In February 2025, Jay Surampudi updated the HAProxy Quickstart documentation within the newrelic/newrelic-quickstarts repository, focusing on improving user onboarding and reducing confusion caused by outdated links. Jay managed the documentation using YAML, applying changes to both the main description and the documentation URL field to ensure consistency and accuracy. This targeted update aligned with documentation management best practices, directing users to the most current HAProxy setup resources. While the scope was limited to a single feature and did not involve bug fixes, the work demonstrated attention to detail and contributed to a smoother onboarding experience for New Relic users.