Introduction to Temporal: Durable Execution for Distributed Systems

Introduction to Temporal#

Temporal is a durable execution engine. You write workflows as ordinary code – if/else, loops, function calls – and Temporal guarantees that code runs to completion even when processes crash, machines fail, or deployments happen mid-execution. It eliminates the need to build retry logic, state machines, and recovery mechanisms by hand.

This article introduces the core concepts, architecture, and use cases. It is the first in a series that takes you from zero to running production workflows on Kubernetes.

Progressive Agent Adoption: From First Task to Autonomous Workflows

Progressive Agent Adoption#

Nobody goes from “I have never used an agent” to “my agent runs multi-hour autonomous workflows” in one step. Trust builds through experience. Each successful task at one level creates confidence to try the next. Skipping levels creates fear and bad outcomes — the agent does something unexpected, the human loses trust, and adoption stalls.

This article maps the adoption ladder from first task to autonomous workflows, with concrete examples of what to try at each level and signals that indicate readiness to move up.