Worked on stabilizing the SecGemini log analyzer within the google/timesketch repository, focusing on backend development and configuration management using Python and Docker. Addressed the issue of overlapping investigations by implementing forced termination logic, which reduced investigation downtime and improved reliability. Enhanced developer workflows by enabling Timesketch containers to communicate with host services, supporting local LLM integration and development. Improved configuration management for the SecGemini agent, ensuring more robust deployments. Additional contributions included code quality improvements and lint fixes based on review feedback, as well as adding Docker host information to streamline local LLM development and testing processes.