OUTPUT of run 7 of at most 60:
```
Leading-8-dimensional residual subspaces of parameter differences.
Writers: attention OV products and MLP down projections.
Readers: attention Q/K projections and combined MLP gate/up projections.
Links are restricted to downstream components at most two layers away.
They represent static compatibility, not demonstrated signal propagation.

=== TOP 20 GAIN-FOLDED LINKS BY OVERLAP ABOVE COORDINATE BASELINE ===
source -> target | folded_overlap baseline excess | raw_overlap raw_excess
L08:attention:H3     -> L09:query:H0       | 0.01484 0.00423 +0.01061 | 0.04039 +0.02730
L08:attention:H2     -> L09:query:H0       | 0.01312 0.00412 +0.00900 | 0.04198 +0.02895
L08:attention:H2     -> L09:query:H2       | 0.01264 0.00370 +0.00893 | 0.03523 +0.02207
L08:attention:H1     -> L09:query:H0       | 0.01239 0.00396 +0.00843 | 0.03740 +0.02406
L08:attention:H1     -> L09:query:H2       | 0.01155 0.00354 +0.00801 | 0.03443 +0.02091
L08:attention:H2     -> L09:query:H1       | 0.01169 0.00372 +0.00797 | 0.03190 +0.01919
L08:attention:H3     -> L09:query:H1       | 0.01173 0.00384 +0.00789 | 0.03020 +0.01738
L08:attention:H3     -> L09:query:H2       | 0.01152 0.00379 +0.00774 | 0.03399 +0.02064
L08:mlp              -> L09:query:H0       | 0.01059 0.00291 +0.00768 | 0.04745 +0.03510
L08:attention:H3     -> L09:query:H3       | 0.01128 0.00371 +0.00757 | 0.03165 +0.01834
L07:mlp              -> L09:query:H0       | 0.01044 0.00308 +0.00737 | 0.04508 +0.03286
L08:attention:H1     -> L09:query:H3       | 0.01064 0.00346 +0.00718 | 0.03151 +0.01814
L08:mlp              -> L09:query:H1       | 0.00993 0.00280 +0.00713 | 0.04028 +0.02793
L07:mlp              -> L09:query:H1       | 0.01007 0.00296 +0.00711 | 0.04041 +0.02802
L08:attention:H2     -> L08:mlp            | 0.01003 0.00332 +0.00671 | 0.04113 +0.02859
L08:attention:H0     -> L09:query:H1       | 0.01017 0.00350 +0.00667 | 0.02972 +0.01660
L08:attention:H2     -> L09:query:H3       | 0.01013 0.00356 +0.00657 | 0.03432 +0.02131
L08:attention:H1     -> L09:query:H1       | 0.01018 0.00361 +0.00657 | 0.02810 +0.01529
L08:attention:H0     -> L09:query:H2       | 0.00986 0.00341 +0.00645 | 0.03017 +0.01642
L08:attention:H1     -> L08:mlp            | 0.00963 0.00319 +0.00645 | 0.03602 +0.02362

=== TOP 12 RAW LINKS BY EXCESS, WITH FOLDED CHECK ===
L10:attention:H0     -> L10:mlp            | raw=0.08120, raw_excess=+0.06844, folded=0.00248, folded_excess=+0.00194
L10:attention:H0     -> L11:mlp            | raw=0.06701, raw_excess=+0.05448, folded=0.00084, folded_excess=+0.00061
L10:attention:H0     -> L11:query:H2       | raw=0.06669, raw_excess=+0.05422, folded=0.00211, folded_excess=+0.00153
L15:mlp              -> L17:mlp            | raw=0.06599, raw_excess=+0.05342, folded=0.00064, folded_excess=+0.00051
L12:attention:H0     -> L12:mlp            | raw=0.06328, raw_excess=+0.05094, folded=0.00054, folded_excess=+0.00046
L16:attention:H1     -> L17:mlp            | raw=0.06155, raw_excess=+0.04887, folded=0.00076, folded_excess=+0.00055
L12:attention:H0     -> L13:mlp            | raw=0.06032, raw_excess=+0.04778, folded=0.00039, folded_excess=+0.00031
L14:mlp              -> L16:key            | raw=0.05913, raw_excess=+0.04680, folded=0.00110, folded_excess=+0.00088
L08:mlp              -> L09:mlp            | raw=0.05959, raw_excess=+0.04679, folded=0.00519, folded_excess=+0.00378
L14:mlp              -> L16:mlp            | raw=0.05913, raw_excess=+0.04657, folded=0.00051, folded_excess=+0.00040
L09:mlp              -> L10:mlp            | raw=0.05834, raw_excess=+0.04571, folded=0.00226, folded_excess=+0.00172
L16:attention:H1     -> L17:query:H3       | raw=0.05619, raw_excess=+0.04412, folded=0.00099, folded_excess=+0.00074

=== PREDECLARED CANDIDATE CONNECTIONS ===
L10:mlp -> L11:key: folded=0.00070, baseline=0.00038, excess=+0.00032; raw=0.03755, raw_excess=+0.02496
L10:mlp -> L11:query:H0: folded=0.00081, baseline=0.00034, excess=+0.00047; raw=0.03070, raw_excess=+0.01819
L10:mlp -> L11:query:H1: folded=0.00100, baseline=0.00035, excess=+0.00065; raw=0.04130, raw_excess=+0.02874
L04:attention:H0 -> L04:mlp: folded=0.00262, baseline=0.00199, excess=+0.00063; raw=0.01840, raw_excess=+0.00599
L04:attention:H1 -> L04:mlp: folded=0.00292, baseline=0.00167, excess=+0.00125; raw=0.02563, raw_excess=+0.01334
L04:attention:H2 -> L04:mlp: folded=0.00229, baseline=0.00188, excess=+0.00041; raw=0.01990, raw_excess=+0.00751
L11:attention:H1 -> L12:mlp: folded=0.00008, baseline=0.00006, excess=+0.00002; raw=0.01487, raw_excess=+0.00265
L11:attention:H0 -> L12:query:H2: folded=0.00014, baseline=0.00006, excess=+0.00008; raw=0.02547, raw_excess=+0.01311

=== SELECTED SUBSPACE ENERGY CAPTURE AND COORDINATE CONCENTRATION ===
writer L10:mlp             : raw_top8_energy=34.25887%, folded_top8_energy=46.50090%, raw_max_coordinate_leverage=0.06798, folded_max_coordinate_leverage=0.91566
writer L17:mlp             : raw_top8_energy=48.21721%, folded_top8_energy=47.86348%, raw_max_coordinate_leverage=0.02950, folded_max_coordinate_leverage=0.36878
writer L04:attention:H1    : raw_top8_energy=40.83391%, folded_top8_energy=92.61187%, raw_max_coordinate_leverage=0.05543, folded_max_coordinate_leverage=0.99113
writer L11:attention:H1    : raw_top8_energy=38.92604%, folded_top8_energy=57.70821%, raw_max_coordinate_leverage=0.52385, folded_max_coordinate_leverage=0.18423
reader L11:key             : raw_top8_energy=56.69082%, folded_top8_energy=75.21233%, raw_max_coordinate_leverage=0.03913, folded_max_coordinate_leverage=0.51518
reader L12:query:H2        : raw_top8_energy=71.21401%, folded_top8_energy=85.03132%, raw_max_coordinate_leverage=0.03801, folded_max_coordinate_leverage=0.49621
reader L04:mlp             : raw_top8_energy=30.95521%, folded_top8_energy=35.68097%, raw_max_coordinate_leverage=0.03061, folded_max_coordinate_leverage=0.20026

Top-20 raw/folded excess-link overlap: 0
The coordinate baseline is an algebraic control, not a significance p-value.
Elapsed seconds: 9.19

```