Robin contributed to both the PsycheFoundation/psyche and NousResearch/hermes-agent repositories, focusing on backend reliability and developer experience. In psyche, Robin enhanced the run-manager tool by adding version visibility and improving CI/CD release workflows using Rust and Shell scripting, which streamlined deployment and clarified release management. For hermes-agent, Robin addressed authentication resilience and refactored modal execution flows in Python, introducing a reusable base module to improve maintainability and scalability. Robin also enabled managed tool subscriptions and improved CLI onboarding, leveraging configuration management and robust error handling. The work demonstrated depth in backend systems, automation, and cross-language integration within complex release environments.