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AI & Full-Stack Engineer

Building production multi-agent LLM systems and full-stack applications for enterprise clients worldwide

95% Accuracy
50+ Models
🚀 3+ Years Experience

AI Engineering & Full-Stack · USA · Japan · India · DRDO

Impact
Helped organizations increase efficiency, reduce costs, and make data-driven decisions. I don't just analyze data—I create value.
Achievements
🏆 Winner of 9+ Hackathons
📄 ICML 2026 Publications
Current Focus

Shipping production full-stack apps and voice-agent products at Gnani.ai for US & Japanese enterprise clients

In Progress
Education
Data Science Harvard Aspire University
Stanford Certified Google Cloud

Shine

Gupta

Creating intelligent solutions through AI engineering & full-stack development
View Projects Contact Me
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Get to know me

About Shine

Shine Gupta
50+ Projects
9+ Hackathon Wins
99% Success Rate

Core Expertise

Machine Learning 98%
Data Visualization 95%
Statistical Analysis 96%
Deep Learning 92%

My Journey

From mathematics and research to shipping production AI systems at scale — I design, build, and deploy full-stack applications and multi-agent LLM architectures for enterprise clients across the US, Japan, and India. I turn complex problems into reliable products.

Tech Stack

Programming Languages

Python C/C++ JavaScript/TypeScript SQL Go Bash

AI/ML & Data Science

PyTorch TensorFlow scikit-learn XGBoost Transformers Hugging Face Generative AI LLMs RAG pipelines LangChain LangGraph Continuous Thought Machine (CTMs) AI Agents OpenCV NEAT Applied AI MLOps RLHF / SFT LLM Evaluation Red-Teaming W&B

Web & Frameworks

Flask FastAPI React Next.js Express.js REST APIs OAuth / JWT Internal Dashboards

Databases

PostgreSQL MySQL MongoDB Neo4j Redis Snowflake

Cloud & DevOps

AWS (EC2, Lambda) AWS SageMaker GCP Docker Kubernetes CI/CD (GitHub Actions) Infrastructure as Code Monitoring & Logging

Other Tools & Specializations

Web Scraping ETL Pipelines Eval Harnesses NLP Multilingual Assistants Voice-enabled Chatbots MCP (Model Context Protocol) Claude Code GitHub Copilot Cursor

Beyond the Data

Creative Passion Digital Art & Design
Learning Quantum Computing
Impact Goal AI for Social Good
Fuel Coffee & Curiosity

Professional Journey

Apr 2026 – Present

Full-Stack Developer – Founder's Office

Gnani.ai · Bengaluru, India
React Next.js FastAPI Auth Cloud Deployment

• Solely designed, built, and deployed 3 production full-stack web applications in 2 months — customer-facing portals and voice-agent products
• Owned frontend (React/Next.js), backend APIs, auth, and cloud deployment end-to-end
• Delivered directly to US and Japanese enterprise clients, iterating on feedback to ship quickly and reliably

Aug 2025 – Apr 2026

Founder

Chatverse.io
React LangGraph FastAPI AI Agents AWS Supabase

• Built Chatverse, an AI no-code automation platform that turns plain English into real actions across Instagram, Gmail, Calendar, HubSpot, Notion, and 15+ tools
• Shipped the full stack with 500+ active beta users and 3,500+ live automations — React + Tailwind on Firebase, backend on Google Cloud

Jan 2026 – Apr 2026

AI Engineer (reporting to CTO)

Valura.ai · Bengaluru, India
Multi-Agent LLMs Guardrails Tool-Use Eval Hooks RAG

• Designed and shipped a production multi-agent LLM architecture with guardrails, tool-use constraints, memory, and evaluation hooks — cutting unsafe responses
• Built evaluation and monitoring tooling to diagnose agent failure modes under adversarial and out-of-distribution queries
• Improved grounding using user history and live external data

Oct 2024 – Jan 2026

Data Scientist

Turing · USA (Remote)
Transformers FastAPI PostgreSQL Neo4j Docker

• Led team of 5 developers for ServiceNow, Apple, and Amazon clients
• Enhanced LLM conversation quality by 35% through prompt engineering
• Built scalable dev tools using Python, Postgres, and Neo4j

Sep 2025 – Dec 2025

AI Lead – End-to-End AI Department

OWOW · United States (Remote)
AWS SageMaker IDP Pipelines Chatbots Email Automation

• Led the end-to-end AI department — building and maintaining AI email automation, chatbots, and IDP pipelines
• Designed, deployed, and managed scalable AI models on AWS SageMaker, exposed as production-ready APIs

Sep 2025 – Nov 2025

AI Engineer Intern

Valura.ai · Bengaluru, India
LLMs Python AI Agents

• Contributed to production AI systems and agent pipelines under the engineering team
• Gained hands-on experience with LLM integration, evaluation, and deployment workflows

Jan 2025 – May 2025

Research Trainee

Defence Research and Development Organisation · Delhi, India
RAG BERT LLaMA Docker Web Scraping CI/CD

• Processed 50,000+ unstructured datasets via automated web scraping + RAG pipelines to build a domain-specific AI
• Fine-tuned BERT and LLaMA for domain-specific document summarization
• Deployed Dockerized AI microservices with logging, monitoring, and CI/CD integration

July 2024 – Nov 2024

Data Scientist

Gradstem · USA (Remote)
Selenium NLP AI Agents MLOps LLMs RAG

• Developed AI autonomous agents for form-filling and chatbot applications
• Implemented NLP techniques for business process automation
• Streamlined workflows reducing manual effort significantly

Jun 2023 – Sept 2024

Machine Learning Engineer

Business Quant · India
Python PaddleOCR NLTK NLP

• Improved PaddleOCR extraction precision by 20% using NLTK and OpenAI
• Applied custom NLP algorithms on financial reports
• Automated metrics extraction cutting processing time by 30%

April 2024 – July 2024

AI/ML Developer

Drifko · India
Rasa Chainlit NLP LLMs Docker

• Designed chatbots using Rasa and Chainlit frameworks
• Leveraged large language models for natural user interactions
• Implemented conversational AI solutions for business automation

Recognition

Publications & Hackathons

9+ hackathon wins and growing research footprint — a glimpse of the highlights.

Publications

Google Scholar
Accepted

Compute-Aware Mixture-of-Agents: Verifier-Gated Adaptive Aggregation under a Fixed Token Budget

Gupta, S. et al. · ICML 2026 SCALE Workshop, Seoul · Jul 2026

Accepted

Tool-Existence Hallucination Is Tier-Dependent and Intra-Family Non-Monotonic on BFCL Multi-Turn

Gupta, S. et al. · ICML 2026 SCALE Workshop, Seoul · Jul 2026

Accepted

Character-Level Language Modeling

Gupta, S. et al. · ICASET-2026 · 2026

Hackathon Highlights

🏆 Winner 2026

UCWS Singapore Hackathon — Winner

SuperAI 2026 · NEXT Hackathon · UCWS Singapore

Back-to-back hackathons in Singapore: selected as 1 of 200 builders worldwide for the NEXT Hackathon at SuperAI 2026, then took that momentum into the UCWS Singapore Hackathon — a global open-source event with 150+ projects. Our team placed in the top 20 and won. Alongside co-founder S Akash, we built re-forge: a hardened operating procedure for coding agents (Claude Code, Cursor, Codex) that turns a single agent into a self-evolving team of specialists with adversarial gates, eval verification, durable memory, and evidence on disk for every decision.

Read on LinkedIn
🏆 Best Project Mar 13

Hack for the Green Bharat — Best Project Award

Microsoft Office · Pathway Hack × Tech Masters India

Won the Best Project Award at Hack for the Green Bharat at Microsoft Office. Pitched ChatVerse — our AI-powered automation platform that lets users automate anything across social media and apps using plain English — and received an internship offer on the spot. An incredible day of innovation, sustainability, and connections with passionate builders across India.

Read on LinkedIn
🏆 Winner 2025

Meesho ScriptedByHer Hackathon — Winner

Meesho HQ, Bangalore · Team CodeShine (solo)

Among 50,000+ participants, Team CodeShine — a one-member team — emerged as a winner in Meesho's ScriptedByHer Hackathon. From a spark of an idea to presenting at Meesho HQ in Bangalore, this journey proved that even a solo team can shine bright with perseverance and passion.

Read on LinkedIn
🏆 Top Winner Dec 2024

5G & Beyond Hackathon — Top Winner (India)

National · 5G & Beyond Hackathon

After building an AR/VR + ML prototype that peers called too ambitious, I submitted to the 5G & Beyond Hackathon and heard nothing for months. On Dec 30, an email said I was one of the top winners across India — I thought it was a scam. Lesson learned: back yourself, even when no one else does.

Read on LinkedIn
🥇 AIR 87 / 75,000+ 2024

Amazon ML Challenge 2024 — AIR 87

Amazon ML Challenge · Unstop

Secured All India Rank 87 out of over 75,000 participants in the Amazon ML Challenge 2024 on Unstop — competing at national scale in machine learning and OCR-focused problem solving.

Read on LinkedIn
Featured Work

My Projects

AI Mathematical Olympiad Solver

Competition-level Generative AI math reasoning system by fine-tuning 7B LLMs (Qwen2.5-Math, NuminaMath) using QLoRA (4-bit) and LoRA adapters. Integrated SymPy-based symbolic verification into inference to prune invalid reasoning paths, trained on 50K+ problems from a 1.7M OpenMathReasoning Dataset.

PyTorchHugging FacePEFT (LoRA)LLaMA-3-8B
GitHub

Chatverse

AI no-code automation platform that turns plain English into real actions across Instagram, Gmail, Calendar, HubSpot, Notion, and 15+ tools using a custom agentic engine. 500+ active beta users, 3,500+ live automations.

ReactLangGraphFastAPIAI Agents
GitHub Live Demo

CareMate

Multilingual LLM-powered healthcare assistant using prompt engineering and real-time clinical reasoning for symptom triage and personalized health guidance. RAG pipeline integrating 5+ health parameters reduced hallucinations by 30% through contextual medical retrieval.

ReactTypeScriptFlaskPostgreSQL
GitHub Live Demo Demo

YourLOVER – WhatsApp MCP Server

Secure persona-driven mental health companion supporting 20+ languages.

Python 3.11Groq Llama 3.3 70BMCPDocker
GitHub Live Demo

AutoAttend_Gmeet

Automation tool to auto-join Google Meet, monitor captions, detect name mentions, and sync emoji reactions in real-time using Playwright.

PlaywrightDeep LearningChromiumJSON & TXT logging
GitHub Demo

CSV Summarizer & Emailer

Streamlit application to analyze CSV data, generate AI-powered summaries with Mistral, and send insights via email with PDF and CSV attachments.

StreamlitDeep LearningMistral APIGmail SMTP
GitHub Live Demo Demo

LinkedIn Auto Connect Agent

Selenium-powered LinkedIn automation agent with a Streamlit interface to search, filter, and auto-connect with professionals while securely managing credentials.

StreamlitMachine LearningSeleniumDocker
GitHub Demo

LinkedIn Job Automator

Automates job applications directly on LinkedIn with custom filters (personal use; may trigger LinkedIn restrictions).

PythonSeleniumAutomation
GitHub

DRDO Chatbot

Secure AI knowledge agent integrating FAISS + Streamlit for interactive query handling.

PythonStreamlitFAISSDocker
GitHub

India Art, Culture & Tourism Dashboard

Data-driven Streamlit dashboard with Snowflake integration to showcase India's cultural heritage, analyze tourism patterns, and promote responsible tourism through interactive visualizations.

StreamlitMachine LearningPyDeckSnowflake
GitHub Live Demo Demo

Real Time Violence Detection

Real-time violence detection system using a Vision Transformer (ViViT) model integrated with Twilio to trigger automated calls and SMS alerts when violence is detected through a live camera feed.

ViViTOpenCVTensorFlowDocker
GitHub Demo

CyberRakshak

AI-based Cybercrime Prediction System with 82% accuracy, integrating real-time risk scoring. Winner of Innotech 2023 Award

Machine LearningDeep LearningTensorFlowKeras
GitHub

PaddleOCR Fine-tuning Project

Fine-tuned PaddleOCR on custom datasets for table detection and content recognition, improving detection and classification accuracy by 17%.

PaddleOCRFine-tuningTable DetectionOCR
GitHub

AI Mathematical Olympiad Solver

Competition-level Generative AI math reasoning system by fine-tuning 7B LLMs (Qwen2.5-Math, NuminaMath) using QLoRA (4-bit) and LoRA adapters. Integrated SymPy-based symbolic verification into inference to prune invalid reasoning paths, trained on 50K+ problems from a 1.7M OpenMathReasoning Dataset.

PyTorchHugging FacePEFT (LoRA)LLaMA-3-8B
GitHub

Chatverse

AI no-code automation platform that turns plain English into real actions across Instagram, Gmail, Calendar, HubSpot, Notion, and 15+ tools using a custom agentic engine. 500+ active beta users, 3,500+ live automations.

ReactLangGraphFastAPIAI Agents
GitHub Live Demo

CareMate

Multilingual LLM-powered healthcare assistant using prompt engineering and real-time clinical reasoning for symptom triage and personalized health guidance. RAG pipeline integrating 5+ health parameters reduced hallucinations by 30% through contextual medical retrieval.

ReactTypeScriptFlaskPostgreSQL
GitHub Live Demo Demo

YourLOVER – WhatsApp MCP Server

Secure persona-driven mental health companion supporting 20+ languages.

Python 3.11Groq Llama 3.3 70BMCPDocker
GitHub Live Demo

AutoAttend_Gmeet

Automation tool to auto-join Google Meet, monitor captions, detect name mentions, and sync emoji reactions in real-time using Playwright.

PlaywrightDeep LearningChromiumJSON & TXT logging
GitHub Demo

CSV Summarizer & Emailer

Streamlit application to analyze CSV data, generate AI-powered summaries with Mistral, and send insights via email with PDF and CSV attachments.

StreamlitDeep LearningMistral APIGmail SMTP
GitHub Live Demo Demo

LinkedIn Auto Connect Agent

Selenium-powered LinkedIn automation agent with a Streamlit interface to search, filter, and auto-connect with professionals while securely managing credentials.

StreamlitMachine LearningSeleniumDocker
GitHub Demo

LinkedIn Job Automator

Automates job applications directly on LinkedIn with custom filters (personal use; may trigger LinkedIn restrictions).

PythonSeleniumAutomation
GitHub

DRDO Chatbot

Secure AI knowledge agent integrating FAISS + Streamlit for interactive query handling.

PythonStreamlitFAISSDocker
GitHub

India Art, Culture & Tourism Dashboard

Data-driven Streamlit dashboard with Snowflake integration to showcase India's cultural heritage, analyze tourism patterns, and promote responsible tourism through interactive visualizations.

StreamlitMachine LearningPyDeckSnowflake
GitHub Live Demo Demo

Real Time Violence Detection

Real-time violence detection system using a Vision Transformer (ViViT) model integrated with Twilio to trigger automated calls and SMS alerts when violence is detected through a live camera feed.

ViViTOpenCVTensorFlowDocker
GitHub Demo

CyberRakshak

AI-based Cybercrime Prediction System with 82% accuracy, integrating real-time risk scoring. Winner of Innotech 2023 Award

Machine LearningDeep LearningTensorFlowKeras
GitHub

PaddleOCR Fine-tuning Project

Fine-tuned PaddleOCR on custom datasets for table detection and content recognition, improving detection and classification accuracy by 17%.

PaddleOCRFine-tuningTable DetectionOCR
GitHub
Get In Touch

Let's Connect

Have a project in mind or want to collaborate? I'd love to hear from you. Drop me a message and let's create something amazing together.