feat(translation): tunable acceptance floor (0.90) + per-post sticky override (#155)
The gate at a fixed 0.80 couldn't catch the real pain: Interpreter (fresh == cached, verified by probe) confidently mis-detects short ASCII English like "... WIP Part 1" as German at 0.86 — above the floor — so it was accepted and a re-translate reproduced it. Confidence alone can't separate the 0.86 collision (genuine German lands there too), and single-word mis-flags sit at a confident 1.0 no floor catches. Two operator-approved levers: - Acceptance floor is now a live Settings value (ImportSettings. translation_min_confidence, default 0.90; surfaced in the Translation card), so it's tunable without a redeploy. _accept takes the threshold as a parameter. - Per-post sticky override (Post.translation_override: auto/force/original). 'force' stores a translation even below the floor (rescue a skipped legit-foreign title); 'original' keeps the original and clears any stored translation (kill a confident mis-flag no floor catches). The sweep honors it on every run and _reset_translations skips 'original', so the choice survives a Re-translate-all. POST /api/posts/<id>/translation-override applies it immediately (translate now when the service is up, else queue for the sweep). UI: PostTranslationControl on the posts-feed card. Migration 0084 (both columns + a CHECK on the override). The feed + provenance serializers expose translation_override. With a stricter floor the rollback finally works: raise it -> Re-translate all -> the 0.86 mis-flags are rejected and restored to the original; force / keep-original handle the residual either way. Tests: gate thresholds against the param (0.86 rejected at 0.90, explicit-floor cases); sweep force/original + re-translate-skips-original; override endpoint (validation, original clears, force queues when disabled, feed exposes it); settings min_confidence default/save/validate. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01CgZP9v2otxVJymiYsnVuMy
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@@ -1,26 +1,39 @@
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"""Translation acceptance gate (#1376) — pure unit tests for ``_accept``, which
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decides whether curator stores Interpreter's translation or keeps the original.
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Curator does no detection of its own; it only thresholds Interpreter's reported
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detected language + confidence (Scribe rule 133). No DB, no network."""
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from backend.app.tasks.translation import _MIN_LATIN_CONFIDENCE, _accept
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"""Translation acceptance gate (#1376, #155) — pure unit tests for ``_accept``,
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which decides whether curator stores Interpreter's translation or keeps the
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original. Curator does no detection of its own; it only thresholds Interpreter's
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reported detected language + confidence against the operator-tunable floor
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(Scribe rule 133). No DB, no network."""
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from backend.app.tasks.translation import _DEFAULT_MIN_LATIN_CONFIDENCE, _accept
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def test_accept_trusts_cjk_regardless_of_confidence():
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# ja/ko/zh are script-detected — accepted even at a low reported number
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# (pure-kanji Japanese can come back labelled zh ~0.75, still translated).
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def test_accept_trusts_cjk_regardless_of_confidence_or_floor():
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# ja/ko/zh are script-detected — accepted even at a low reported number and
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# even against a high floor (pure-kanji Japanese can come back labelled zh
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# ~0.75, still translated).
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assert _accept("ja", None) is True
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assert _accept("ja", 0.10) is True
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assert _accept("ja", 0.10, 0.99) is True
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assert _accept("ko", 0.99) is True
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assert _accept("zh", 0.75) is True
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assert _accept("zh-CN", 0.20) is True # region suffix is still CJK
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def test_accept_requires_floor_for_latin():
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def test_accept_default_floor_is_strict():
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# Default floor is 0.90 (#155): the ~0.86 band — where genuine German AND
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# mis-flagged short English collide — is now REJECTED (the whole point of the
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# stricter default). Genuine high-confidence non-English (~1.0) still passes.
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assert _accept("de", 0.98) is True
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assert _accept("de", 0.86) is True # calibrated: ambiguous-but-correct German stays
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assert _accept("de", _MIN_LATIN_CONFIDENCE) is True # exactly at floor
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assert _accept("de", _MIN_LATIN_CONFIDENCE - 0.01) is False
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assert _accept("fr", 0.40) is False # short mis-flag
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assert _accept("de", 0.86) is False # the collision band, now cut
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assert _accept("de", _DEFAULT_MIN_LATIN_CONFIDENCE) is True # at floor
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assert _accept("de", _DEFAULT_MIN_LATIN_CONFIDENCE - 0.01) is False
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assert _accept("fr", 0.40) is False # short mis-flag
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def test_accept_honors_an_explicit_floor():
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# The floor is a parameter now (fed from ImportSettings). A looser floor keeps
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# the 0.86 band; a stricter one rejects even a fairly confident detection.
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assert _accept("de", 0.86, 0.80) is True
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assert _accept("de", 0.86, 0.95) is False
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assert _accept("de", 0.96, 0.95) is True
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def test_accept_is_case_insensitive():
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@@ -32,3 +45,4 @@ def test_accept_missing_confidence_fails_open():
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# No confidence reported → don't silently drop a translation.
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assert _accept("de", None) is True
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assert _accept("", None) is True
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assert _accept("de", None, 0.99) is True # fail-open beats a high floor
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