During November 2024, Tuan Nguyen delivered the Ichigo v0.4 release in the menloresearch/ichigo repository, focusing on unifying the training pipeline by consolidating Phases 2 and 3. This work improved context handling, noise management, and multi-turn capabilities, resulting in an MMLU score of 64.63 and demonstrating measurable gains in model reliability. Tuan also addressed documentation by updating the README to direct users to the correct live demo URL, enhancing accessibility for stakeholders. The project relied on Markdown for documentation and emphasized clear, maintainable release processes, reflecting a thoughtful approach to both engineering depth and user-facing readiness.