Siva Sai sivasai07

Hi, I'm Siva Sai 👋

🧠 Generative AI Engineer | 🚀 LLM & RAG Systems Builder | 💻 Full Stack Developer

🎯 About Me

name: Siva Sai
role: Generative AI Engineer & Full Stack Developer
education: B.Tech CSE (CGPA 9.61)
current: Trainee Software Engineer @ Paltech | Research Intern @ IIT Ropar
focus: LLM Systems, RAG Architectures, AI Product Engineering
philosophy: "Don't just train models — engineer intelligent systems."

💼 Currently working as a Trainee Software Engineer @ Paltech 🔬 Research Intern @ IIT Ropar, working on LLM systems and efficient transformer research 🧠 Deep specialization in RAG pipelines, prompt engineering, and hallucination mitigation ⚙️ Building production-grade, scalable AI applications end-to-end — from model to UI 🌱 Currently exploring agentic AI workflows and advanced retrieval benchmarking

📫 Let's Connect

🧬 Generative AI & LLM Engineering (Core Expertise)

🔹 LLM & RAG Systems

Retrieval-Augmented Generation (RAG) pipelines
Vector Databases & Semantic Embeddings
Chunking Strategies & Retrieval Benchmarking
Context Window Engineering
Prompt Engineering & Optimization
Hallucination Mitigation & Citation-backed Reasoning

🔹 Model Engineering

Fine-tuning Workflows
Transformers & Attention Mechanisms
Efficient Transformer Architectures (Research)
Latency Optimization in AI Pipelines
Model Evaluation & Benchmarking
Agentic AI Workflows

💡 Focus Area: I engineer LLM systems that go beyond a chatbot wrapper — combining retrieval, structured reasoning, and evaluation into products that are reliable at scale.

💻 Full Stack & Product Engineering

🎨 Frontend

HTML5 & CSS3
JavaScript (ES6+)
React.js
Responsive UI Design

⚙️ Backend

Node.js & Express
PHP & Laravel
Java & Spring Boot
REST API Design & Development
JWT Authentication & Secure Architecture

🗄️ Database & Ops

MongoDB
MySQL
MERN Stack
Deployment & Production Scaling
AI System Integration into Full Stack Apps

🔥 Featured Projects

🧩 Niti-Setu

AI Government Scheme Eligibility Engine

MERN + RAG-based eligibility verification
Extracts scheme conditions from policy documents
Citation-backed AI reasoning
Structured rule-based decision engine

💰 Concept Clarity

AI FinTech Assistant

Domain-specific RAG chatbot for financial education
Custom fintech dataset integration
Retrieval-based contextual answering
Embedding-driven relevance improvements

🎓 LearnPath

Personalized AI Learning Platform

GPT-powered adaptive learning journeys
Knowledge graph integration
Dynamic quiz generation
Built during IIT Ropar research internship

🚗 Vehicle Detection (YOLOv8)

Real-Time Computer Vision Pipeline

92%+ accuracy on 10,000+ annotated frames
30% faster inference through optimization
End-to-end scalable CV system

📊 GitHub Analytics

🎯 Current Focus

🧠 Production-grade RAG & agentic AI systems
🔗 Full stack products powered by generative AI
📈 LLM optimization, evaluation & benchmarking
🔬 Research in efficient transformer architectures

⚡ Engineering Philosophy

"Don't just train models. Engineer intelligent systems that solve real-world problems at scale."

⭐ Open to Generative AI Engineering, LLM Research & Full Stack AI Roles ⭐

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