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Each red line in the census report keeps its stored error and adds the machine cause with its evidence, the failure_detail values (Expected/Received, or each failing judge dimension with its mean, sample count and the sample sentence naming it), the slice artifact and shard directory that hold the transcript, a fetch command (eval:pass-rates --run <id> --case <id>), and 'after a repair:' with a command that selects only that case (E2E ids via --case, judges via their selection and an exact test-name filter). A session that completed and failed a check says so instead of 'assertion (success)'. Report text that reaches a PR comment, issue or committed file goes through scripts/lib/published-text.ts: control and bidi characters stripped, credential-scan patterns redacted, mentions neutralized, HTML and link brackets escaped inline, blocks in a fence longer than any backtick run, length capped. Verdicts and collector verdict objects are unchanged.