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article
rubyflow.com
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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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