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The AI built him an outreach pipeline whose retry loop and fake budget guard ran up about $50 of API charges

A user asked the AI to build a multi-agent outreach pipeline. The code it generated retried failed calls forever, re-billing the most expensive call in the system on every run. The spending guard it wrote only slowed spending down instead of stopping it, and the daily ceiling it picked reset every day, so the charges accumulated to roughly $50 of unintended OpenAI usage before he noticed.

$50at stake
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How it works

  1. Asks for an outreach pipeline
  2. The AI generates agents that select records by what is missing
  3. A failed call records nothing, so the same record is re-billed every run
  4. The budget guard downgrades instead of stopping
  5. The daily cap resets and never bounds the total
  6. About $50 of unintended API charges build up

Why it’s worth knowing

The guard looked like a budget limit and behaved like a dimmer. Spending slowed down and never stopped.

Where it’s from

Summarized from a public post on github.com. See the original ↗

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