Dev Tools · 1h ago
AI retry storm burned a month of server costs in one day
A CFO-built SaaS feature using Claude Code triggered 21 retries of a heavy LLM batch due to a missing DB column. Each retry succeeded at the API call (billed) but failed at saving, wasting a day's cost equal to a month of servers. The incident highlights how retry machinery, not human error, can silently burn AI budgets.
Meridian48 take
The real lesson isn't about blaming non-engineers—it's that AI cost spikes often come from invisible retry loops, not user activity, and standard error handling doesn't catch them.
ai-costsretry-storm