@@ -446,6 +446,69 @@ rests on few songs.
44644630 tapped lines, reported, not interpreted. ` v1-fit ` exactness: B 6.7%,
447447C1 16.7%, D1 26.7%, C2(3) 13.3%, D2 13.3%.
448448
449+ ### Projection forensic tail (post-fix)
450+
451+ ` legato-census ` now writes three diagnostic-only artifacts under ` --out ` :
452+ ` legato-cross-line.jsonl ` (all relations whose resolved target is outside the
453+ origin line), ` legato-longest-within-line.jsonl ` (the deterministic top 50 by
454+ exact quarter-note gap), and ` legato-span-census.json ` (nearest-rank
455+ distributions overall and by kind, derived direction, origin/target tap state,
456+ and open target). Ratios are reduced integers rather than floats. Licensed
457+ corpus records are not committed. The census fails closed if the cross-line
458+ manifest count differs from the importer's count.
459+
460+ Full-corpus rerun (410 files) answers the boundary question more narrowly than
461+ the old gap-only manifest could:
462+
463+ - ** 46 / 46 cross-line relations** were emitted, from 44 origin lines and 15
464+ songs. The first boundary includes ` chord_onset ` in 45 cases and ` rest_cut `
465+ in 5 (causes can coincide): 41 are chord-only, 4 rest-plus-chord, and only 1
466+ is a pure rest cut. Across every crossed boundary location, the counts are
467+ 333 chord and 7 rest; none is caused by unpositioned input, maximum fret, or
468+ pitch mismatch.
469+ - ** 38 targets are themselves excluded chord-onset atoms.** They do not belong
470+ to any monophonic ` TabLine ` ; this, rather than an ordinary handoff to the
471+ next line, explains most of the 46. The other 8 targets are in kept lines:
472+ 6 in the immediately next kept line and 2 much farther away. Those two span
473+ 64.375 quarters / 16 boundary locations / 15 intervening kept fragments
474+ (` Blue Dream ` ) and 182.496875 quarters / 27 locations / 3 kept plus 2 dropped
475+ fragments (` Have A Great Life ` ). No target is in a dropped short fragment.
476+ - Most cross-line gaps are nevertheless local in time: 30/46 are at most 1/2
477+ quarter and 31/46 at most one quarter. The exact quarter-gap distribution is
478+ min 1/8, median 1/2, p90 27.5, p95 75, p99/max 182.496875. Thirty-six cases
479+ cross one boundary; boundary-count median is 1, p90 16, p95 38, p99/max 155.
480+ - The ** 29,758 retained within-line relations** are overwhelmingly ordinary:
481+ note-distance min/median/p90/p95/p99 is 1 (max 169), intervening-onset and
482+ note-atom min/median/p90/p95/p99 is 0 (max 168), and exact quarter-gap is
483+ min 1/8, median 1/4, p90/p95/p99 1/2, max 212/3. Only 110 relations (0.37%)
484+ are non-adjacent.
485+ - The top 50 starts at 2.25 quarters and covers 10 songs. Fourteen relations
486+ exceed 8 quarters and three exceed 32. The extremes are 70.667 and 57.5
487+ quarters in ` Say Hi ` , 39 in ` Missed Injections ` , 26.5 in `There's No Dust
488+ in the City` , and a repeated 23.5-quarter pair in ` Frozen One`. Sixteen
489+ repeated 2.5-quarter figures in ` Son of Robot ` and six repeated
490+ 10.167-quarter figures in ` Say Hi ` show that a long relation can be a stable
491+ phrase pattern, while the isolated extreme spans are consistent with stale
492+ or overextended source flags. That last classification is heuristic, not a
493+ correction rule or ground truth.
494+
495+ The evidence therefore separates two architectural questions. Some imported
496+ technique relations do survive an optimization-line boundary, but only 8 of
497+ the 46 have targets representable in another kept line, and only 6 reach the
498+ next one. The dominant 38 are instead chord targets missing from the
499+ monophonic representation. Together with #199 's ` anchor_fret ` result this is
500+ convergent, hypothesis-generating evidence that both hand position and some
501+ technique context can outlive a line. It does ** not** establish that production
502+ must carry technique boundary state.
503+
504+ A falsifiable next experiment should keep the strata separate: first expose
505+ the 38 chord targets to evaluation without joining lines or changing the
506+ objective, then replay only the 8 kept-target relations with an exact observed
507+ origin-string boundary state and compare against independent-line inference.
508+ If neither changes feasibility or the registered metrics on its predeclared
509+ cases, the boundary-state hypothesis is rejected. No threshold or category
510+ from this audit enters projection or optimization.
511+
449512## Reading
450513
4515141 . ** Observed legato continuity explains a large, robust part of the
@@ -484,20 +547,33 @@ C1 16.7%, D1 26.7%, C2(3) 13.3%, D2 13.3%.
484547 MIDI-sourced lines carry neither, so these gains assume the labels.
485548- ** Import limits.** Legato is imported as an origin only, and D's direction
486549 is derived from pitch.
487- - ** Line slicing.** 46 resolved targets lie outside their origin's kept line.
488- They are counted explicitly but cannot enter a line-local objective.
550+ - ** Line slicing.** 46 resolved targets lie outside their origin's kept line:
551+ 38 are excluded chord atoms and only 8 are in another kept line. They are
552+ counted and emitted explicitly but cannot enter a line-local objective.
489553- ** Weights.** ` v1-fit ` was fitted on all lines and reused unchanged. ` k ` and
490554 the waiver were fixed before the results.
491555- ** Concentration.** The C1 → D1 gain rests on 3 songs.
492556- ** Holdout.** The holdout slice (30 lines) is too small to interpret.
493557
494- ## Follow-ups proposed (not done)
495-
496- 1 . ** Hidden technique inference must predict legato edges, not only taps.**
497- Continuity carries half of the exactness effect, so a MIDI-side model
498- without legato labels would lose it.
499- 2 . ** Inspect the 46 cross-line relations and the longest within-line spans.**
500- They are the remaining forensic set for distinguishing ordinary voice
501- interleaving from suspicious transcription or import cases.
502- 3 . ** Hammer-on / pull-off direction.** D's derived direction argues for the
503- separate core decision on importing or deriving direction for all formats.
558+ ## Stage status and next targets
559+
560+ Stage 2 is frozen after the semantic repair, independent remeasurement, and
561+ the projection forensic tail:
562+
563+ - ** C1:** robust corpus evidence for hard continuity when an observed legato
564+ relation is available.
565+ - ** D1:** promising conditional evidence, not a canonical objective rule; its
566+ gain is concentrated and direction is derived from pitch.
567+ - ** No C3/C4 tuning:** the remaining tail does not justify another ladder of
568+ penalties or exceptions.
569+
570+ Before changing production, the next boundary experiment should test the two
571+ predeclared strata above independently: chord-target visibility (38 cases) and
572+ observed state replay between kept lines (8 cases). The next large Constraint
573+ Lab target remains ** chord voicing** , extending the guitar-specific structural
574+ work from monophonic paths to hand shapes. ** Hidden technique inference**
575+ remains the next bridge to MIDI: predict taps and legato relations from pitches,
576+ timing, and context, then score both label quality and downstream fingering
577+ regret against this supervised oracle.
578+ Importing or deriving hammer-on / pull-off direction remains a separate core
579+ decision.
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