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Implementing 5-Signal Metrics Dashboard for AI Tutor Cost (and Auditability)

Implementing a metrics dashboard for an AI tutor is an accounting problem before it is a visualization problem. Attribute each agent-loop attempt to a stable interaction ID, record latency and billable usage as separate facts, and only then aggregate those facts into a live view. The decision rule…

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  1. 2026-11-06 21:48 · DEV Community — AI
    Implementing 5-Signal Metrics Dashboard for AI Tutor Cost (and Auditability)

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