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Regardless of whether a software system consists of infinitely scalable, interconnected functions in the cloud, or multiple services collaborating within a Kubernetes cluster, it faces the same fundamental limitation: Code execution may stop arbitrarily either due to underlying hardware failures, network reconfiguration, or simply deployment to production. This poses a major challenge when downtime cannot be tolerated and consistency must be upheld. In this enlightening hands-on presentation we will delve deep into this issue and look at different scenarios from a code-first perspective using the cleipnir.net framework.