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OPERATIONAL HEALTH

What authentication and the tutor actually did

OTP delivery outcomes and one trace per model-backed answer, measured from live D1 state. No email address, mobile number or question text appears here: authentication is aggregated and questions retain only length and a hash.

Why this is a table and not Langfuse

Langfuse is the best-rated open-source option and its SDK is OpenTelemetry-based — and OpenTelemetry does not run on the Cloudflare Workers runtime this build deploys to. The fields recorded here deliberately match the shape of a Langfuse span, so moving to it later is an exporter rather than a re-instrumentation. The reasoning, the measurements behind it and the migration path are written up in AGENT-OPS.md.