Brainstory is an AI-powered application that utilizes the Socratic method of questioning to facilitate talking out loud. It helps users think smarter, communicate more efficiently, and make better decisions by providing a structured yet flexible environment for sharing and developing ideas. Whether for professional brainstorming sessions or personal reflection, Brainstory offers a unique approach to understanding and organizing thoughts.

Emergent Communication in Agents is an open-source PyTorch framework designed for researchers exploring how multi-agent systems develop their own communication protocols. The library offers flexible implementations of cooperative reinforcement learning tasks, including referential games, combination games, and object identification challenges. Users define speaker and listener agent architectures, specify message channel properties like vocabulary size and sequence length, and select training strategies such as policy gradients or supervised learning. The framework includes end-to-end scripts for running experiments, analyzing communication efficiency, and visualizing emergent languages. Its modular design allows easy extension with new game environments or custom loss functions. Researchers can reproduce published studies, benchmark new algorithms, and probe compositionality and semantics of emergent agent languages.

Ghola is an AI-enhanced communication productivity tool designed to streamline business operations. By predicting workflow and automating routine processes, Ghola helps teams communicate more efficiently and focus on higher-level tasks. With its user-friendly design and powerful AI algorithms, Ghola offers significant improvements in productivity, making it an invaluable tool for modern businesses.