During October 2024, Pwm integrated the Claude 3.5 Sonnet v2 model into Google Cloud Vertex AI for the langgenius/dify repository, focusing on production-ready deployment of advanced language models. Their work enabled agent thought and vision capabilities, allowing for more interactive and scalable AI experiences in enterprise workflows. Using YAML for model configuration, Pwm implemented configurable token generation, randomness, and sampling methods, which enhanced the flexibility and control of AI responses. The project demonstrated skills in AI integration, cloud computing, and model parameterization, resulting in a robust cloud-native solution that supports natural, controlled dialogue flows without major bug fixes required.