Retry budgets: why 20% per-step failure doubles your token bill

Retries feel cheap and local. In a multi-step agent they’re neither. A small cost model shows why 20% per-step failure can more than double your bill — and how your recovery architecture, not your failure rate, decides the multiplier.

July 5, 2026 · 8 min · 1651 words · Loop & Retry