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📝 article rubyflow.com · July 8, 2026

Idempotent Background Workers for LLM Calls in Rails

A practical guide to making AI-powered Rails background workers safe to retry. The article covers Sidekiq’s at-least-once execution model, LLM non-determinism, completion gates, structured output validation, and audit trails.

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