When the task has no answer
On the frozen 30-case fixture, all five no-gold tasks now come back at Low confidence instead of being presented as answers (no-gold false-positive rate 0.0; the CI ceiling is 0.25). A low-confidence pack still lists candidates — it tells the caller not to trust them rather than returning nothing. Calibrated abstention is built and gated on held-out performance, and off by default until it earns activation.