Guidemagic is an AI-driven Chrome extension that streamlines the creation of step-by-step guides, instructional videos, and comprehensive tutorials. By capturing your actions, it generates clear, concise documentation, complete with screenshots and detailed instructions. Whether you're onboarding new team members, creating SOPs, or developing tutorials, Guidemagic transforms complex processes into easy-to-understand visual guides. The extension is equipped with an AI Documentation Generator and an AI Process Flow Generator, automating the creation of process flows and instructions. It's shareable, allowing easy distribution to team members and customers.

simple_rl is a minimalistic Python library designed to streamline reinforcement learning research and education. It provides a consistent API for defining environments and agents, with built-in support for common RL paradigms including Q-learning, Monte Carlo methods, and dynamic programming algorithms like value and policy iteration. The framework includes sample environments such as GridWorld, MountainCar, and Multi-Armed Bandits, facilitating hands-on experimentation. Users can extend base classes to implement custom environments or agents, while utility functions handle logging, performance tracking, and policy evaluation. simple_rl's lightweight architecture and clear codebase make it ideal for rapid prototyping, teaching RL fundamentals, and benchmarking new algorithms in a reproducible, easy-to-understand environment.