During December 2024, Chris Liu enhanced the foundation-model-stack/bamba repository by developing comprehensive documentation for FP8 model quantization workflows. Leveraging Markdown and a strong focus on technical writing, Chris created a new README section that guides users through FP8 quantization using the fms-model-optimizer. The documentation includes actionable code examples, a detailed memory usage table, and a direct link to the optimizer repository, enabling users to compare model sizes and assess memory requirements. By clarifying onboarding steps and expected outcomes, Chris’s work addressed adoption challenges and provided a clear, practical resource for developers exploring FP8 quantization within the project.