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An open rate cannot say whether a menu line related: every line carries its matched passage (#4364), so "not opened" covers unrelated, enough as shown, and already in context. #4772 "Injected notes are never judged". - retrieval_judgments (0115): a reviewer verdict per line of a logged call, on_point / adjacent / unrelated, with its reason, rank, budget side and whether the agent opened it within the hour. - menus_to_review re-runs a random sample of unjudged auto_inject calls with the arm's own parameters, past its budget, passage on every line. judge_menu records verdicts, re-deriving rank from a fresh re-run. - retrieval_telemetry gains a judged block (by rank, within/beyond budget, on_point_unopened). surfaced_never_pulled stops blaming titles. - missed-retrieval guidance names the review before a budget move. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>