Metriqual: an infra layer that lets AI agents survive model outages by persisting their state

its_vayishu · x · 2026-09-23

A developer started with a pointed question: why should an AI agent die just because the model underneath it died? Provider outages, rate limits, and weird model behavior force model switches—but the agent's state and 20 minutes of completed work are lost. After months of quiet work, he's unveiling Metriqual, an entire infra layer built around agent state persistence and migration across models.

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