINI |
| Full stack delivery | React front ends, Node.js and FastAPI services, MongoDB and Redis data layers, Docker on Cloud Run |
| IoT and embedded | QRMedisync and the Smart Ambulance Control System |
AI Engineer · 2025 – present Designing agentic solutions and multi-agent architectures. Building Generative AI applications on Azure OpenAI and Azure AI Foundry, including RAG pipelines, multimodal document processing, and enterprise integrations. Turning business requirements into technical architecture and estimates.
Technical Founder and AI Engineer, JustPrompt.in · 2023 – 2025 Founded an MSME-registered no-code Generative AI startup and built two products, DocVoxia and JustPrompt, covering architecture, full-stack engineering, GenAI integration, and deployment. Worked with the Digital India BHASHINI Division on multilingual healthcare AI. Selected for the Microsoft for Startups Founders Hub.
Product Design and Development Intern Earned the placement by winning a national-level design hackathon. Worked on UI/UX within a product design team alongside developers.
| Qualification | Institution | Period |
|---|---|---|
| B.E., Electronics and Communication Engineering | Sri Eshwar College of Engineering, Anna University | 2021 – 2025 |
| Higher Secondary (HSC) | L.K. Higher Secondary School | 2019 – 2021 |
| Secondary School (SSLC) | L.K. Higher Secondary School | 2018 – 2019 |
Best All-Rounder and Best Innovator awards, Sri Eshwar College of Engineering (2021–2025 batch).
| Certification | Issuer | Issued |
|---|---|---|
| Microsoft Certified: Multi-Agent AI Solutions Expert | Microsoft | Oct 2026 |
| Microsoft Certified: Azure AI Apps and Agents Developer Associate | Microsoft | Sep 2026 |
| Microsoft Certified: Frontier Transformation Engineer | Microsoft | Sep 2026 |
| Microsoft Certified: Agentic AI Business Solutions Architect Expert | Microsoft | Jun 2026 |
| Microsoft Certified: GitHub Copilot | Microsoft | Aug 2026 |
| Google Cloud Certified: Generative AI Leader | Google Cloud | Mar 2025 |
| Microsoft Certified: Azure AI Engineer Associate | Microsoft | Nov 2025 |
| Microsoft Certified: Azure AI Fundamentals | Microsoft | May 2025 |
| Microsoft Certified: Azure Fundamentals | Microsoft | Jun 2025 |
| Recognition | For | Organiser |
|---|---|---|
| Global second place | DocVoxia, among the top three global winners; judged on real-world impact, innovation, and feature design | ZDC Hackathon 2025, Zoho |
| Top 10 startups in India | JustPrompt | MeitY Grand Challenge 2024, IIT Hyderabad |
| Government backing | Official support for DocVoxia | Digital India BHASHINI Division (DIBD), MeitY |
| Top 5 nationwide | DocVoxia, alongside established startups | National startup challenge |
| Top 5 | Google GenAI Exchange Hackathon 2024 | |
| Top 30 | Amazon Smbhav Hackathon 2024, prototype round | Amazon |
| First runner-up | GUVI Dan Jr Hackathon 2024, among 12,500+ participants | GUVI |
| First runner-up | Ideathon, with the “Out of the Box Thinker” title | LearNowX and Cloud Analogy |
| Agent of Change in Tech | Tech for Good Hackathon | Google Developers Group Coimbatore |
| 1st runner-up and grand prize | Pitch Fest 2023 | Sri Eshwar College of Engineering |
| Second prize | Mini Project Expo 2023 | Sri Eshwar College of Engineering |
| Finalist | DevHack 2023 | Startup TN, TCE, Maxelerator Foundation, Young Indians Madurai, GDG |
| Semi-finalist | The Pitch 2023 | Startup TN and Coimbatore Vizha |
| Selected participant | TNSI EDII-TN Ideation Camp | TNSI EDII-TN |
| Finale participant | SECE Internal Hackathon 2022 | Sri Eshwar College of Engineering |
| Consolation prize | MEDICNIK | Karpagam Academy of Higher Education |
- Multi-agent orchestration patterns and agent evaluation
- MCP and A2A design patterns for tool-using, cooperating agents
- Retrieval-augmented generation system design
- Production-scale Generative AI deployment on Azure and Google Cloud
Open to collaborating on agentic AI and multi-agent tooling (AutoGen, LangChain, MCP), RAG and vector-search utilities, and MERN developer tools. If you’re working on something in that space, open an issue, start a discussion, or write to me.

