Month: 2025-09. Delivered production-ready Apertus LLM deployment on SageMaker using the LMI container with vLLM, featuring an environment-variable-driven configuration and a runnable deployment notebook. Reorganized repository structure to improve discoverability and setup, and updated vLLM installation flow for stability. Enhanced documentation to support onboarding and repeatability. Implemented targeted fixes to align weights and versions with Apertus requirements and to streamline deployment.

April 2025 monthly summary for aws-samples/amazon-nova-samples focused on delivering practical, business-valued notebook resources, improving data workflow reliability, and tightening repository hygiene. The month centered on furnishing enhanced Chain-of-Thought notebooks and documentation for Amazon Nova Premier, stabilizing data handling for batch inference, and reorganizing the repository to support scalable collaboration and reproducibility.