Jina proactively monitors your product and fixes issues before users face them. Unlike AI coding agents that operate blind in production, Jina maintains a live service topology and unified log intelligence — correlating signals across Datadog, Sentry, CloudWatch, and more into one timeline. It auto-generates monitors with every commit, groups noisy alerts into actionable issues, identifies root causes, and opens draft PRs with fixes.