Regenerate every LLA tape lesson from original markdown+transcripts with the
post-review pipeline, select the cleanest candidate per lesson, deterministically
refine/split ranges, and slice fresh clips. All 30 per-track drafts validated at
0 errors / 0 warnings before assembly.
Reassemble weekly masters with Claude Fable (not Gemini), apply gated final
structure repair, and restore any drifted clip-bearing lines from source tracks.
All eight changed masters validate at 0/0, pass stage-master clip identity, and
use 100% of their source cassette clips. Includes the systemic fixes behind
Yana's reports: no Number/Repeat cue leaks, no doubled pronunciation models,
clean split boundaries, audible cloze setup context, apparatus-free feedback,
and properly distributed vocab teaching beats.
Co-authored-by: Cursor <cursoragent@cursor.com>
Converted, refined, and re-sliced both LLA tracks from the tape with the
tester-round rules (passage->DIALOGUE+REFERENCE splits, vocab on the first
teaching line, sentence-sized read-only cards, merged-beat detection with
best-of-two sampling, repair loop hard-gated on figure coverage).
Book 10 masters now include tape lessons 2C-4D — ten lessons of audio content
the earlier masters never shipped (they used only 1A-2B). All ten masters
lint clean, 100% cassette coverage on every taped lesson.
Co-authored-by: Cursor <cursoragent@cursor.com>
- MISSING_ALTERNATIVES (63/64 applied): uncontracted/contracted forms, digit
variants (05|5), synonyms and full-sentence variants, via ACCEPT lines and
inline gap alternatives; skipped 'better/fine' for the Opposites drill (not
opposites of "sick").
- NOT_DERIVABLE (16 fixed, 10 false alarms, 1 skipped): item-level fixes
(visible word hints, missing premise, speaker clarifications "Joe (to Jim):",
emphasis/cue corrections, un-gapped unguessable words, rounded-number
accepts); converted the two book-10 paragraph clozes (Mary / The Mall) from
CHECK: exact to CHECK: llm with logical-completion rubrics; cross-book
recycled vocab (pilot, teller, barber, variety store, ...) left alone.
- UNCLEAR_TARGET (10): instruction/intro corrections (Food "Type the word for
the food.", Explain-with-Too intro), cue/emphasis fixes.
- Rubric rewrites (57): applied audit-suggested grader rubrics (now effective
with the pre-item RUBRIC parser fix); moved the two per-item rubrics of
book-11 "Write the Main Idea" inside their items.
No clip-bearing line changed; all masters validate (0 errors, 0 new warnings)
and pass stage-master clip-identity checks. Full decision log:
reactor-module-tools module-convert/answerability-audit/APPLIED.md
Co-authored-by: Cursor <cursoragent@cursor.com>
A word tagged VOCAB in one activity was tagged again in later activities of the
same session, so the learner got the same chip repeatedly — most visibly in the
pronunciation drills, which re-listed every word from the dialogue before them
(reported: book 7 session 1-2). Rule applied: drop a VOCAB whose word was
already tagged in an EARLIER activity of that session. Repeats INSIDE one
activity are kept — those teach distinct senses ('stuck to his finger' vs
'stuck the milk in the fridge', 'shop' as verb then noun). Also dropped chips
for plurals of already-known words in book 7 session 1-2, where the drill
teaches the singular/plural pair rather than new vocabulary. No session lost
all of its vocabulary (verified).
Co-authored-by: Cursor <cursoragent@cursor.com>
