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The Ruby and Rails community linklog

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Idempotent Background Workers for LLM Calls in Rails

by Danial Asghar —

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.

https://danialasghar.com/blog/idempotent-ai-workers-rails/

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