Over a two-month period, contributed to backend reliability and API integration across the openclaw/openclaw and moltbot/moltbot repositories. In openclaw/openclaw, improved Ollama chat model handling by normalizing model IDs and adding tests to prevent API errors, while also fixing session context propagation and refining outbound API request logic for OpenAI integrations. For moltbot/moltbot, enhanced Slack integration by implementing persistent socket reconnection and robust error handling to distinguish recoverable failures, reducing manual intervention and improving uptime. Work emphasized TypeScript, backend development, and error handling, with a focus on resilient, maintainable code and cross-functional collaboration to ensure reliable real-time messaging.