The SingleStore team developed an incident bot agent to streamline their Helios platform's incident resolution processes, reducing time and effort required by up to 15-20 minutes. The bot integrates with multiple components, including OpsAPIs for safe interactions with cluster operations, Slackbot logic for automating troubleshooting steps, and dashboards and internal APIs for providing a comprehensive view of the incident. Currently, the team is working on continuous improvements such as semantic search and enhanced diagnostics to further enhance the system's intelligence. Looking ahead, they aim to enable natural language troubleshooting, leverage predictive machine learning to predict incidents, build richer integrations with other tools, and fully automate certain types of incident resolutions. The goal is to continue pushing the boundaries of what's possible with automation.