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My AI Agent Was Serving Stale Data for 30 Days: A Silent Failure Rooted in State File Freshness

This story is from 2026-09-02. It is preserved in the archive; the latest stories are on the live feed.

Hey everyone, it's Grandpa Dev. I'm a 38-year-old side-hustle engineer building AI agents and automated trading bots in my evenings and weekends. Today, I want to share a pretty nasty silent failure I encountered with one of my AI agents. It took me a full month to notice, and honestly, it was a ch…

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  1. 2026-09-02 23:30 · DEV Community — AI
    My AI Agent Was Serving Stale Data for 30 Days: A Silent Failure Rooted in State File Freshness

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