Friendly AI Bots Jun 2023 - Nov 2023Jun 2023 - Nov 2023
Associated with PUSH StudioAssociated with PUSH Studio
🚀 Built a RAG Conversational AI App with OpenAI GPT, MongoDB & JWT Authentication! I'm excited to share a project that integrates OpenAI GPT models for dynamic, multi-mode conversations. The app features secure user authentication, multi-language support, and we had designed AI Therapist, Maple the Guinea Pig, German tutor.
💡 Project Overview: This Flask-based app combines RAG (Retrieval-Augmented Generation) with GPT-4 and GPT-3.5 to deliver context-aware conversations stored in MongoDB. The app includes: AI Therapist: A supportive AI for therapy-like conversations where users can express their thoughts. Maple, the Guinea Pig: A playful companion for fun, interactive chats. German Tutor: An AI tutor offering real-time translations and replies in both English and German.
🔑 Key Features: User Authentication: Secure login using Bcrypt and JWT tokens for session management. Multi-Mode Conversations: AI Therapist: Engages users in thoughtful, supportive dialogues. Maple, the Guinea Pig: Fun, light-hearted conversations. German Tutor: Provides real-time English-to-German translations. Voice Interaction: Voice-enabled interaction using speech recognition and text-to-speech in all modes. Session Management: Conversation history is stored in MongoDB, providing multi-turn conversations that retain context.
🔧 Tech Stack: Flask for backend development OpenAI GPT-4 & GPT-3.5 Turbo for AI-driven responses MongoDB for session data and conversation storage JWT for secure session management Bcrypt for password encryption 🚀 What I Learned: Building a multi-modal conversational AI for therapy, fun, and language learning. Implementing JWT for session security and speech-based interaction for dynamic conversations. Managing conversation history with MongoDB for personalized responses.