Introduction: I’m grateful for your mentorship over the past few months. Our weekly meetings were invaluable and greatly impacted my development. Motivation for Seeking Mentorship: I sought your guidance to deepen my understanding of distributed systems and to effectively implement protocols like Kademlia. I aimed to build a robust distributed system and needed expert advice to navigate its complexities. Collaboration and Approach: Your help was crucial in several areas: Observability: You guided me in setting up OpenTelemetry (OTEL), which improved our monitoring and troubleshooting processes. Node Management: Your insights on process isolation and communication helped us manage node failures effectively. Testing: You assisted in developing automated tests for operations like FIND_NODE and STORE_VALUE, ensuring thorough coverage. Retry and Caching: Your advice on retry logic and caching strategies, including exponential backoff and LRU caching, made these implementations more robust. Distributed Systems: Your explanations of principles like the CAP theorem clarified how to balance consistency and availability in our Kademlia implementation. Impact on Development: Your mentorship greatly enhanced my understanding of distributed systems and improved my problem-solving skills. The successful implementation of key features and concepts was directly due to your guidance. Conclusion: Your mentorship has been highly effective and deeply appreciated. Thank you for your support and expertise. I highly recommend you as a mentor and look forward to future opportunities to collaborate.