This AI PDF Chatbot agent is a customizable solution that enables users to upload and parse PDF documents, store vector embeddings in a database, and query these documents through a chat interface. It integrates with OpenAI or other LLM providers to generate answers with references to the relevant content. The system utilizes LangChain for language model orchestration and LangGraph for managing agent workflows. Its architecture includes a backend service that handles ingestion and retrieval graphs, a frontend with a Next.js UI to upload files and chat, and Supabase for vector storage. It supports real-time streaming responses and allows customization of retrievers, prompts, and storage configurations.

Autonoma is an AI-powered platform designed to automate routine development tasks, including testing, documentation, and error handling. By integrating sophisticated AI models, Autonoma keeps developers from getting bogged down in monotonous, repetitive tasks, enabling them to concentrate on more valuable coding activities. The platform offers real-time decision-making, pattern recognition, and workflow optimization, making it an essential tool for modern development teams looking to enhance productivity and reduce technical debt.