Shine Gupta

AI Engineer & Full-Stack Developer building production LLM systems and customer-facing applications.

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Bengaluru, India
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About

AI Engineer and Full-Stack Developer specializing in production multi-agent LLM architectures, RAG pipelines, and full-stack web applications. I've shipped 3 production apps in 2 months at Gnani.ai, built agent evaluation systems at Valura.ai, and founded Chatverse.io—an AI automation platform with 500+ beta users. Winner of 9+ hackathons including UCWS Singapore. Accepted papers at ICML 2026 SCALE Workshop.

Work Experience

Re-Forge
  • Self Evolving Agents
  • Evals
  • Claude Code
  • Cursor
  • Codex
  • MCP

2026 - Present

Founder

Building an evolution layer for AI coding agents that learns from real engineering trajectories.
  • Re-Forge mines agent interactions, tool calls, failures, and successful resolutions to discover reusable behaviors and evaluate interventions.
  • Continuously improves how agents perform organization-specific engineering tasks through eval-driven learning from production trajectories.
  • Self Evolving Agents
  • Evals
  • Claude Code
  • Cursor
  • Codex
  • MCP

Gnani.ai
  • React
  • Next.js
  • FastAPI
  • AWS
  • TypeScript
  • OAuth

Apr 2026 - Present

Full-Stack Developer — Founder's Office · Bengaluru, India

Sole builder in the Founder's Office shipping production full-stack applications for enterprise voice-agent and customer portal products.
  • Designed, built, and deployed 3 production full-stack web applications in 2 months—customer-facing portals and voice-agent products—owning frontend (React/Next.js), backend APIs, auth, and cloud deployment.
  • Delivered directly to US and Japanese enterprise clients, iterating on their feedback to ship quickly and reliably.
  • React
  • Next.js
  • FastAPI
  • AWS
  • TypeScript
  • OAuth

Chatverse.io
  • React
  • LangGraph
  • FastAPI
  • AWS
  • Supabase
  • AI Agents

Aug 2025 - April 2026

Founder

Founded and shipped Chatverse, an AI no-code automation platform that turns plain English into real actions across 15+ tools.
  • Built Chatverse, an 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.
  • Shipped the full stack (500+ active beta users, 3,500+ live automations) with React + Tailwind frontend on Firebase and backend on Google Cloud.
  • React
  • LangGraph
  • FastAPI
  • AWS
  • Supabase
  • AI Agents

Valura.ai
  • LangGraph
  • LLMs
  • RAG
  • Python
  • Evals
  • Red-Teaming

Jan 2026 - Apr 2026

AI Engineer (reporting to CTO) · Bengaluru, India

Built production multi-agent LLM systems with guardrails, evaluation, and behavioral monitoring for enterprise deployment.
  • Designed and shipped a production multi-agent LLM architecture with guardrails, tool-use constraints, memory, and evaluation hooks for behavioral monitoring, 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.
  • LangGraph
  • LLMs
  • RAG
  • Python
  • Evals
  • Red-Teaming

Turing
  • Transformers
  • FastAPI
  • PostgreSQL
  • Neo4j
  • Docker
  • RLHF
  • SFT
  • Fine-tuning
  • LLMs
  • AI Agents
  • Evals
  • Red-Teaming

Oct 2024 - Jan 2026

Data Scientist · Remote

Data Scientist specializing in AI and machine learning solutions for software performance enhancement.
  • Led an 8-person team running RLHF and SFT fine-tuning to align LLM outputs with target behavioral specs; diagnosed reward-model failure modes and multi-turn distributional drift.
  • Enhanced LLM-driven software performance, increasing multi-turn conversation quality by 35% using prompt engineering and response tuning.
  • Built internal dev tools using Python, Postgres, and Neo4j for scalable evaluations and experimentation.
  • Worked with Amazon, Servicenow, Penguin AI, Microsoft, and many more to enhance the performance of their software using LLMs.
  • Transformers
  • FastAPI
  • PostgreSQL
  • Neo4j
  • Docker
  • RLHF
  • SFT
  • Fine-tuning
  • LLMs
  • AI Agents
  • Evals
  • Red-Teaming

OWOW
  • AWS SageMaker
  • Python
  • FastAPI
  • IDP
  • Docker

Sep 2025 - Dec 2025

AI Lead · United States (Remote)

Led the end-to-end AI department, building and maintaining production AI systems across email automation, chatbots, and document processing.
  • 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, exposing them as production-ready APIs.
  • AWS SageMaker
  • Python
  • FastAPI
  • IDP
  • Docker

Defence Research and Development Organisation (DRDO)
  • Python
  • RAG
  • BERT
  • LLaMA
  • Docker
  • CI/CD

Jan 2025 - May 2025

Research Trainee · Delhi, India

Research Trainee at India's premier defense research organization building domain-specific AI systems.
  • Processed 50,000+ unstructured datasets via automated web scraping and RAG pipelines to build a domain-specific AI knowledge system.
  • Fine-tuned BERT and LLaMA for domain-specific document summarization; deployed Dockerized AI microservices with logging, monitoring, and CI/CD integration.
  • Python
  • RAG
  • BERT
  • LLaMA
  • Docker
  • CI/CD

Gradstem
  • AI Agents
  • NLP
  • LLMs
  • RAG
  • MLOps

Jul 2024 - Nov 2024

Data Scientist · Remote

Developed AI-based autonomous agents and automation solutions for business use cases.
  • Developed AI-based autonomous agents for form-filling and chatbot applications using NLP techniques.
  • Automated the whole LInkedin , Workday, Indeed to make there process in just a click for all the jobs realted to the person profile
  • Integrated AI solutions for business use cases, streamlining automated processes and reducing manual efforts.
  • AI Agents
  • NLP
  • LLMs
  • RAG
  • MLOps

Business Quant
  • Python
  • PaddleOCR
  • NLTK
  • NLP
  • Machine Learning

Jun 2023 - Sep 2024

Machine Learning Engineer · Remote

Built NLP and OCR pipelines for automated financial data extraction.
  • Improved PaddleOCR extraction precision by 20% by fine-tuning models on currency-specific datasets.
  • Applied custom NLP parsing algorithms on financial reports to automate metrics extraction, cutting time by 30%.
  • Python
  • PaddleOCR
  • NLTK
  • NLP
  • Machine Learning

Education

KIET Group of Institutions

November 2022 - June 2026
Bachelor of Technology in Information Technology (GPA: 9)

CJ DAV Centenary School (CBSE)

April 2021 - July 2022
Senior Secondary (95.8%)

Publications

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

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

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

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

Character-Level Language Modeling

Accepted 2026
Gupta, S. et al.
ICASET-2026

Hackathons

9+ hackathon wins — a glimpse of recent highlights.

UCWS Singapore Hackathon Winner

2026 · Singapore
Project: re-forge
Back-to-back hackathons in Singapore during SuperAI 2026. Selected as 1 of 200 builders worldwide for the NEXT Hackathon by SuperAI—a 36-hour live build during SuperAI 2026. At the UCWS Singapore Hackathon, a global open-source event with 150+ projects, our team placed in the top 20 and won.
  • Built re-forge with co-founder S Akash—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, evals, durable memory, and on-disk evidence for every decision.
  • NEXT Hackathon sharpened the approach; UCWS delivered the win.
  • AI Agents
  • Evals
  • SuperAI
  • UCWS
  • re-forge
View LinkedIn post →

Hack for the Green Bharat Hackathon Best Project Award

Mar 2025 · Microsoft Office, India
Project: ChatVerse
Won Best Project Award as a solo team at the Hack for the Green Bharat Hackathon hosted at Microsoft Office, organized by Pathway Hack in collaboration with Tech Masters India.
  • Pitched ChatVerse—an AI-powered automation platform that lets users automate anything across social media and apps using plain English—earning an internship offer on the spot.
  • Received outstanding feedback from judges and organizers, with strong engagement from fellow participants and mentors.
  • ChatVerse
  • Microsoft
  • AI Automation
  • Sustainability
View LinkedIn post →

Meesho ScriptedByHer Hackathon Winner

2025 · Meesho HQ, Bangalore
Project: Team CodeShine
Among 50,000+ participants, Team CodeShine (solo) emerged as a winner and presented at Meesho HQ in Bangalore.
  • From ideation to presenting at Meesho HQ—a journey built on perseverance, passion, and the belief that even a solo team can shine bright.
  • Mentored by Meesho engineers and leadership throughout the hackathon lifecycle.
  • Meesho
  • CodeShine
  • Innovation
View LinkedIn post →

5G & Beyond Hackathon Top Winner (India)

2024 · India
Project: AR/VR + ML Product
Built an AR/VR + ML prototype that peers initially called too ambitious. Submitted with no response for months—until an email confirmed selection as one of the top winners across India.
  • From rejection and silence to official recognition—a lesson in backing yourself even when no one else does.
  • Developed a detailed prototype and presentation spanning machine learning and immersive technology.
  • AR/VR
  • Machine Learning
  • 5G
View LinkedIn post →

Amazon ML Challenge 2024 All India Rank 87 / 75,000+

2024 · India (Unstop)
Project: OCR + NER Pipeline
Secured AIR 87 among 75,000+ participants in the Amazon ML Challenge on Unstop, building ML models to extract weight, volume, and dimensions from product images.
  • Built a custom NER model with spaCy on PaddleOCR-extracted text from 263K+ training entries, achieving an F1 score of 0.497 after 35+ hours of preprocessing and model building.
  • Collaborated with teammates Neha Tomar, Rohit Kumar, and Nidhi Dwivedy on end-to-end data pipeline and model training.
  • OCR
  • NER
  • Amazon ML
  • spaCy
  • PaddleOCR
View LinkedIn post →

Skills

Languages

  • Python
  • TypeScript
  • JavaScript (Node.js)
  • SQL
  • C++
  • Go
  • Bash

Full-Stack & Web

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

Cloud, Infra & DevOps

  • GCP
  • AWS
  • AWS SageMaker
  • Docker
  • Kubernetes
  • CI/CD (GitHub Actions)
  • IaC
  • Monitoring & Logging

Data & Databases

  • ETL Pipelines
  • Web Scraping
  • Eval Harnesses
  • PostgreSQL
  • MySQL
  • MongoDB
  • Redis
  • Neo4j
  • Snowflake

ML & AI

  • LLMs
  • RAG
  • AI Agents
  • LangGraph
  • MCP
  • Model Serving
  • RLHF / SFT
  • PyTorch
  • TensorFlow
  • Hugging Face
  • W&B
  • LLM Evaluation
  • Red-Teaming

AI-Assisted Coding

  • Claude Code
  • GitHub Copilot
  • Cursor

Projects

Re-Forge
#

Evolution layer for AI coding agents that learns from real engineering trajectories—mining agent interactions, tool calls, failures, and successful resolutions to discover reusable behaviors and continuously improve organization-specific engineering tasks.

  • AI Agents
  • Evals
  • Claude Code
  • Cursor
  • Codex
  • MCP
  • LangGraph

AI Mathematical Olympiad Solver
#

Competition-level generative AI math reasoning system fine-tuning 7B LLMs (Qwen2.5-Math, NuminaMath) with QLoRA and SymPy-based symbolic verification on 50K+ problems from OpenMathReasoning.

  • Python
  • PyTorch
  • Hugging Face
  • PEFT (LoRA)
  • LLaMA-3-8B
  • QLoRA
  • SymPy

Chatverse.io
chatverse.io/

AI no-code automation platform turning plain English into real actions across Instagram, Gmail, Calendar, HubSpot, Notion, and 15+ tools. 500+ beta users and 3,500+ live automations.

  • React
  • LangGraph
  • FastAPI
  • Firebase
  • GCP
  • AI Agents
  • Supabase

CareMate
github.com/Shine-5705/CareMate-AI-Powered-Chronic-Disease-Monitoring-Remote-Care

Multilingual LLM-powered healthcare assistant with RAG-based clinical reasoning, symptom triage, and personalized health guidance—reducing hallucinations by 30% through contextual medical retrieval.

  • React
  • TypeScript
  • Flask
  • PostgreSQL
  • RAG
  • TensorFlow.js
  • AssemblyAI

CyberRakshak
github.com/dorkydhruv/Cyber-Rakshak

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

  • Machine Learning
  • Deep Learning
  • TensorFlow
  • Keras
  • Flask
  • Flutter
  • Firebase
  • Python

AutoAttend_Gmeet
youtu.be/qDpPLjahspM

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

  • Playwright
  • Deep Learning
  • Chromium
  • JSON & TXT logging for transcripts
  • FastAPI
  • Docker
  • Python

CSV Summarizer & Emailer
csv-summarizer-emailer.onrender.com/

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

  • Streamlit
  • Deep Learning
  • Mistral API
  • Gmail SMTP
  • FastAPI
  • Docker
  • Python
  • wkhtmltopdf
  • Render

India Art, Culture & Tourism Dashboard
youtu.be/qDpPLjahspM

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

  • Streamlit
  • Machine Learning
  • PyDeck
  • Snowflake
  • Government tourism & culture datasets
  • Docker
  • Python
  • Git
  • FastAPI

LinkedIn Auto Connect Agent
github.com/Shine-5705/Connect_over_LinkedIN

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

  • Streamlit
  • Machine Learning
  • Selenium
  • Docker
  • Python
  • GitHub
  • FastAPI

Real Time Violence Detection
github.com/Shine-5705/Real-Time-Violence-Detection

Developed a 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.

  • ViViT
  • OpenCV
  • TensorFlow
  • Docker
  • Python
  • GitHub
  • Twilio API