This is an exciting development for system software engineers working with complex code in languages like C, C++, Go, and Rust. The integration of expert review and validation adds a layer of reliability that’s often missing in generic coding assistants. I’m particularly interested in seeing how the RAG-based parsing and collaborative fine-tuning work in practice. Looking forward to experimenting with the demo and seeing how this evolves. Great work, Team H2LooP!