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Reliability and durable execution

Agent success rate compounding calculator

See how a small failure rate per step compounds over a long agent run, and how retries change the odds

Your numbers

Result

Runs that finish

35.8%

Failed runs per 100
64.2
Step success with retries
95%
Most steps that still reach 90%
2

How it is calculated

With retries, a step succeeds with 1 − (1 − p)^(retries + 1). A run succeeds only if every step does: step success^steps. The longest run that still reaches 90% is ln(0.9) / ln(step success).

Keep in mind

This assumes steps fail independently. In practice failures often cluster, for example when an API is down, which makes retries less effective.

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