Workflow Automation

Workflow automation is the infrastructure that makes AI agents reliable. Without durable execution, a network hiccup during a 10-step payment flow means lost money and angry customers. With it, workflows resume exactly where they left off.

This skill covers the platforms (n8n, Temporal, Inngest) and patterns (sequential, parallel, orchestrator-worker) that turn brittle scripts into production-grade automation.

Key insight: The platforms make different tradeoffs. n8n optimizes for accessibility, Temporal for correctness, Inngest for developer experience. Pick based on your actual needs, not hype.

Reliability and example limits

Durability does not guarantee exactly-once external effects. Payment/shipment helpers must forward a stable operation key to the provider and reconcile ambiguous success; email needs an outbox/deduplication strategy. Examples are incomplete fragments with version-specific SDK signatures. Validate them against installed types, use test accounts, and keep payloads/credentials out of workflow history and logs.