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What 1.2 million agent tool calls taught us about timeouts, retries, and the true cost of a vague error message

Ninety days of production MCP traffic in numbers: retry storms, timeout cliffs, and why one ambiguous error string cost more than any outage did.

By Elva TeamElva Blog
What 1.2 million agent tool calls taught us about timeouts, retries, and the true cost of a vague error message

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Originally published by Elva Blog on Apr 16, 2026.

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