Worked on stabilizing the GLM4 GGUF MTP deployment within the axolotl-ai-cloud/axolotl repository, focusing on improving model configuration management. Addressed a critical bug by correcting JSON syntax in the model configuration, which helped prevent runtime misconfigurations and reduced the likelihood of deployment errors. Enhanced documentation by adding troubleshooting notes for GLM4 GGUF MTP mismatches and clarifying configuration parameters, specifically for num_nextn_predict_layers, to guide users in proper setup. Utilized skills in configuration management and documentation, working primarily with JSON and Markdown. Consolidated these changes without impacting continuous integration, ensuring traceability through co-authored documentation and clear commit practices.