autoMate leverages OpenAI's GPT models and a modular tooling system to perform end-to-end automation workflows. Users define objectives in natural language, and autoMate breaks them into subtasks such as reading or writing files, scraping web pages, summarizing data, and composing emails. It dynamically invokes the appropriate functions, handles API interactions, logs progress, and outputs results in the desired format. Its extensible architecture allows adding custom tools, enabling scalable automation across data processing, content generation, and system operations.

Gustabot is a versatile tool designed to enhance WhatsApp functionalities. It enables users to automate messaging, interact seamlessly with APIs, and utilize AI services including ChatGPT. Its capabilities extend to binding custom actions like text commands (!hi => Hello, how are you!), real-time data retrieval (e.g., cryptocurrency prices), and advanced AI interactions (e.g., GPT or Gemini). Gustabot is truly a game-changing tool for both personal and business applications.

OSU NLP Middleware is a lightweight framework built in Python that simplifies the development of AI agent systems. It provides a core agent loop that orchestrates interactions between natural language models and external tool functions defined as plugins. The framework supports popular LLM providers (OpenAI, Hugging Face, etc.), and enables developers to register custom tools for tasks like database queries, document retrieval, web search, mathematical computation, and RESTful API calls. Middleware manages conversation history, handles rate limits, and logs all interactions. It also offers configurable caching and retry policies for improved reliability, making it easy to build intelligent assistants, chatbots, and autonomous workflows with minimal boilerplate code.