Generative AI & LLMs
Multi-agent architectures and LLM-powered platforms for enterprise automation, intelligent document processing, and agentic workflows.
AVAILABLE FOR NEW OPPORTUNITIES
JAY THORIYA
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I architect multi-agent AI platforms and ship LLM-powered systems that turn messy enterprise workflows into clean, automated pipelines. Currently leading AI/ML at Safalsoftcom.
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01 / ABOUT
The mind behind the models
I'm an AI/ML engineer obsessed with the intersection of large language models, retrieval systems, and real production constraints.
I've spent the last few years architecting end-to-end AI platforms — from multi-agent procurement systems and intelligent document processing pipelines to generative storybook creators that ship with print-on-demand fulfillment built in.
What drives me: turning messy, manual workflows into automated systems that actually feel intelligent. I write Python, ship on AWS, build with FastAPI, and live in OpenSearch indexes and vector stores.
jay@portfolio:~
$ whoami
jay_thoriya
$ cat role.txt
Lead AI/ML Engineer @ Safalsoftcom
$ cat location.txt
Ahmedabad, Gujarat, India 🇮🇳
$ python -c "import skills; skills.list()"
['LLMs', 'GenAI', 'RAG', 'PyTorch', 'TensorFlow',
'FastAPI', 'AWS', 'Docker', 'OpenSearch', 'OCR']
$ echo $STATUS
> OPEN_TO_OPPORTUNITIES
$ █
What I build
Machine & Deep Learning
ML/DL pipelines for OCR, NLP, computer vision, and predictive analytics — designed to scale with real production data, not benchmarks.
Cloud & DevOps
Scalable AWS infrastructure, Docker-based environments and CI/CD pipelines that keep deployments zero-downtime and release cycles fast.
Document Intelligence
High-volume OCR + ML pipelines extracting structured data from messy real-world documents at 98%+ precision. End-to-end automation.
02 / TECH STACK
Tools I wield every day
LLMs & Generative AI
0%Python & FastAPI
0%RAG & LangChain
0%ML & Deep Learning
0%NLP & Computer Vision
0%PyTorch & TensorFlow
0%AWS & Docker
0%Databases & Search
0%
PYTHON•
PYTORCH•
TENSORFLOW•
LLMs•
GenAI•
RAG•
LANGCHAIN•
OCR•
OPENSEARCH•
FASTAPI•
AWS•
DOCKER•
PYTHON•
PYTORCH•
TENSORFLOW•
LLMs•
GenAI•
RAG•
LANGCHAIN•
OCR•
OPENSEARCH•
FASTAPI•
AWS•
DOCKER•
03 / TIMELINE
Career trajectory
Lead AI/ML Engineer
Safalsoftcom
Architected and deployed an ecosystem of 8+ enterprise AI modules for a multi-domain procurement platform. Leveraged LLMs, OpenSearch vector databases, and OCR pipelines to automate end-to-end workflows — reducing manual intervention by up to 75%. Orchestrated scalable AWS infrastructure and Docker containerization, accelerating CI/CD release cycles by 40%.
AI/ML Engineer
Pickabook
Built an end-to-end multi-modal Generative AI platform that crafts personalized children's storybooks. Designed image processing architecture extracting facial features from user-uploaded photos and integrated them into consistent cartoon illustrations. Fully automated the e-commerce + print-on-demand workflow.
AI Data Engineer / Consultant
Yuktii Venture
Built a predictive social media optimizer using ML + Generative AI + SQL. Automated data scraping pipelines across YouTube, Instagram, and LinkedIn — reducing research effort by 70%. Created visualization dashboards that improved post engagement by 30%.
LLM Engineer Intern
Bitcoding
Fine-tuned LLMs for improved natural language understanding. Developed intelligent applications integrating LangChain and OpenAI APIs. Designed LSTM models for sequence prediction and chatbots. Implemented RAG techniques for accurate, context-aware responses.
Machine Learning Intern
Mentorness
Spearheaded ML projects optimizing predictive models. Worked extensively on data cleaning, feature engineering, and visualization. Experimented with multiple algorithms to develop tailored solutions for unique datasets.
Web Development Intern
Tritone Music
Built dynamic, engaging web experiences using React.js. Collaborated with the team to streamline workflows and ship intuitive interfaces in a fast-paced environment.
Education
2021 — 2025
B.Tech in Computer Science Engineering
Specialization: AI & Machine Learning
Parul Institute of Technology, Vadodara
CGPA · 7.6
2020 — 2021
Higher Secondary (Science)
AB Higher Sec. School, Navsari
72%
2018 — 2019
Secondary (10th Grade)
Neelkanth Higher Sec. School, Navsari
70%04 / SELECTED WORK
Things I've built & shipped
SITA — AI Procurement Platform
Multi-agent enterprise AI platform with 8+ modules powering procurement automation across multiple domains.
- FastAPI
- LLMs
- OpenSearch
- Docker
Pickabook — AI Storybook Generator
Multi-modal generative platform crafting personalized children's storybooks with face-based illustration consistency.
- Python
- GenAI
- Image Processing
Movie Recommendation System
Content + collaborative filtering recommender that surfaces personalized movie picks based on user signals.
- scikit-learn
- Pandas
- NumPy
RAG Chatbot
Retrieval-augmented chatbot answering domain questions with grounded, context-aware responses.
- LangChain
- OpenAI
- Vector DB
Code Suggestion Chatbot
Developer-focused assistant generating code completions and explanations across multiple languages.
- LLMs
- Python
- Streamlit
PDF Summarizer Chatbot
Upload-and-chat application that summarizes PDFs and answers grounded questions from the document context.
- LangChain
- RAG
- FAISS
IntelliVision
Computer vision platform for object detection, classification, and visual analytics tasks.
- OpenCV
- PyTorch
- YOLO
Fraud Transaction Classifier
Binary classification model identifying fraudulent transactions on imbalanced financial data.
- XGBoost
- SMOTE
- scikit-learn
House Price Prediction
Regression pipeline predicting housing prices from feature-engineered tabular data.
- Regression
- Pandas
- scikit-learn
Credit Card Prediction
Predictive model for credit card approval and risk scoring on customer feature profiles.
- Classification
- EDA
- Python
Furniture Sales Forecasting
Time-series forecasting model predicting future furniture sales from historical trends.
- ARIMA
- Prophet
- Pandas
Real Estate Website
Property listing site with search, filtering, and modern responsive UI.
- HTML
- CSS
- JavaScript
Healthcare System
Web application for patient records, appointments, and healthcare workflows.
- Web
- Database
Carpoint Automobile
React-based automotive showcase site with dynamic catalog and routing.
- React
- JavaScript
Car Racing Game
Browser-based car racing game built with HTML, CSS, and JavaScript.
- HTML
- CSS
- JS
Candy Crush Game
Match-three puzzle game clone with score tracking and animations.
- HTML
- CSS
- JS
Curious about the rest? Check out everything on GitHub.
All Repositories05 / GET IN TOUCH
Let's build something real.
Got an AI/ML project, an interesting problem, or just want to chat about LLMs and RAG architectures? My inbox is open.