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The context for AI in Prod. Resolves incident. Catches risks before they cause outages.

San Francisco
Joined April 2024
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SOTA level: the PR is still open in the MCP spec repo 😅 We shipped experimental Skills over MCP in @anyshiftio Graph MCP anyway. Codex found the remote skill, read its guidance and used it on a blind, authenticated query. Happy Friday 🔥
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We shipped the Notion integration in @anyshift_io. Annie reads Notion directly now. The hard part of any knowledge base is search, especially when you have the wrong service name in your head. 🧵👇
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Action items came back tagged: two done, two still open, page anchor for each. The one we should actually do this week, alerting on `NumberOfMessagesDeleted` dropping to zero for >1h, is a Linear ticket now.
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Two weeks ago our graph-injector queue backed up. The April post-mortem was sitting in our Notion workspace. The on-call still spent ten minutes finding it: four candidates with "graph" or "connector" in the title, a wrong turn through the architecture diagram.
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I asked Annie with the wrong service name. 18 seconds, the right page, picked off the body text instead of the title. Root cause in two lines, quoted verbatim: `NUM_WORKERS=5` on `xlarge` under-provisioned the remediation deploy.
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Five tabs to triage one Sentry error: email, Sentry UI, GitHub for the offending release, deploy dashboard, Slack to ping whoever shipped it. We just shipped the Sentry integration in @anyshift_io. Annie reads Sentry directly now. 🧵👇
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Follow-up: "dig into the agent-gateway MarshalerError." Annie pins it to v0.19.0, persisted through v0.21.22, never fixed. Then a weekly digest by service and release. graph-connector v0.33.6 critical at the top, 49 new issues this week.
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Most teams don't have a real map of their Kubernetes cluster. The wiki diagram is stale, the dashboards only show what someone instrumented, and the first time you find a fragile dependency is the postmortem. 🧵👇
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Follow-up: "Which service has the biggest blast radius if it goes down?" Annie traces the downstream path through frontend and checkoutservice to the user. Same graph, now framed as operational risk surface.
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One click on Save as Recurring Report turns it into a monitor that re-runs on a schedule. Next deploy that quietly removes a probe gets caught before the next incident. Try Annie: anyshift.io?utm_source=x&utm…
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New in AnyShift: Report Templates. A small library of the recurring investigations platform teams run by hand: pod stability, error budget burn, incident digest, on-call handoff, Terraform drift, cost outliers. Pick one, Annie runs it, report shape stays consistent.
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