Unverified50% confidenceFactExact time
The traditional "check first, deduct later" model has a race window during LLM streaming responses or Flux image generation (which takes 4 to 18 seconds), and concurrent requests can all read the same stale balance snapshot and pass the pre-check.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
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