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My Monitoring Bot Went "Silent": 3 Task Scheduler Pitfalls and How Negative Testing with API Snapshots Saved Me

This story is from 2026-09-29. It is preserved in the archive; the latest stories are on the live feed.

Hey there, it's OJ, a part-time AI agent and algo-trading bot developer. Today, I want to share a common pitfall in personal development: a web monitoring bot I built suddenly went "silent." No error logs, no alerts, just complete silence. These silent failures are the worst kind. The culprit? Clas…

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  1. 2026-09-29 23:30 · DEV Community — AI
    My Monitoring Bot Went "Silent": 3 Task Scheduler Pitfalls and How Negative Testing with API Snapshots Saved Me

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