AI agents can automatically investigate production problems, identify root causes in source code, generate and test patches, and deploy fixes through CI/CD pipelines, enabling zero-click remediation of production issues.
Deep Dive
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Deep Dive
PatchPilot — AI agent turns a Dynatrace production problem into a tested fix on Cloud Run
Added:Patch Pilot turns a production alert into a tested, deployed fix built on Google Cloud with Gemini, the agent development kit and Dinatrace.
This is Shopflow, our production storefront. A customer places an order and checkout crashes with an HTTP 500.
The exception streams through open telemetry into Dinatrace.
Moments later, it lands in PatchPilot's live problem feed pulled straight from Dinatrace, our checkout crash, plus a slow report endpoint. Let's investigate the crash.
One click and a Go agent built on Google's agent development kit with Gemini on Vert.ex AI goes to work. It queries the failing spans and the exception stack trace through the Dinatrace MCP server, then reads the actual source code to correlate the two.
Its steps stream live.
Gemini pins the root cause, an unvalidated index used to access a slice at the exact file in line with a confidence score and alternative hypothesis.
It proposes a concrete patch, a balance check that returns a clean 400 instead of crashing, plus a regression test.
Nothing has touched production yet.
The developer reviews and approves. The fix is staged. Patch pilot batches concurrent fixes into a single deployment.
One click deploy. The batch pipeline runs on Google Cloud Build. Apply test build. Deploy verify. The regression test runs first and deployment is gated on it passing, even on autopilot. A broken fix can never ship.
A few minutes later, tests passed, the image is built, and the patch service is live on Cloud Run verified or flip on autopilot and the agent handles everything. It watches the feed, picks up open problems, investigates, and batches the fixes into one test gated deployment.
Fixed and deployed, zero clicks. Same pipeline, same test gate, just a different level of trust.
And every step is recorded.
Investigation, tests, build, deploy. A durable audit history for every fix from production signal to verified fix in minutes. Patch pilot built with Gemini ADK, Dinatrace, MCP, Cloud Build and Cloud Run. Try it live.
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