A brief for auditing the translations with humanizer-ru's deterministic scanner (64 markers, 20 hard bans, no LLM) arrived from a neighbouring session and is kept as audit.md beside the translate skill; tools/translate/audit-ru.sh does what it prescribes — strip the frontmatter, mask fenced and inline code with КОД (unmasked, a page discussing <think> tags scores 23), scan with --genre academic, one JSON line per page. Over all 297 translations: 280 «чисто», 17 «правка», none «рерайт»; median 94, p10 86, minimum 70 (peril-of-laziness-lost, the brief's own example). Hard bans on 25 pages: «от X до Y» (10), «не только X, но и Y» (7), «не просто X, а Y» (6), «стоит отметить» (3). Markers that actually occur: «ключев-» on 70 pages, «не просто» 52, «не только» 27, «огромн-» 16, «фундаментальн-» 13, «значительн-» 13, «всё чаще» 10, «в эпоху» 10.
The rule of the brief is that nothing under ru/ is edited: a finding goes either to the English original or to the translator's prompt, and which one is decided by opening the original. tools/translate/classify-audit.sh does that mechanically for the hard bans and the frequent markers — the Russian sentence, the matching English construction if there is one — and its table is in tools/translate/audits/2026-09-01-humanizer-ru.tsv: 174 sentences, 133 with the construction present in the English (92 distinct originals; "key/core/central" on 56 of them, "increasingly" on 10, "huge" and "fundamental" on 9 each, the "not just / not only" frames on 15), 41 added by the model — "ключевой" for "is what makes X work" and "the point is" (15), "значительный" and "огромный" for "much" and "big" (15), "в эпоху" (6), one "не просто X, а Y" for "instead of just retrying". The prompt gained two rules for those: no evaluative adjective the English lacks, with the plain rendering for each, and the antithesis frames only where the English carries them. They apply from the next batch; the 35-odd pages that carry the model's additions are worth regenerating once the quota allows, and the 92 English originals are a policy question rather than a fix — one page is a fix, ninety is a rewrite of the vault's own voice.
The 38 pages with the model's additions were regenerated the same afternoon under the new rules: 38 of 38 clean on the first attempt, and the same scan and classification over them again gave 17 model-added sentences where there had been 41 — and most of the 17 are the classifier's, not the model's ("ключевые слова" for keyword search, "значительная доля" for "a large share"). Median 94, minimum 83, 37 of 38 «чисто». The rules hold. Nothing in English was touched.