+7month
Years XP
Founder | Entrepreneur | Startup
Building AI-driven products, startup ecosystems, and community-first platforms focused on mentorship, growth, and real-world impact. Founder of Clariyo — a modern mentorship & growth ecosystem for students, founders, creators, and ambitious people.
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My Introduction
I didn’t start with a roadmap. I started with a question — "Can I build something that actually helps people?" That question led me to build: • A healthcare GPT that explains medical reports in plain language • CareBridge — a real-time safety app for children and elderly family members • An enterprise AI system that understands legacy COBOL systems before modernization • FlipSearch — a semantic search engine over 200K+ reviews using hybrid retrieval and RAG • A production ML reliability platform with circuit breakers, fallback systems, and drift monitoring I'm Sumit — a CSE (Data Science) student at Ajeenkya D Y Patil University (in collaboration with NxtWave), focused on building AI products that solve real, human problems. My work sits at the intersection of Applied Generative AI, Machine Learning, Full-Stack Development, and product thinking. I don’t just experiment with AI — I ship it. From custom GPT systems to Flask-based ML applications to scalable AI platforms, I take ideas all the way to deployment. What drives me isn’t just technology — it’s impact. The moment when a non-technical user interacts with something I built and says, “this actually makes sense.” What I work with: Python · Generative AI · Custom GPTs · Flask · Machine Learning · NLP · FAISS · RAG · Firebase · MongoDB · React · Supabase · REST APIs · Docker Currently building: Clariyo Platform : Mentorship & Growth Ecosystem Open to: AI Engineer Internships · AI Product Internships · Freelance AI Projects · Research Collaborations Let’s connect if you're building something meaningful with AI. 🚀
+7month
Years XP
15+
Projects
Clariyo
Companies
My journey in the academic & professional front
ADYPU x NxtWave
2025-2029
Maths, Physics, Chemistry | LDP Public School
2025
LDP Public School
2023
My technical & other skills
Learning
Learning
Learning
Learning
My research publications, conference contributions, & patents
Autonomous GPTs & Enterprise Workflows
A strategic exploration of how enterprises are moving beyond passive generative AI toward agentic systems that plan, reason, and execute real work.
View ResearchSmart Healthcare GPT Integration
Research focused on AI for interpreting medical reports (Explainability First), privacy-preserving applications, ethical LLMs as clinical assistants, and reducing medical jargon through human-centered design.
View ResearchFounder & Solopreneur Focus
Focusing on building AI products beyond demos, bridging prototype to production, measuring ROI, analyzing startup failure modes, and designing effective UX for AI applications.
View ResearchMy independent projects & contributions
Clariyo is a modern mentorship and growth ecosystem platform built for students, founders, creators, developers, and ambitious people. Starting with mentorship, Clariyo is evolving into a scalable ecosystem that combines startup networking, creator systems, opportunities, community-driven learning, AI-powered guidance, and future collaboration infrastructure into one connected platform.
Founder Project
View ProjectSmart HealthCare GPT is an AI-powered assistant that helps users understand lab reports and doctor reports in simple, clear language. It explains medical terms, highlights normal vs abnormal values, and makes healthcare information easy to understand for everyone.
110 Stars
View ProjectA data-driven movie recommendation system built using collaborative filtering (item-based similarity). It analyzes user ratings to identify correlations between films and recommends movies based on user preferences, demonstrating how real-world recommender systems work.
130 Stars
View ProjectTechnical writings & thoughts on AI

From Curiosity to Building Real Solutions
A personal reflection on completing a Generative AI course and how understanding fundamentals is changing the way I approach AI product development. Exploring the gap between demos and production, the importance of ethics in AI, and practical insights for students and builders.
Read ArticleGet in touch with me