Umesh Sai
Hanuma Prasad
Full Stack & AI/ML Developer
I don’t just learn AI — I build with it. From autonomous desktop agents with real shell execution access to local RAG pipelines and enterprise applications.
I don’t just learn AI — I build systems that actually work.
I am a Computer Science & Engineering student (AI & ML) at Vishnu Institute of Technology (CGPA: 9.59/10) and a Summer Intern at VLED Lab, IIT Ropar.
Whether it’s a desktop agent with real shell access to a user’s machine or a RAG pipeline that cuts through document clutter, I care about systems that work reliably outside a notebook. Currently chasing the intersection of generative AI and practical software engineering.
I actively build production-oriented projects, ship commits to open-source EdTech repositories at IIT Ropar, and participate in competitive hackathons — earning 1st Place among 400+ participants at Failathon 2.0 and ranking in the Top 5% nationwide in NPTEL Programming in Java (Elite Gold, 95%).
- IIT Ropar Intern: Contributor to live EdTech open-source software at VLED Lab, IIT Ropar.
- Autonomous Agents & RAG: Experience building function-calling loops, LangGraph state machines, FAISS vector search, and local Ollama inference.
- Production Full-Stack: React, Next.js, Electron, FastAPI, Flask, Node.js, and Java full-stack microservices.
Technical Capabilities
Programming Languages
AI / ML & GenAI
Frameworks & Runtimes
Core CS & Engineering
Databases, Tools & Platforms
Proof in the code.
Live metric tracking across algorithm practice platforms and active GitHub contributions.
Engineering & AI Portfolio.
Including all public GitHub repositories and major resume projects — spanning cross-platform AI desktop agents, local RAG architectures, and machine learning models.
WayBig
Cross-Platform Desktop AI Agent with Autonomous Shell Access
WayBig bridges local machine operations with cloud LLMs. Built with Electron, React, TypeScript, and Google Gemini API, it runs an autonomous tool execution loop that inspects codebases, edits files, and executes commands locally. Features a safety-first architecture with human-in-the-loop confirmation gates, diff previews, and immutable audit logs.
- ✓Autonomous Gemini function-calling loop for local shell & file execution
- ✓Safety-first architecture with confirmation gates & diff previews for destructive actions
- ✓Cross-platform desktop application built with Electron and React
NeuroNotes
RAG-Powered Intelligent AI Notebook & Knowledge Base
NeuroNotes turns static documents into interactive knowledge bases. Powered by LangGraph and Google Gemini API, it ingests multi-format documents into vector databases (FAISS / ChromaDB). Enables multi-turn conversational querying with citations, semantic search, and dynamic prompt orchestration.
- ✓Sub-second vector retrieval over dense multi-page document embeddings
- ✓LangGraph agentic stateful graph workflows for multi-step reasoning
- ✓Citation-backed answers minimizing model hallucinations
InterviewAI
Fully Local AI Technical Interview Simulator
InterviewAI conducts realistic technical interviews on your local machine. Built with Python FastAPI, Ollama, and pdfplumber, it parses applicant resumes, formulates adaptive domain questions based on candidate history, and evaluates responses in real-time to generate detailed post-interview hiring feedback.
- ✓100% local LLM inference via Ollama (Llama 3.2) — zero cloud API fees or data leaks
- ✓PDF resume parsing and dynamic session prompt construction
- ✓Comprehensive post-interview hire/no-hire performance report generation
ATS Resume Analyzer
AI-Driven Candidate Evaluation & Skill Matching Engine
Leverages Flask, Generative AI (Gemini API), and PyPDF2 to parse resume content, evaluate keyword alignment against job descriptions, and deliver actionable suggestions for resume optimization.
- ✓Deep semantic match scoring between resume content and job specifications
- ✓Identifies missing technical competencies & keyword gaps
- ✓Generates custom recommendations to pass corporate ATS filters
All Projects (16)
WayBig
Cross-Platform Desktop AI Agent with Autonomous Shell Access
A cross-platform desktop AI agent using Electron with an autonomous Gemini function-calling loop, granting direct file system and shell execution access on the user's machine.
ATS Resume Analyzer
AI-Driven Candidate Evaluation & Skill Matching Engine
An automated application tracking system analyzer that parses resumes against job descriptions to provide detailed match scores and improvement feedback.
HeartIQ Engine
ML Cardiac Risk Assessment & Health Intelligence Engine
A predictive healthcare web application using machine learning to assess cardiovascular risk metrics based on clinical parameters.
NumiKids
Interactive Early Childhood Educational Math & Learning App
A colorful interactive web application designed to help young learners build foundational math and counting skills through gamification.
Karnataka Rice Yield Prediction
Agricultural Yield Forecasting & Machine Learning Model
A data science model predicting rice production yields across districts in Karnataka based on rainfall, soil, and historical crop data.
Rock Paper Scissors JS
Interactive Browser Game with Score Tracking & LocalStorage
A clean, responsive implementation of the classic game featuring score persistence and smooth animations.
WayBig
Cross-Platform Desktop AI Agent with Autonomous Shell Access
A cross-platform desktop AI agent using Electron with an autonomous Gemini function-calling loop, granting direct file system and shell execution access on the user's machine.
ATS Resume Analyzer
AI-Driven Candidate Evaluation & Skill Matching Engine
An automated application tracking system analyzer that parses resumes against job descriptions to provide detailed match scores and improvement feedback.
HeartIQ Engine
ML Cardiac Risk Assessment & Health Intelligence Engine
A predictive healthcare web application using machine learning to assess cardiovascular risk metrics based on clinical parameters.
NumiKids
Interactive Early Childhood Educational Math & Learning App
A colorful interactive web application designed to help young learners build foundational math and counting skills through gamification.
Karnataka Rice Yield Prediction
Agricultural Yield Forecasting & Machine Learning Model
A data science model predicting rice production yields across districts in Karnataka based on rainfall, soil, and historical crop data.
Rock Paper Scissors JS
Interactive Browser Game with Score Tracking & LocalStorage
A clean, responsive implementation of the classic game featuring score persistence and smooth animations.
NeuroNotes
RAG-Powered Intelligent AI Notebook & Knowledge Base
A full-stack AI notebook platform using RAG architecture, enabling context-aware querying across complex documents with high relevance and reduced hallucinations.
Exam AI
Automated AI Exam & Quiz Generation Engine
An AI-powered assessment generation tool that creates tailored quizzes, exams, and detailed answer explanations from raw course materials.
AgriSense
Smart Agriculture & Soil Health Monitoring Platform
An IoT and web data visualization platform providing real-time soil health metrics and crop recommendations for smart farming.
AI Recipe Generator
Generative AI Smart Recipe & Meal Planner Application
An intelligent web app that generates detailed culinary recipes based on available pantry ingredients and dietary preferences.
Language Detection System
NLP Natural Language Identification Engine
An NLP classification model trained to identify human languages from snippet text inputs across dozens of global languages.
NeuroNotes
RAG-Powered Intelligent AI Notebook & Knowledge Base
A full-stack AI notebook platform using RAG architecture, enabling context-aware querying across complex documents with high relevance and reduced hallucinations.
Exam AI
Automated AI Exam & Quiz Generation Engine
An AI-powered assessment generation tool that creates tailored quizzes, exams, and detailed answer explanations from raw course materials.
AgriSense
Smart Agriculture & Soil Health Monitoring Platform
An IoT and web data visualization platform providing real-time soil health metrics and crop recommendations for smart farming.
AI Recipe Generator
Generative AI Smart Recipe & Meal Planner Application
An intelligent web app that generates detailed culinary recipes based on available pantry ingredients and dietary preferences.
Language Detection System
NLP Natural Language Identification Engine
An NLP classification model trained to identify human languages from snippet text inputs across dozens of global languages.
InterviewAI
Fully Local AI Technical Interview Simulator
A privacy-first local AI technical interview simulator that dynamically generates resume-aware questions using Llama 3.2 (3B) via Ollama with zero cloud API dependency.
ReviewGuard ML
ML Fake Review Detection & Sentiment Analysis System
A machine learning pipeline designed to detect fraudulent e-commerce reviews and classify sentiment authenticity using NLP algorithms.
FAQ Internship Portal
AI-Assisted Interactive FAQ & Internship Discovery Platform
A portal streamlining internship applications, providing automated response recommendations and candidate FAQ resolution.
Data Forge
Automated Data Preprocessing & Synthetic Data Generation Toolkit
A Python utility suite for cleaning raw datasets, imputing missing values, and generating synthetic samples for machine learning workflows.
Spam Detection System
NLP SMS & Email Spam Classification System
A text classification model detecting spam messages in SMS and email communications using TF-IDF vectorization and Naive Bayes.
InterviewAI
Fully Local AI Technical Interview Simulator
A privacy-first local AI technical interview simulator that dynamically generates resume-aware questions using Llama 3.2 (3B) via Ollama with zero cloud API dependency.
ReviewGuard ML
ML Fake Review Detection & Sentiment Analysis System
A machine learning pipeline designed to detect fraudulent e-commerce reviews and classify sentiment authenticity using NLP algorithms.
FAQ Internship Portal
AI-Assisted Interactive FAQ & Internship Discovery Platform
A portal streamlining internship applications, providing automated response recommendations and candidate FAQ resolution.
Data Forge
Automated Data Preprocessing & Synthetic Data Generation Toolkit
A Python utility suite for cleaning raw datasets, imputing missing values, and generating synthetic samples for machine learning workflows.
Spam Detection System
NLP SMS & Email Spam Classification System
A text classification model detecting spam messages in SMS and email communications using TF-IDF vectorization and Naive Bayes.
Internships & Honors.
IIT Ropar Summer Internship, AICTE & Google virtual experience, hackathon victories, and academic awards.
INTERNSHIPS & PROFESSIONAL EXPERIENCE
Summer Intern
IIT ROPARSelected as a contributor for the VLED Lab Summer Internship 2026 at IIT Ropar, working on live open-source repositories for India-centric education-technology problems.
- Selected for the competitive VLED Lab Summer Internship 2026 at IIT Ropar to contribute to active open-source EdTech repositories
- Strengthened AI and MERN stack proficiency by shipping production-ready commits to live open-source codebases under mentor guidance
- Solves scalable India-centric educational technology challenges with responsive web components and interactive learning modules
Generative AI, Deep Learning & LLMs Virtual Intern
Completed an 8-week AICTE-recognized virtual internship in Generative AI, Deep Learning, and Large Language Models.
- Hands-on experience with Generative AI architectures, neural networks, Deep Learning models, and LLM orchestration
- Engineered context-aware retrieval pipelines, prompt workflows, and generative model integrations
- Achieved Grade O (Outstanding) distinction upon successful evaluation by EduSkills & AICTE
AI-ML Virtual Intern
Completed an 8-week AICTE-recognized virtual internship in Artificial Intelligence & Machine Learning, supported by Google for Developers under the India Edu Program.
- Trained machine learning models using TensorFlow, Scikit-Learn, Pandas, and Google Gemini API
- Gained hands-on experience in computer vision algorithms, NLP pipelines, and data preprocessing
- Achieved Grade O (Outstanding) distinction upon completing real-world case studies and model evaluation metrics
Java Full Stack Developer Virtual Intern
Completed an intensive 10-week virtual internship in Java Full Stack enterprise development and database engineering.
- Built backend microservices and web APIs using Core Java, Spring Boot, Hibernate, and MySQL relational databases
- Developed responsive frontend user interfaces using HTML5, CSS3, Bootstrap, JavaScript, and jQuery
- Achieved Grade O (Outstanding) distinction for full-stack system architecture and clean code practices
HONORS & HACKATHONS
1st Place Winner — Failathon
1st PlaceAwarded First Place for building an innovative technical product under strict time constraints during the Failathon hackathon challenge.
NPTEL Programming in Java — Elite Gold (95%)
Elite Gold — 95%Achieved the highest tier 'Elite Gold' distinction with a score of 95% in the national NPTEL Programming in Java certification exam.
GDG Hackathon Certificate of Recognition
GDG HackathonRecognized for outstanding technical prototype development and teamwork during the Google Developer Groups hackathon.
DeepHack Hackathon Finalist
DeepHack FinalistDemonstrated advanced problem solving and deep technology application in the national DeepHack competitive programming event.
Generative AI Hackathon Participant
GenAI ChallengeBuilt LLM-driven generative AI applications utilizing prompt engineering, retrieval pipelines, and modern frontend integration.
Academic Background.
Formal computer science engineering, AI/ML specialization, and science foundations.
Vishnu Institute of Technology (Autonomous)
Bachelor of Technology (B.Tech)
Computer Science & Engineering — AI & Machine Learning
Sri Chaitanya College
Intermediate (Class XII)
MPC (Mathematics, Physics, Chemistry)
Sri Chaitanya School
Secondary School Certificate (SSC / Class X)
General Academics & Foundation Sciences
Verified Credentials.
Showing 19 verified certifications. Hover over any card to pause auto-scroll. Click to inspect full credentials.
Generative AI, Deep Learning & Language Models Virtual Internship
AI-ML Virtual Internship (Supported by Google for Developers)
Java Full Stack Developer Virtual Internship (10-Weeks)
Failathon Hackathon — 1st Place Winner
Programming in Java — Elite Gold (95%)
Google Developer Groups Hackathon Certificate
Java Full Stack Credential Certificate
DeepHack Competitive Hackathon Certificate
Career Essentials in Generative AI
Generative AI Hackathon Participation
Machine Learning Workshop Certification
Java Full Stack Internship Certificate
UI & UX Design Principles Certification
Unstop Tech Assessment & Challenge
Introduction to Artificial Intelligence
Ethics in the Age of Generative AI
Learning Microsoft 365 Copilot for Work
Streamlining Your Work with Microsoft Copilot
What Is Generative AI
Generative AI, Deep Learning & Language Models Virtual Internship
AI-ML Virtual Internship (Supported by Google for Developers)
Java Full Stack Developer Virtual Internship (10-Weeks)
Failathon Hackathon — 1st Place Winner
Programming in Java — Elite Gold (95%)
Google Developer Groups Hackathon Certificate
Java Full Stack Credential Certificate
DeepHack Competitive Hackathon Certificate
Career Essentials in Generative AI
Generative AI Hackathon Participation
Machine Learning Workshop Certification
Java Full Stack Internship Certificate
UI & UX Design Principles Certification
Unstop Tech Assessment & Challenge
Introduction to Artificial Intelligence
Ethics in the Age of Generative AI
Learning Microsoft 365 Copilot for Work
Streamlining Your Work with Microsoft Copilot
What Is Generative AI
Generative AI, Deep Learning & Language Models Virtual Internship
AI-ML Virtual Internship (Supported by Google for Developers)
Java Full Stack Developer Virtual Internship (10-Weeks)
Failathon Hackathon — 1st Place Winner
Programming in Java — Elite Gold (95%)
Google Developer Groups Hackathon Certificate
Java Full Stack Credential Certificate
DeepHack Competitive Hackathon Certificate
Career Essentials in Generative AI
Generative AI Hackathon Participation
Machine Learning Workshop Certification
Java Full Stack Internship Certificate
UI & UX Design Principles Certification
Unstop Tech Assessment & Challenge
Introduction to Artificial Intelligence
Ethics in the Age of Generative AI
Learning Microsoft 365 Copilot for Work
Streamlining Your Work with Microsoft Copilot
What Is Generative AI
Let’s build something extraordinary.
Open for technical discussions, AI/ML engineering roles, open-source EdTech collaborations, and full-stack software development opportunities.