Worked on the openclaw/openclaw repository to enhance stability in agent-specific model integration and session memory management across cloud backends. Addressed a bug in the slug generation process by ensuring it dynamically resolved each agent’s primary model configuration, rather than relying on hardcoded defaults. This fix improved the accuracy of session memory filenames, particularly for deployments using cloud models with specialized backends, and reduced errors related to filename mismatches. Demonstrated skills in TypeScript, backend development, and configuration management while focusing on configuration-driven debugging. The work contributed to more reliable multi-model deployments and improved maintainability for cloud-based agent systems.