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8 changes: 6 additions & 2 deletions AGENTS.md
Original file line number Diff line number Diff line change
Expand Up @@ -273,7 +273,7 @@ stops startup instead of leaving a healthy-looking partial schema, and
application code must not compensate for a missing table.

Period leftover pairs (ADR 0017 / 0018 / 0048 / 0049 / 0119 / 0158 / 0162 /
0163 / 0164 / 0182 / 0185 / 0201 / 0233 / 0266 / 0267 / 0268 / 0269 / 0270 / 0271) are computed in `lineageweave/leftover_pairs.py` from the
0163 / 0164 / 0182 / 0185 / 0201 / 0233 / 0266 / 0267 / 0268 / 0269 / 0270 / 0271 / 0272) are computed in `lineageweave/leftover_pairs.py` from the
residual after a real GRM/GPCM score, never invented. Distances are
Euclidean on the two-dimensional Gabriel leftover map; missing cells stay
out of the factorization. Closest and farthest post–criterion pairs
Expand Down Expand Up @@ -301,7 +301,11 @@ plot; rank-0 unused axes name only `0` and do not invent drawing-scale
ticks. ADR 0271 captions leftover-map pair segments with persisted
leftover-map distance `d` so the pair-row badge matches the graphic;
a missing or non-finite `d` omits that segment caption and does not
invent `d` from plotted coordinates. When `R`, `R̂`, `U`, `x`,
invent `d` from plotted coordinates. ADR 0272 captions leftover-map
pair segments with persisted leftover-map reconstruction `R̂` so the
pair-row badge matches the graphic; a missing or non-finite `R̂` omits
that reconstruction caption and does not invent `R̂` from plotted
coordinates. When `R`, `R̂`, `U`, `x`,
`s`, and `e` are finite, `e + s + x = 1`. When coordinates,
reconstruction, and distance are finite, `R̂ = ξ · ζ` and
`d = ‖ξ − ζ‖`. The pairs sit above the member
Expand Down
5 changes: 3 additions & 2 deletions ARCHITECTURE.md
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Expand Up @@ -637,7 +637,7 @@ information at the group's mean θ (Lord, 1980 max-info CAT). Rankings
persist to `report_item_information`. After those IRT main effects,
residual SVD leftover pairs on two Gabriel axes (Jeon et al., 2021;
ADR 0017 / 0048 / 0049 / 0119 / 0148 / 0158 / 0162 / 0163 / 0164 / 0168 /
0182 / 0185 / 0201 / 0233 / 0266 / 0267 / 0268 / 0269 / 0270 / 0271) persist to `report_leftover_pair` with signed residual `R`,
0182 / 0185 / 0201 / 0233 / 0266 / 0267 / 0268 / 0269 / 0270 / 0271 / 0272) persist to `report_leftover_pair` with signed residual `R`,
observed `Y`, expected `E[Y|θ, item]`, full leftover-map rank, unexplained
leftover, ADR 0201 reconstruction evidence, ADR 0185 cross-share evidence,
ADR 0233 unexplained leftover share `s`, ADR 0266 explained leftover
Expand All @@ -647,7 +647,8 @@ display above the pair buttons. ADR 0269 captions leftover-map axes 1
and 2 with persisted leftover-map axis share. ADR 0270 ticks those
leftover-map axes at persisted `ξ` / `ζ` coordinates so the pair-row
badge matches the plot. ADR 0271 captions leftover-map pair segments
with persisted leftover-map distance `d`. Click a post marker or a pair button
with persisted leftover-map distance `d`. ADR 0272 captions leftover-map
pair segments with persisted leftover-map reconstruction `R̂`. Click a post marker or a pair button
opens that post. Those ADRs are the normative mathematical, storage, and
display contracts. Leftover-map axis share
(Gabriel inertia of residual SVD axes 1 and 2; ADR 0148) persists to
Expand Down
12 changes: 12 additions & 0 deletions CHANGELOG.d/2.29.0-leftover-map-segment-reconstruction.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,12 @@
## 2.29.0 — Leftover-map reconstruction on graphic-display pair segments

- Caption leftover-map graphic-display pair segments with persisted
leftover-map reconstruction `R̂` (ADR 0272). After `make seed`,
closest and farthest leftover pairs sit above the member list with
the Gabriel biplot of already-named coordinates, leftover-map axis
share when finite, axis ticks that match `ξ (x, y) ζ (x, y)` on the
pair row, pair segments that match `d` on the pair row, and pair
segments that match `R̂` on the pair row; click a post marker or a
pair button opens that post. A missing or non-finite `R̂` omits that
reconstruction caption. Do not invent `R̂` from plotted coordinates.
Never invent a leftover score. Never invent a theta. No new columns.
12 changes: 12 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -8,6 +8,18 @@ All notable changes to this project are documented here. Format follows

### Added

- Period leftover pairs now caption leftover-map graphic-display pair
segments with persisted leftover-map reconstruction `R̂` (ADR 0272 /
v2.29.0). After `make seed`, closest and farthest leftover pairs sit
above the member list with the Gabriel biplot of already-named
coordinates, leftover-map axis share when finite, axis ticks that
match `ξ (x, y) ζ (x, y)` on the pair row, pair segments that match
`d` on the pair row, and pair segments that match `R̂` on the pair
row; click a post marker or a pair button opens that post. A missing
or non-finite `R̂` omits that reconstruction caption. Do not invent
`R̂` from plotted coordinates. Never invent a leftover score or a
theta. No new columns.

- Period leftover pairs now caption leftover-map graphic-display pair
segments with persisted leftover-map distance `d` (ADR 0271 /
v2.28.0). After `make seed`, closest and farthest leftover pairs sit
Expand Down
2 changes: 1 addition & 1 deletion CLAUDE.md
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Expand Up @@ -49,7 +49,7 @@ cutoff. Global Ask optional `knowledge_cutoff` uses the same cover

Create/start endpoint rules (ADR 0017 / 0021), tie-vs-miss similarity
(ADR 0026), R&R catalog ids (ADR 0019 / 0027), leftover pairs
(ADR 0048–0164 / 0182 / 0185 / 0201 / 0233 / 0266 / 0267 / 0268 / 0269 / 0270 / 0271), occupational construct catalog search
(ADR 0048–0164 / 0182 / 0185 / 0201 / 0233 / 0266 / 0267 / 0268 / 0269 / 0270 / 0271 / 0272), occupational construct catalog search
(ADR 0257), the text-channel embedding swap and cosine
clamp (ADR 0190), per-edge channel-score persistence (ADR 0195),
token-backed status notices (ADR 0220),
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6 changes: 4 additions & 2 deletions docs/adr/0048-persist-lsirm-leftover-pairs.md
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Expand Up @@ -14,7 +14,8 @@
[ADR 0268](0268-leftover-map-graphic-display.md) (leftover-map graphic display);
[ADR 0269](0269-leftover-map-axis-share-plot.md) (leftover-map axis share on the graphic display);
[ADR 0270](0270-leftover-map-coordinate-ticks.md) (leftover-map coordinate ticks);
[ADR 0271](0271-leftover-map-segment-distance.md) (leftover-map distance on pair segments)
[ADR 0271](0271-leftover-map-segment-distance.md) (leftover-map distance on pair segments);
[ADR 0272](0272-leftover-map-segment-reconstruction.md) (leftover-map reconstruction on pair segments)

## Context

Expand Down Expand Up @@ -74,7 +75,8 @@ those leftover-map axes with persisted leftover-map axis share; it
adds no columns. ADR 0270 ticks leftover-map axes at persisted `ξ` /
`ζ` coordinates; it adds no columns. ADR 0271 captions leftover-map
pair segments with persisted leftover-map distance `d`; it adds no
columns.
columns. ADR 0272 captions leftover-map pair segments with persisted
leftover-map reconstruction `R̂`; it adds no columns.

Cascade the rows with `report_period_score`. A leftover post must
also be a `report_member_score` row, and the leftover criterion
Expand Down
8 changes: 6 additions & 2 deletions docs/adr/0049-leftover-pair-report-ui.md
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,8 @@
[ADR 0268](0268-leftover-map-graphic-display.md) (leftover-map graphic display);
[ADR 0269](0269-leftover-map-axis-share-plot.md) (leftover-map axis share on the graphic display);
[ADR 0270](0270-leftover-map-coordinate-ticks.md) (leftover-map coordinate ticks);
[ADR 0271](0271-leftover-map-segment-distance.md) (leftover-map distance on pair segments)
[ADR 0271](0271-leftover-map-segment-distance.md) (leftover-map distance on pair segments);
[ADR 0272](0272-leftover-map-segment-reconstruction.md) (leftover-map reconstruction on pair segments)

## Context

Expand Down Expand Up @@ -43,7 +44,8 @@ sits above the pair buttons (ADR 0268); click a post marker to open
that post. Leftover-map axis share captions those leftover-map axes
when finite (ADR 0269). Leftover-map axis ticks name persisted `ξ` /
`ζ` coordinates (ADR 0270). Pair segments name persisted leftover-map
distance `d` (ADR 0271). The pair renders every available finite measurement.
distance `d` (ADR 0271). Pair segments name persisted leftover-map
reconstruction `R̂` (ADR 0272). The pair renders every available finite measurement.
The next action uses the first available value in the priority below; no
amendment hides another badge, rank 0
explicitly names no leftover structure, and unexplained leftover names
Expand Down Expand Up @@ -76,6 +78,8 @@ Leftover-map coordinate ticks are
[ADR 0270](0270-leftover-map-coordinate-ticks.md).
Leftover-map distance on pair segments is
[ADR 0271](0271-leftover-map-segment-distance.md).
Leftover-map reconstruction on pair segments is
[ADR 0272](0272-leftover-map-segment-reconstruction.md).

After `make seed`, closest and farthest leftover pairs sit above the
member list. Click a pair to open that post with the leftover
Expand Down
4 changes: 3 additions & 1 deletion docs/adr/0201-leftover-map-reconstruction.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,9 @@
**Date:** 2026-08-25

**Amended by:** [ADR 0267](0267-leftover-map-coordinates.md)
(leftover-map coordinates ξ, ζ)
(leftover-map coordinates ξ, ζ);
[ADR 0272](0272-leftover-map-segment-reconstruction.md)
(leftover-map reconstruction on graphic-display pair segments)

Amends [ADR 0048](0048-persist-lsirm-leftover-pairs.md),
[ADR 0049](0049-leftover-pair-report-ui.md), and
Expand Down
7 changes: 5 additions & 2 deletions docs/adr/0268-leftover-map-graphic-display.md
Original file line number Diff line number Diff line change
Expand Up @@ -8,7 +8,9 @@
[ADR 0270](0270-leftover-map-coordinate-ticks.md)
(leftover-map coordinate ticks);
[ADR 0271](0271-leftover-map-segment-distance.md)
(leftover-map distance on pair segments)
(leftover-map distance on pair segments);
[ADR 0272](0272-leftover-map-segment-reconstruction.md)
(leftover-map reconstruction on pair segments)

Amends [ADR 0049](0049-leftover-pair-report-ui.md) and
[ADR 0267](0267-leftover-map-coordinates.md). Independent of leftover-map
Expand Down Expand Up @@ -83,7 +85,8 @@ and `ζ`; click a post marker or a pair button opens that post.
Hidden posts stay hidden. Leftover-map axis share captions those
leftover-map axes when finite (ADR 0269). Leftover-map axis ticks name
persisted `ξ` / `ζ` coordinates (ADR 0270). Pair segments name
persisted leftover-map distance `d` (ADR 0271). When coordinates, reconstruction, and
persisted leftover-map distance `d` (ADR 0271). Pair segments name
persisted leftover-map reconstruction `R̂` (ADR 0272). When coordinates, reconstruction, and
distance are all finite, `R̂ = ξ_{1:2} · ζ_{1:2}` and
`d = ‖ξ_{1:2} − ζ_{1:2}‖` remain the same identities already
persisted by ADR 0267.
Expand Down
3 changes: 3 additions & 0 deletions docs/adr/0271-leftover-map-segment-distance.md
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,9 @@
**Decision status:** Accepted
**Date:** 2026-08-29

**Amended by:** [ADR 0272](0272-leftover-map-segment-reconstruction.md)
(leftover-map reconstruction on pair segments)

Amends [ADR 0268](0268-leftover-map-graphic-display.md) and
[ADR 0049](0049-leftover-pair-report-ui.md). Independent of leftover-map
coordinate ticks ([ADR 0270](0270-leftover-map-coordinate-ticks.md)),
Expand Down
118 changes: 118 additions & 0 deletions docs/adr/0272-leftover-map-segment-reconstruction.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,118 @@
# ADR 0272 — Name leftover-map reconstruction on graphic-display pair segments

**Decision status:** Accepted
**Date:** 2026-08-29

Amends [ADR 0268](0268-leftover-map-graphic-display.md) and
[ADR 0049](0049-leftover-pair-report-ui.md). Independent of leftover-map
distance on pair segments ([ADR 0271](0271-leftover-map-segment-distance.md)),
leftover-map coordinate ticks ([ADR 0270](0270-leftover-map-coordinate-ticks.md)),
leftover-map axis share on the graphic display
([ADR 0269](0269-leftover-map-axis-share-plot.md)), leftover-map
explained leftover share ([ADR 0266](0266-leftover-map-explained-share.md)),
leftover-map unexplained leftover share
([ADR 0233](0233-leftover-map-unexplained-share.md)), leftover-map
reconstruction persistence ([ADR 0201](0201-leftover-map-reconstruction.md)),
and leftover-map axis share persistence ([ADR 0148](0148-leftover-map-axis-share.md)).

## Context

ADR 0201 already persists leftover-map reconstruction
`R̂ = ξ_{1:2} · ζ_{1:2}` on leftover pair rows. ADR 0267 already
persists the two-axis coordinates so that identity stays auditable
next to leftover-map distance `d`. ADR 0268 already draws the
connecting segment. ADR 0271 already names persisted `d` on that
segment. The segment still has no leftover-map reconstruction label,
so a buyer who reads `R̂ +0.35` on the pair row cannot match that
inner product to the graphic pair. Hiding `R̂` on the segment lets
leftover residual `R`, leftover-map distance `d`, or leftover-map
location be read as leftover-map reconstruction even after the
coordinates, ticks, and distance are named.

This increment names leftover-map graphic-display pair segments with
persisted leftover-map reconstruction. It does not add columns. It
does not recompute `R̂` from plotted coordinates. It does not persist
leftover-map inner product, cosine, or length as separate columns
(`R̂` already is the two-axis inner product). It does not land Post
quality on the leftover criterion. Leftover-map distance stays
two-axis Euclidean. Do not invent a leftover score. Do not invent a
theta.

The dashboard stack already used neighbouring leftover facts under
other numbers. This protected increment uses **0272** so it does not
collide with leftover-map distance on pair segments (0271),
leftover-map coordinate ticks (0270), leftover-map axis share on the
graphic display (0269), leftover-map graphic display (0268),
leftover-map coordinates (0267 / migration 0245), leftover-map
explained leftover share (0266 / migration 0244), leftover-map
unexplained leftover share (0233 / migration 0233), leftover-map
reconstruction persistence (0201 / migration 0206), leftover-map
cross share (0185), leftover residual disclosure, leftover observed
`Y` / expected `E`, leftover-map rank, two-axis leftover-map distance
persistence, leftover coverage, leftover-map axis share persistence
(0148), leftover interaction-map persistence, occupational construct
catalog search (0265), or the dashboard stacks.

## Decision

On the leftover-map graphic display, caption each closest or farthest
pair segment with the same persisted leftover-map reconstruction
formatter as the pair-row `R̂` badge. A missing or non-finite `R̂`
omits that reconstruction caption and keeps the connecting line and
any leftover-map distance caption. Rank-0 origin cells still name
`R̂ 0.00` when that persisted reconstruction is finite. Do not invent
`R̂` from plotted coordinates or from a pixel inner product. Click a
post marker to open that post. Criterion markers are not post
buttons. The grouping comparison strip (ADR 0149) stays on its
reduced leftover payload and does not gain these reconstruction
captions.

Do not add SQL. Do not edit shipped migrations. Do not persist inner
product, cosine, or length as separate columns. Do not invent a
leftover score. Do not invent a theta.

## Consequences

After `make seed`, closest and farthest leftover pairs sit above the
member list with the leftover-map graphic display of persisted `ξ`
and `ζ`, leftover-map axes name persisted Gabriel inertia share when
finite, leftover-map axis ticks name the same coordinates shown on
the pair row, pair segments name persisted leftover-map distance `d`
and persisted leftover-map reconstruction `R̂`; click a post marker
or a pair button opens that post. Hidden posts stay hidden. Rank-0
unused axes still plot at the origin, still name zero leftover-map
axis share with a `0` tick, still name `d 0.00` when that distance is
persisted, and still name `R̂ 0.00` when that reconstruction is
persisted. When coordinates, reconstruction, and distance are all
finite, `R̂ = ξ_{1:2} · ζ_{1:2}` and `d = ‖ξ_{1:2} − ζ_{1:2}‖`
remain the same identities already persisted by ADR 0267.

## Related

Independent of leftover interaction-map persistence, leftover-criterion
evaluation landing, leftover residual disclosure, leftover observed
`Y` / expected `E`, leftover-map complete-case coverage, leftover-map
axis share persistence, leftover pairs on the grouping comparison
strip, two-axis leftover-map distance persistence, leftover-map rank,
leftover-map inner product, leftover-map cosine, leftover-map length,
leftover-map reconstruction persistence, leftover-map unexplained
leftover, leftover-map cross share, leftover-map unexplained leftover
share, leftover-map explained leftover share, leftover-map coordinate
persistence, leftover-map graphic display, leftover-map axis share on
the graphic display, leftover-map coordinate ticks, and leftover-map
distance on pair segments.

## References

Gabriel, K. R. (1971). The biplot graphic display of matrices with
application to principal component analysis. *Biometrika, 58*(3),
453–467. https://doi.org/10.1093/biomet/58.3.453

Jeon, M., Jin, I. H., Schweinberger, M., & Baugh, S. (2021). Mapping
unobserved item–respondent interactions: A latent space item response
model with interaction map. *Psychometrika, 86*(2), 378–403.
https://doi.org/10.1007/s11336-021-09762-5
(LSIRM interaction `−γ‖ξ_j − ζ_i‖` after main effects
`α_j − β_i`; typically `p = 2` for the interaction map. Gabriel
reconstruction of the leftover cell is the two-axis inner product
`R̂ = ξ_{1:2} · ζ_{1:2}`.)
25 changes: 25 additions & 0 deletions docs/product-technical-gap-baseline.md
Original file line number Diff line number Diff line change
@@ -1,5 +1,30 @@
# Product & Technical Gap Baseline

> Exact-head loop overlay: 2026-08-29 16:20 KST. Protected `main` is
> `fc13acaa20adca11968238e398d4aafcf62b6cee` (v2.23.0 leftover-map
> explained leftover share, #775). Open ready PRs still lack independent
> APPROVE. #782 leftover-map coordinates + graphic + axis share + ticks
> (v2.24.0–v2.27.0 / ADR 0267–0270) is on
> `2a203bf8b75b987ba899a0006a312d81259b9124`. #800 leftover-map distance
> on pair segments (v2.28.0 / ADR 0271) is stacked on that leftover
> branch at `1374a830582c22808c7ec02d4ae4cf2f5da55985`. Auto-merge squash
> remains armed on #782/#780/#774/#772/#771/#770. Independent APPROVE is
> still required for protected main. Drafts remain dirty against `main`.
> #96 stays closed as a weaker duplicate of #91. GitHub writes through
> `gh`/MCP succeed (comment/create-branch/auto-merge). Copilot review is
> not independent APPROVE. Do not self-approve. Do not `gh pr merge`
> stacked leftover PRs onto an unprotected leftover base.
>
> Next buyer increment on this cycle: leftover-map reconstruction `R̂`
> on graphic-display pair segments (ADR 0272 / v2.29.0). Caption each
> closest/farthest segment with persisted leftover-map reconstruction
> so the pair-row `R̂` badge matches the graphic. UI-only; no new
> columns. Missing/non-finite `R̂` omits that reconstruction caption.
> Do not invent `R̂` from plotted coordinates. Do not invent leftover
> scores. Stack onto leftover branch
> `feat/leftover-map-segment-distance-v2280`; leave the PR open for
> independent review.

> Exact-head loop overlay: 2026-08-29 13:20 KST. Protected `main` is
> `fc13acaa20adca11968238e398d4aafcf62b6cee` (v2.23.0 leftover-map
> explained leftover share, #775). Open ready PRs still lack independent
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