●   CASE STUDIES · ANONYMIZEDOBSERVED ON REAL INCIDENTS

Real incidents, worked.

Every number on these pages came off an actual incident in a customer’s environment - not an industry benchmark. Names, services, and identifiers are removed; the analysis is unchanged.

●   THE LIBRARY1 STUDY

57 hours without Dalton. Minutes with it.

A stalled data migration held a user-facing storage service one pod restart from a full outage. Three teams, three tools, ~57 hours, no cause. Dalton was connected on hour 57.

Enterprise AI platform · Kubernetes on AWS · June 2026

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