Deeptrace is an AI agent that automates the investigation of alerts, bugs, and incidents by understanding logs and code semantically. The platform integrates with Slack to triage and resolve alerts quickly, leveraging historical intelligence to improve over time. It connects various data sources, including codebases and metrics, to enhance incident response.