Worked on the foundation-model-stack/bamba repository to deliver comprehensive documentation updates for the Bamba-9B release, focusing on consolidating architecture details and clarifying technical concepts. Emphasized the evolution of Mamba architectures by introducing Bamba as a Mamba2 hybrid and refining explanations of KV-cache and transformer bottlenecks to improve onboarding and technical clarity. Enhanced the release notes and pre-training data documentation to support model accuracy and contextual reliability. Utilized Markdown for technical writing and model documentation, ensuring that complex architectural and training strategies were accessible to both developers and the broader community. No bug fixes were recorded during this period.