During March 2025, Nori contributed to the arthur-ai/arthur-engine repository by enhancing container startup diagnostics and improving documentation practices. Nori implemented a feature to log the contents of the /app/src directory during container initialization, aiding debugging and increasing visibility into startup artifacts. After evaluating its impact, Nori reverted this change to maintain a clean startup process, demonstrating thoughtful iteration. Additionally, Nori updated the project’s README to recommend pinning engine versions rather than using the latest tag, which improved deployment stability. This work showcased skills in Dockerfile, Markdown, and DevOps, with a focus on balancing debugging needs and production reliability.