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22AD040/README.md

🤖 Ratchita B

GenAI Engineer | AI Developer | Building Intelligent Systems


🌐 Connect With Me


🧠 About Me

🚀 GenAI Engineer focused on building intelligent, scalable AI systems & real-world applications
🤖 Specialized in LangChain, LangGraph, RAG pipelines & Multi-Agent Architectures
🧠 Skilled in Prompt Engineering, LLM Orchestration, Vector Databases (FAISS, Pinecone) & AI Memory Systems
⚙️ Experienced with FastAPI, Streamlit, REST APIs & end-to-end AI product development
📊 Proficient in LangSmith for LLM observability, debugging & performance evaluation
☁️ Deploying production-ready AI solutions using Docker, Hugging Face Spaces & Streamlit Cloud
🎯 Goal: To build industry-level, human-centric AI products that solve real-world problems at scale


💻 Tech Stack


🧠 Core AI / Generative AI

🚀 Python • Generative AI (LLMs) • Prompt Engineering • RAG


🤖 AI Frameworks & Orchestration

⚡ LangChain • LangGraph • Hugging Face Transformers • Gemini API / OpenAI API


📊 Observability & Evaluation

🔥 LangSmith (Tracing • Debugging • Evaluation)


⚙️ Backend Development

⚙️ FastAPI • Flask • REST APIs


🎨 Frontend / UI

🎨 Streamlit • HTML • CSS


🗄️ Databases & Vector Stores

🧠 SQLite • FAISS • ChromaDB


🧩 AI Capabilities

🤖 Conversational AI • Chatbots • Multi-Agent Systems • Memory AI • NLP • Text Classification


🛠️ Developer Tools

🛠 Git • GitHub • VS Code • Postman • Jira


☁️ Deployment & DevOps

☁️ Streamlit Cloud • Hugging Face • Docker • AWS


📊 Data Processing

📊 Pandas • NumPy


🔍 Additional Skills

🔍 API Integration • Debugging • Optimization • AI System Design


🚀 Featured Projects

🧠 AI Nexus Studio – Multi-AI Copilot Platform

• Integrated platform with multiple AI copilots for research, coding, data analysis, and image understanding • Includes Research Assistant, Coding Assistant, Data Analyzer, Image AI, and Chatbot • Built using Python, Streamlit, Gemini API

🔗 https://github.com/22AD040/ai-nexus-studio.git


🧠 AI Nexus Studio v2 – Advanced Copilot Platform

• Enhanced version with prompt engineering and advanced AI workflows • Multi-functional AI system for productivity and intelligent automation

🔗 https://github.com/22AD040/ai-nexus-studio-v2.git


🏢 GEN Enterprise AI Nexus – Enterprise AI Intelligence Platform

• Enterprise-grade AI system with semantic search, analytics, and AI recommendations • Implements embeddings, vector search, and decision intelligence systems • Built using Machine Learning, Sentence Transformers, Gemini API

🔗 https://github.com/22AD040/gen-enterprise-ai-nexus


🔍 Smart AI Knowledge Navigator – Semantic Search Platform

• AI-powered semantic search using embeddings and cosine similarity • Built with FAISS, Sentence Transformers, Gemini API

🔗 https://github.com/22AD040/smart-ai-knowledge-navigator.git


🤖 AI Nexus Chatbot – Memory AI Assistant

• Multi-session chatbot with login system and chat history • Context-aware responses with persistent memory

🔗 https://github.com/22AD040/ai-nexus-chatbot.git


🎨 AI Smart Nexus Studio – Multi-Functional AI Platform

• AI-powered system for content generation, prompt engineering, and image workflows • Integrated creative AI tools into a single interface

🔗 https://github.com/22AD040/ai-smart-nexus-studio.git


🎓 Smart Academic Assistant – AI Learning Platform

• Document-based AI learning system with PDF Q&A and semantic search • Generates structured answers with insights and explanations

🔗 https://github.com/22AD040/smart-academic-assistant.git


🎓 Smart Academic Assistant Pro – Full-Stack AI System

• Full-stack system with Streamlit + FastAPI backend • Authentication, chat history, structured AI responses

🔗 https://github.com/22AD040/smart-academic-assistant-pro


📚 Smart Knowledge AI Assistant – RAG System

• Retrieval-Augmented Generation system for document Q&A • Uses FAISS + LangChain + embeddings for context-aware responses

🔗 https://github.com/22AD040/smart-knowledge-ai-rag.git


🔁 AI Nexus – Multi-Context AI Assistant

• Supports multiple modes: Chat, Code, Academic, Prompt, Translate • Uses FAISS memory for intelligent context switching

🔗 https://github.com/22AD040/ai-nexus-multi-context-assistant


🤖 AI Nexus – Multi-Agent AI Assistant

• Intelligent routing between tools and LLMs • Includes calculator, weather API, and search tools

🔗 https://github.com/22AD040/ai-nexus-multi-agent-assistant.git


💬 NeuroChat Memory AI

• Multi-chat AI assistant with persistent memory • ChatGPT-like system with structured responses

🔗 https://github.com/22AD040/neurochat-memory-ai.git


🧠 NeuroGraph AI Chatbot

• LangGraph-based chatbot with authentication & memory • SQLite-based chat storage with multi-session support

🔗 https://github.com/22AD040/neurograph-ai-chatbot.git


🧠 NeuroFlow AI – Multi-Agent Intelligent System

• Advanced multi-agent system with routing (Code, Math, Weather, Reasoning) • Uses tools like SymPy, APIs, and LLM reasoning

🔗 https://github.com/22AD040/neuroflow-ai-multibrain-system.git


📊 GitHub Analytics


🐍 Contribution Snake


⚡ Fun Fact

💡 "I don’t just use AI — I engineer intelligence."


⭐️ Designed & Built by Ratchita B | GenAI Engineer 🚀

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