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This guide walks you through the complete lifecycle of a cl-pipelines job: installing the package, defining phases, connecting adapters, and confirming the run completed. You’ll use the built-in in-memory adapters so there’s nothing extra to configure — swap them for real adapters (like Convex) when you’re ready for production.

Next steps

Core Concepts

Understand phases, checkpoints, retry modes, and adapters in depth.

Phases

Learn mid-phase checkpointing with ctx.saveState for large workloads.

Convex Adapter

Connect cl-pipelines to a real durable backend with Convex.

Agent Loop

Add a crash-safe LLM agent loop to your pipeline.