manba.ai — The Intelligent Librarian

One question. Six doors. One truth. (this page is the sixth)

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The living loop · one instance, three epochs

same query + same epoch = same answer provenance + epoch on every answer nothing ships without re-passing its benchmark additive or deprecated — never silent

This walkthrough is scripted, not a live run — it illustrates the intended control loop. What is built today: autonomous generation (UC1) and sync-and-regenerate epochs (UC2), with structured-error telemetry logged for UC5. What the scores in it do not yet represent: an independently graded gate — see the evidence ledger in the backup deck.