About Me

I am a Founding Engineer at Genrise.AI and a final-year student at IIT Kanpur, specializing in Mathematics and Scientific Computing. My work spans AI engineering — LLM fine-tuning, multi-agent systems, RAG, and the Model Context Protocol — alongside quantitative finance, full-stack web development, and mobile app creation. I converted my Genrise.ai internship into a founding-engineer PPO and earned a second PPO from Axxela, where I posted cohort-high profitability as a Trading & Research intern.

My passion lies in building robust, scalable solutions to complex problems — whether architecting a multi-tenant AI Visibility platform tracking how brands surface across seven AI shopping assistants, fine-tuning cross-encoders that turn ranking signals into actionable advice, authoring a preprint on a cross-platform AI memory protocol, or launching mobile products that ship to the Play Store and App Store. I am driven by a desire to innovate and deliver impactful results.

What I Do

  • mobile app icon

    App Development

    Cross-platform mobile app creation from concept to deployment on the App Store and Play Store using Flutter.

  • Web development icon

    Web Development

    Full-stack, multi-tenant web platforms with FastAPI, React, Go, and PostgreSQL, deployed on AWS with Docker and Nginx.

  • AI icon

    AI & Machine Learning

    Fine-tuning LLMs and cross-encoders, and building multi-agent systems with LangGraph, DSPy, MCP, and RAG — from research pipelines to on-device inference.

  • Finance icon

    Quantitative Trading

    Algorithmic trading strategy development, market analysis, and financial modeling using Python and ML.

Resume

Education

  1. Indian Institute of Technology, Kanpur

    2022 — 2026

    4th Year, Undergraduate in Mathematics and Scientific Computing.

  2. Nalanda Academy, Kota

    2020 — 2022

    CBSE (XII) with 90%.

Experience

  1. Founding Engineer (PPO - AI Engineer Intern)

    Genrise.ai | Dec 2025 - Ongoing

    Built a multi-tenant AI Visibility platform (FastAPI, React, PostgreSQL) measuring how often brands get recommended across 7 AI shopping assistants, running daily scans for 25+ brands. Fine-tuned a ModernBERT cross-encoder for search relevance (NDCG@10 0.98 vs 0.925) feeding a product-page edit-prioritization engine, with an LLM classifier that tripled the query set and surfaced ~2,700 gap keywords. Built one LangGraph harness powering 4 tool-dispatching agents (98/98 on production answer-quality QA), an agent-memory layer that bootstraps new brands from cross-brand insights, a hand-rolled MCP server for Claude ops agents, and a GPT-4o content-quality auditor with an SME feedback loop.

  2. Trading & Research Intern

    Axxela | May 2025 - July 2025

    Actively traded Euribor & ESTR futures via strategic spread and fly strategies, generating a cohort-high €2,302 profit. Monitored macroeconomic indicators on the Bloomberg Terminal to deploy risk-managed European interest rate strategies, and built a 3-parameter LSTM + XGBoost pipeline to predict daily SOFR fixes with an R² score of 0.97. Received a PPO.

  3. Founding Mobile Developer

    SuperLiving | Oct 2024 - Mar 2025

    Led solo development of a video learning app, launching it on the Google Play Store and Apple App Store. Engineered the full-stack architecture with Flutter, a JavaScript backend, and Firebase — a production-ready product that earned a partnership offer in recognition of foundational contributions.

  4. Frontend Development Intern

    CREW | Feb 2024 - May 2024

    Developed mobile app screens and components in Flutter, translating detailed Figma designs into precise implementations while mastering the widget system and state management.

  5. Software Development Engineering Intern

    ClinicBharat | Jan 2024 - Feb 2024

    Developed a Queue Management System using the MERN stack to optimize appointment scheduling and doctor and patient management, covering API creation, database management, and the frontend.

Publications

  1. Universal Memory Protocol: A Cross-Platform Probabilistic AI Memory Infrastructure

    Preprint, Zenodo | 2026
  2. Impact of AI Usage on Critical Thinking Skills Among University Students

    First author | JETIR, Vol. 13(6), 2026
  3. Social Media Predisposition & Academic Wellness Among Secondary School Students

    IJRAR, Vol. 13(2), 2026

Highlights

  1. Two Pre-Placement Offers

    Genrise.ai & Axxela

    Converted the Genrise.ai internship into a founding-engineer offer, and earned a second PPO from Axxela through cohort-high trading profitability.

  2. Five Published Packages on pub.dev

    flutter_agentic | Four at a perfect 160/160

    Open-source multi-provider agent stack for Flutter, ranked #1 in search for "Flutter AI SDK".

  3. Products Shipped to Production

    Google Play Store & Apple App Store

    Consumer apps live on both stores, plus government and enterprise deployments built for Wabtec, DRDO and the Jal Jeevan Mission.

My Skills

  • Languages

    Python, C, C++, Go, SQL, JavaScript, Dart, MATLAB, Shell Scripting, LaTeX

  • ML / LLM / Agents

    PyTorch, TensorFlow, scikit-learn, XGBoost, Hugging Face Transformers, sentence-transformers, deep learning, LLM fine-tuning, cross-encoders, embeddings, RAG, NLP, model evaluation, model deployment, DSPy, LangGraph, LangChain, MCP (Model Context Protocol), A2A, ReAct tool-calling, prompt engineering, Anthropic Claude API, OpenAI GPT-4o, LlamaIndex

  • Backend & Tools

    FastAPI, Flask, REST APIs, microservices, PostgreSQL, MongoDB, Docker, AWS (EC2, RDS, S3), Nginx, Celery, Keycloak authentication (SSO/OAuth), CI/CD, Playwright, Selenium, TLS fingerprinting, Git, React.js, Flutter, Firebase, Azure, Jira

Portfolio

  • AI Visibility Platform (Genrise.ai)

    Web Development, AI/ML

    Multi-tenant platform (FastAPI, React, PostgreSQL) measuring how often brands get recommended across 7 AI shopping assistants, with daily scans for 25+ brands. Includes a fine-tuned ModernBERT cross-encoder (NDCG@10 0.98) driving edit prioritization, a LangGraph harness powering 4 tool-dispatching agents, and a hand-rolled MCP server for ops agents.

  • Universal Memory Protocol (UMP)

    AI/ML

    Authored a preprint on a decentralized, probabilistic AI memory infrastructure running as an MCP server — a cascading 3-layer retrieval model with client-agnostic hardware anchoring. Engineered an identity resolution engine using int8 quantization and Gaussian boosting (F1 0.82), eliminating context decay with a 41% retention boost at sub-4ms latency and recovering 94.5% of memory across disjoint apps.

  • CommerceHub - AI Commerce Infrastructure

    Web Development, AI/ML

    Infrastructure converting store inventories into AI-accessible APIs — a plug-and-play system for Shopify/WooCommerce that instantly spins up MCP servers for live catalog access, plus an injection engine that pushes MCP adapters directly into GitHub repositories for custom sites, enabling natural language product querying, dynamic price sorting and automated checkout prep via AI agents. Built at the Entrepreneurs First Hackathon.

  • Q-Lingo Language Decipherment Framework

    AI/ML

    An AI-native multi-agent system on LangGraph that deciphers historical languages and ciphers via collaborative agents (Pattern Analyzer, Hypothesis Generator, Decipherer) communicating over A2A, with a compiled DSPy "Oracle" for coherence scoring.

  • Axxela SOFR Prediction

    AI/ML

    Built an ML pipeline using LSTM + XGBoost to predict daily SOFR fixes, achieving a high R2 score of 0.97.

  • SuperLiving Video Learning App

    App Development

    Led solo development of a video learning app and launched it on both the Google Play Store and Apple App Store.

  • ClinicBharat Queue Management

    Web Development

    Developed a full-stack MERN application to optimize appointment scheduling and manage patient queues.

  • CREW App Development

    App Development

    Translated detailed Figma designs into precise, high-quality mobile app screens and components using Flutter.

  • flutter_agentic — Multi-Provider Agent SDK

    App Development, AI/ML

    An open-source Flutter agent stack that runs the agent inside the app rather than on a Python backend — ReAct loops, 7 model providers, per-call routing and on-device inference. Five published packages spanning the core runtime, stateful agent graphs, semantic memory, device tools and a drop-in chat UI, four of them at a perfect 160/160 pub.dev score. Powers genesis AI, which builds a working on-device agent from a one-sentence prompt.

  • Saathi Learning App

    App Development, AI/ML

    Gamified Flutter and Firebase learning app for the Department of School and Mass Education, Odisha, with 1000+ questions across 20+ categories, AI-powered multilingual text and animated explanations for wrong answers, and a user study framework for a pilot with underprivileged children.

  • Termination Prediction Pipeline

    AI/ML

    ML pipeline using DSPy and MCP to predict loop termination and non-termination (invariants and recurrent sets), with GCC & CBMC integrated into an 8-split workflow to verify every predicted property. Bootstrapped 10x more data via BootstrapFewShot and CBMC feedback loops, reaching 75% prediction accuracy.

  • CWE Matching using LLMs (DRDO)

    AI/ML

    On-premise solution using Llama3 and Meta LLMs via Ollama with RAG to match mobile device vulnerabilities against CWE entries for the DRDO, integrating Hugging Face for extended LLM support and achieving 65% matching accuracy.

  • Wabtec NLP Pipeline

    AI/ML

    Multi-node NLP pipeline in LangGraph formalizing natural language design requirements into DSLs for Wabtec Corporation, with a hallucination detection model built on INCOSE sentence generation and semantic similarity scoring, combined across models for robust validation.

  • Jal Jeevan Mission App

    App & Web Development

    Flutter app for the Government of India's Jal Jeevan Mission tracking water leakage across rural locations, with real-time leakage zones on a map and a complaint management system, backed by a Go API layer and PostgreSQL — set to impact 19Cr+ households on deployment to the JJM portal.

  • AI Self-Checkout Kiosk App

    App Development, AI/ML

    Flutter app for India's first AI self-checkout kiosk, allowing real-time item scanning and integrated payments.

  • Trumio AI Apps (Competition)

    Web Development, AI/ML

    On-prem workspace controller in Go orchestrating Docker containers with authentication and server redirection, Rocket.Chat behind Nginx, a GitHub-profile-based AI task matching recommender, semantic document retrieval for a documentation explainer, and a Selenium automation tool — 5th place at Inter IIT Tech Meet 12.0.

  • QR Code Entry-Exit App (Competition)

    App Development

    1st Runner Up at SnT Hackathon 2023. An Android app using QR codes and Firebase to manage campus entry-exit.

  • Real Estate Website (RE DEV Competition)

    Web Development

    1st Runner Up at Techkriti. A MERN stack website with 3D image viewing for properties and precise map locations.

  • GenAI Hackathon by Overlayy (1st Place)

    AI/ML

    1st Place at OOSC'2024. Automated extraction and analysis of embedded web links using Selenium scraping and the Gemini API to generate factual questions, with TFIDF vectorisation for relevance mapping — achieving 83% accuracy.

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