I build open-source tools focused on natural human language and human-like AI conversation. The goal is to make AI systems that communicate more clearly, naturally, and usefully in real-world applications.

Most of my work is experimental, practical, and shared openly so others can learn from it or build on it. Sponsorship helps cover the time and resources needed to keep developing, testing, and maintaining these projects.