During January 2026, contributed to the moltbot/moltbot and openclaw/openclaw repositories by delivering three new features and resolving nine bugs focused on backend development and browser automation. Work included implementing dynamic model switching for agent commands and enhancing session management with model overrides, using JavaScript and TypeScript. Addressed browser compatibility by patching playwright-core for Bun WebSocket integration and improved reliability in browser evaluation functions. Additional efforts involved refining system administration through systemd unit alignment and improving status reporting. The approach emphasized robust API design, thorough testing, and configuration management, resulting in more reliable multi-agent workflows and streamlined deployment processes.