Worked on the Hermes platform to deliver cross-repository improvements focused on multi-provider model normalization and system stability. Addressed backend and frontend inconsistencies in model ID handling within the nesquena/hermes-webui repository, ensuring accurate deduplication and display of models from different providers. Enhanced server reliability by implementing TCP keepalive, reducing resource waste from idle connections. In the NousResearch/hermes-agent repository, improved reasoning reliability by isolating reasoning per user turn, preventing stale outputs. Utilized JavaScript and Python across API development, backend refactoring, and debugging tasks, demonstrating a methodical approach to improving data integrity and user experience in multi-provider environments.