●  Product Update
Anyshift
The Context for Production
  Jun 11 – Jun 24, 2026
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  What's New
 
Annie argues against her own answer before you see it
Featured
Annie runs a second pass that clears the recent deploy that never touched the failing path and confirms the real root cause
Annie now runs a second pass on every root cause she finds, and that pass tries to break the first answer instead of confirming it. It re-reads the analysis against the versioned graph of your production, AWS, Kubernetes, your codebase, your commits, looks for a signal the first pass skipped, and clears the recent deploy that landed right before the errors but never touched the failing path. A confident wrong answer is the one an on-call engineer acts on at 2am, so the first reviewer of Annie's work is now Annie.
Annie reads your VictoriaMetrics during an investigation
Connect VictoriaMetrics and Annie queries it directly while she works an incident, pulling the series tied to the failing service instead of sending you to a dashboard to go find them. The metrics stay where they are. Annie reads them against the same versioned graph she uses for your deploys, commits, and infrastructure, so a spike lines up with the change that caused it.
CONNECT VICTORIAMETRICS
  Incoming
Know who to ask when the service isn't yours
Annie Identity resolves one person's separate GitHub, Slack, IAM, and PagerDuty traces into a single person in the graph
Annie's graph already maps the things that exist in your production: services, deployments, clusters, resources. Annie Identity adds the people and agents who act on them, resolving one person's separate traces across GitHub, Slack, IAM, and PagerDuty into a single identity. So when you're paged for a service you didn't write, you can see who owns it and where the team already worked through it, and get one answer instead of four open tabs. Rolling out next.
  Also shipped
Quick hits
·  Annie's one-click PR fixes now show up inside reports.
·  Every root cause now cites a signal you can check yourself.
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The Context for Production
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