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mahsook3/README.md

About

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:  India

I’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

Stack

Languages
Python C++ TypeScript JavaScript SQL

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
PyTorch TensorFlow OpenCV
NLP Model training and serving

Backend and full stack
FastAPI Flask React Node.js Express .NET Tailwind CSS
REST APIs WebSockets

Cloud, data, delivery
Azure Google Cloud Docker Git GitHub GitHub Actions MongoDB Redis Firebase
Azure DevOps CI/CD Vector databases

Design and hardware
Figma Arduino
Canva ESP32 NodeMCU

Projects

DocVoxia

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.

GLM-4.7-Flash BHASHINI Speaker diarization React Node.js Express Redis Cloud Run Docker FHIR SNOMED CT

Live demo

JustPrompt

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).

Gemini 2.5 Flash BHASHINI ULCA React Node.js Express MongoDB Atlas Firebase

Live demo

DocVoxia CV

Speech-driven resume builder. Speak your experience and get an ATS-friendly CV, no typing.

React Node.js MongoDB LLMs Speech recognition BHASHINI Tailwind CSS

Live demo

CROSS-Intelligence

Regulatory and strategic intelligence for businesses trading across borders. RAG-based research over vector embeddings, with multilingual support.

React Node.js MongoDB LLMs RAG Vector embeddings BHASHINI Tailwind CSS

Live demo

TimelyTask

Task scheduling and payment platform that gives blue-collar workers and employers a transparent way to agree on jobs and pay.

React Node.js Express MongoDB Tailwind CSS

Live demo

QRMedisync

QR-based drug dispensing that pairs embedded hardware with a web dashboard to automate and secure medication handouts in healthcare settings.

React Node.js Express MongoDB NodeMCU (ESP8266) Servo motor QR scanner

Live demo

StuTrack AI

Competitive-programming tracker that helps educators see who is excelling and who needs support.

React Tailwind CSS AI/ML analytics

Live demo

Smart Ambulance Control System

Traffic control that clears ambulance routes dynamically using live GPS and ECG vitals, to cut emergency response time. Hardware prototype, no hosted demo.

Arduino Uno ESP32 GPS module ECG module C/C++

NearTreat

My first project: a hyperlocal platform that connects street-food lovers with nearby vendors.

React Node.js Express MongoDB Google Maps API Firebase Tailwind CSS

Live demo

UI/UX concepts

Two design concepts: a warm biryani-ordering flow and a minimalist, earthy organic food-delivery interface.

Figma Canva

Dan Jr. Wedding Biryani’s · GreenBite

Engineering highlights

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

Experience

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.

Education

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).

Certifications

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

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 Google
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

Currently exploring

  • 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 source and collaboration

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.

Activity

GitHub stats GitHub streak Top languages Activity graph

Contact

LinkedIn GitHub Instagram Email



The best way to predict the future is to build it, one well-architected agent at a time.

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