Failure context first
Start from the run, trace, and scenario evidence before asking an agent to suggest a repair.
Turn evidence into the next engineering decision.
Mender is the repair layer around a verified failure. It gathers bounded context, classifies the issue, and can prepare a proposed change for review when the configured workflow permits it. It is a preview capability under active development, with human approval at side effect boundaries.
Molar Mender
Checkout / evidenceIllustrative trace
Expected outcome
Order confirmedReceipt sent to test inbox
Observed outcome
Order pendingPayment callback not applied
00:08Payment confirmed200
00:09POST /webhooks/payment500
00:10Order status assertionFailed
ScreenshotNetworkConsoleSteps
Bounded proposals
The workflow constrains repository and tool access, records model decisions, and separates diagnosis from publication.
Review stays in the loop
A proposed pull request or replay action requires the configured authorization and approval path.
Evidence led proposals
Mender helps an engineer move from a reproducible failure toward a candidate patch, with the evidence and repository checks available for review.
- Trace and Guard context
- Audited model inputs and outcomes
- Approval gated repository actions
checkout.acme.test / confirmation
payment_intent.succeededOpen checkoutScreenshot captured200
Confirm paymentPOST /webhooks/payment200
Receive receiptTest inbox matchedready
Preview access
Mender is in preview. Talk to us about trying it with your team's repair workflow.
Talk through your use case checkout.acme.test
PaymentAcme Pro plan
4242 4242 4242 424208 / 28 · Test cardSigned callbackPayment webhook
POST /webhooks/payment signature verifiedOrder #1042ConfirmedReceipt → test inbox
A few things
you might be wondering.
Have a specific workflow in mind?
Let’s talk it through
How does Mender handle a failing test?
Mender proposes and records a repair workflow; side effects and publication remain approval gated.
What does Mender need?
It needs an authorized run and the relevant repository or source context available through the configured integration.
Is Mender generally available?
It is a preview capability under active development, so availability and repair coverage vary by deployment.
See the repair workflow.
Choose a concrete workflow. We’ll help you get the right setup for your application.