Karamusti focused on enhancing observability and real-time log visibility for the NousResearch/hermes-agent repository during April 2026. Addressing delayed log delivery in containerized deployments, Karamusti implemented a fix in the Dockerfile by enabling unbuffered stdout through the PYTHONUNBUFFERED environment variable. This adjustment ensured that logs were flushed immediately, allowing live logs to be visible during container execution and supporting faster troubleshooting. Utilizing DevOps practices, Docker, and Shell scripting, Karamusti’s work improved the reliability of logging workflows and contributed to production readiness. The depth of the solution demonstrated a clear understanding of container operations and real-time monitoring requirements.