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πŸ€– Ratchita B

GenAI Engineer | AI Developer | Building Intelligent Systems


🌐 Connect With Me


🧠 About Me

πŸš€ GenAI Engineer focused on building intelligent, scalable AI systems & real-world applications
πŸ€– Specialized in LangChain, LangGraph, RAG pipelines & Multi-Agent Architectures
🧠 Skilled in Prompt Engineering, LLM Orchestration, Vector Databases (FAISS, Pinecone) & AI Memory Systems
βš™οΈ Experienced with FastAPI, Streamlit, REST APIs & end-to-end AI product development
πŸ“Š 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


πŸ’» Tech Stack


🧠 Core AI / Generative AI

πŸš€ Python β€’ Generative AI (LLMs) β€’ Prompt Engineering β€’ RAG


πŸ€– AI Frameworks & Orchestration

⚑ LangChain β€’ LangGraph β€’ Hugging Face Transformers β€’ Gemini API / OpenAI API


πŸ“Š Observability & Evaluation

πŸ”₯ LangSmith (Tracing β€’ Debugging β€’ Evaluation)


βš™οΈ Backend Development

βš™οΈ FastAPI β€’ Flask β€’ REST APIs


🎨 Frontend / UI

🎨 Streamlit β€’ HTML β€’ CSS


πŸ—„οΈ Databases & Vector Stores

🧠 SQLite β€’ FAISS β€’ ChromaDB


🧩 AI Capabilities

πŸ€– Conversational AI β€’ Chatbots β€’ Multi-Agent Systems β€’ Memory AI β€’ NLP β€’ Text Classification


πŸ› οΈ Developer Tools

πŸ›  Git β€’ GitHub β€’ VS Code β€’ Postman β€’ Jira


☁️ Deployment & DevOps

☁️ Streamlit Cloud β€’ Hugging Face β€’ Docker β€’ AWS


πŸ“Š Data Processing

πŸ“Š Pandas β€’ NumPy


πŸ” Additional Skills

πŸ” API Integration β€’ Debugging β€’ Optimization β€’ AI System Design


πŸš€ Featured Projects

🧠 AI Nexus Studio – Multi-AI Copilot Platform

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

πŸ”— https://github.com/22AD040/ai-nexus-studio.git


🧠 AI Nexus Studio v2 – Advanced Copilot Platform

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

πŸ”— https://github.com/22AD040/ai-nexus-studio-v2.git


🏒 GEN Enterprise AI Nexus – Enterprise AI Intelligence Platform

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

πŸ”— https://github.com/22AD040/gen-enterprise-ai-nexus


πŸ” Smart AI Knowledge Navigator – Semantic Search Platform

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

πŸ”— https://github.com/22AD040/smart-ai-knowledge-navigator.git


πŸ€– AI Nexus Chatbot – Memory AI Assistant

β€’ Multi-session chatbot with login system and chat history β€’ Context-aware responses with persistent memory

πŸ”— https://github.com/22AD040/ai-nexus-chatbot.git


🎨 AI Smart Nexus Studio – Multi-Functional AI Platform

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

πŸ”— https://github.com/22AD040/ai-smart-nexus-studio.git


πŸŽ“ Smart Academic Assistant – AI Learning Platform

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

πŸ”— https://github.com/22AD040/smart-academic-assistant.git


πŸŽ“ Smart Academic Assistant Pro – Full-Stack AI System

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

πŸ”— https://github.com/22AD040/smart-academic-assistant-pro


πŸ“š Smart Knowledge AI Assistant – RAG System

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

πŸ”— https://github.com/22AD040/smart-knowledge-ai-rag.git


πŸ” AI Nexus – Multi-Context AI Assistant

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

πŸ”— https://github.com/22AD040/ai-nexus-multi-context-assistant


πŸ€– AI Nexus – Multi-Agent AI Assistant

β€’ Intelligent routing between tools and LLMs β€’ Includes calculator, weather API, and search tools

πŸ”— https://github.com/22AD040/ai-nexus-multi-agent-assistant.git


πŸ’¬ NeuroChat Memory AI

β€’ Multi-chat AI assistant with persistent memory β€’ ChatGPT-like system with structured responses

πŸ”— https://github.com/22AD040/neurochat-memory-ai.git


🧠 NeuroGraph AI Chatbot

β€’ LangGraph-based chatbot with authentication & memory β€’ SQLite-based chat storage with multi-session support

πŸ”— https://github.com/22AD040/neurograph-ai-chatbot.git


🧠 NeuroFlow AI – Multi-Agent Intelligent System

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

πŸ”— https://github.com/22AD040/neuroflow-ai-multibrain-system.git


πŸ“Š GitHub Analytics


🐍 Contribution Snake


⚑ Fun Fact

πŸ’‘ "I don’t just use AI β€” I engineer intelligence."


⭐️ Designed & Built by Ratchita B | GenAI Engineer πŸš€

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