OUTPUT of run 10 of at most 60:
```
CATEGORY COVERAGE
letters_ABCD group sizes: [4, 4, 4, 4] example: ['A', 'B', 'C', 'D']
letters_EFGH group sizes: [4, 4, 4, 4] example: ['E', 'F', 'G', 'H']
digits group sizes: [10] example: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
number_words group sizes: [10, 10, 10, 10] example: ['zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight', 'nine']
boolean group sizes: [2, 2, 2, 2, 2, 2, 2, 2] example: ['yes', 'no']
colors group sizes: [8, 8, 8, 8] example: ['red', 'blue', 'green', 'yellow', 'black', 'white', 'purple', 'orange']
countries group sizes: [8, 8, 8, 8] example: ['France', 'Germany', 'Italy', 'Spain', 'China', 'Japan', 'India', 'Brazil']
cities group sizes: [8, 8, 8, 8] example: ['Paris', 'Berlin', 'Rome', 'Madrid', 'Beijing', 'Tokyo', 'Delhi', 'London']
animals group sizes: [8, 8, 8, 8] example: ['cat', 'dog', 'horse', 'cow', 'sheep', 'pig', 'lion', 'tiger']
fruit group sizes: [7, 7, 8, 8] example: ['banana', 'apple', 'orange', 'pear', 'lemon', 'peach', 'mango']
ordinary_verbs group sizes: [8, 8, 8, 8] example: ['take', 'make', 'come', 'get', 'do', 'go', 'say', 'see']
function_words group sizes: [8, 8, 8, 8] example: ['the', 'and', 'of', 'to', 'in', 'a', 'is', 'that']
punctuation group sizes: [8, 8] example: ['.', ',', '?', '!', ';', ':', '(', ')']

CATEGORY-SPECIFIC ENTRY-SIGN-NULL SCORES, B-A
Columns: ['L16H3', 'L17H2', 'L11H1', 'L0H3', 'L1H1', 'L2H0', 'L17H1']
These measure structured matrix coupling, not behavioral evidence by themselves.
letters_ABCD         +0.71    +3.97    +1.22    -0.77    +0.13    -1.69    -0.92
letters_EFGH         +1.76    +0.14    -2.34    +1.41    +0.33    -0.65    +0.40
digits               +7.30    +3.94    +2.59    +2.77    +2.71    -1.40    -2.03
number_words         +2.26    +2.55    -0.71    +1.10    +2.81    +5.61    +3.75
boolean              -1.48    +2.02    -0.92    -0.47    +1.42    -0.32    -0.88
colors               -1.73    -1.46    +0.01    +2.09    -1.02    -1.20    +0.56
countries            +0.86    +2.23    +1.62    -1.41    +0.52    +1.80    -0.18
cities               +0.12    -0.78    +3.45    -1.87    +0.29    -1.42    -0.68
animals              +0.39    -1.47    -0.37    +0.91    -0.61    -2.05    -2.50
fruit                -2.59    +2.08    -0.49    +1.71    -1.30    -0.85    -3.50
ordinary_verbs       -1.81    +0.44    +0.54    -0.32    +1.38    -0.15    +0.45
function_words       +0.45    +1.03    -1.13    +1.08    +0.63    +1.05    -0.21
punctuation          -1.63    -1.62    +1.66    +1.43    -0.33    +0.25    -1.99

PRIMARY CANDIDATES: BASELINE SIGN AND RAW-WEIGHT CONTROL
A/B values and differences multiplied by 10^4; positive baseline means
positive coupling to the centered identity template, not a prediction.

L16 H3
letters_ABCD      A=  +12.472 B=  +12.500 delta= +0.0285 sign-null= +0.71; raw sign-null= +0.20
letters_EFGH      A=   +5.025 B=   +5.092 delta= +0.0676 sign-null= +1.76; raw sign-null= -0.22
digits            A=   +3.365 B=   +3.711 delta= +0.3458 sign-null= +7.30; raw sign-null= +6.11
number_words      A=   +6.731 B=   +6.824 delta= +0.0930 sign-null= +2.26; raw sign-null= +3.89
boolean           A=   +0.906 B=   +0.854 delta= -0.0519 sign-null= -1.48; raw sign-null= -0.84
colors            A=   +3.738 B=   +3.676 delta= -0.0619 sign-null= -1.73; raw sign-null= -1.18
countries         A=   +2.447 B=   +2.475 delta= +0.0280 sign-null= +0.86; raw sign-null= +0.15
cities            A=   +6.414 B=   +6.418 delta= +0.0038 sign-null= +0.12; raw sign-null= -1.76
animals           A=   +7.779 B=   +7.791 delta= +0.0126 sign-null= +0.39; raw sign-null= +1.04
fruit             A=   +3.026 B=   +2.936 delta= -0.0895 sign-null= -2.59; raw sign-null= -0.24
ordinary_verbs    A=  +13.024 B=  +12.957 delta= -0.0676 sign-null= -1.81; raw sign-null= -1.10
function_words    A=   -6.141 B=   -6.123 delta= +0.0178 sign-null= +0.45; raw sign-null= -0.86
punctuation       A=  -22.159 B=  -22.224 delta= -0.0647 sign-null= -1.63; raw sign-null= -1.30

L17 H2
letters_ABCD      A=   +1.052 B=   +1.135 delta= +0.0827 sign-null= +3.97; raw sign-null= +1.71
letters_EFGH      A=   +0.473 B=   +0.476 delta= +0.0031 sign-null= +0.14; raw sign-null= +0.23
digits            A=   +3.401 B=   +3.500 delta= +0.0990 sign-null= +3.94; raw sign-null= +1.61
number_words      A=   -1.340 B=   -1.291 delta= +0.0491 sign-null= +2.55; raw sign-null= +0.07
boolean           A=   +0.103 B=   +0.140 delta= +0.0370 sign-null= +2.02; raw sign-null= -0.21
colors            A=  -11.971 B=  -12.006 delta= -0.0347 sign-null= -1.46; raw sign-null= +1.21
countries         A=  -22.074 B=  -22.022 delta= +0.0515 sign-null= +2.23; raw sign-null= +0.93
cities            A=  -25.475 B=  -25.493 delta= -0.0184 sign-null= -0.78; raw sign-null= -0.42
animals           A=  -18.576 B=  -18.611 delta= -0.0352 sign-null= -1.47; raw sign-null= -0.37
fruit             A=  -16.948 B=  -16.898 delta= +0.0492 sign-null= +2.08; raw sign-null= -0.38
ordinary_verbs    A=   +2.333 B=   +2.342 delta= +0.0085 sign-null= +0.44; raw sign-null= +1.78
function_words    A=   +0.088 B=   +0.105 delta= +0.0171 sign-null= +1.03; raw sign-null= +1.12
punctuation       A=   -0.380 B=   -0.406 delta= -0.0263 sign-null= -1.62; raw sign-null= +1.65

COMPLETE SMALL WEIGHT-COUPLING MATRICES
Rows = output-weight identities; columns = input-weight identities.
Both sides are centered within the displayed group.

L16 H3, identities: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
1e6-scaled B-A matrix:
 [[11.5949  2.2105  3.6259 -2.7955 -0.6597 -2.2632 -2.611  -3.1154 -0.6152 -5.3711]
 [-2.6566  1.5801 -2.055  -0.7962 -1.4039 -0.6302 -0.0041  0.9969  2.457   2.5121]
 [ 2.5749  3.2248  0.8646  0.8623 -0.3165 -0.615  -2.3557 -2.8829 -0.7    -0.6568]
 [ 1.3616  1.0959  0.4177 -2.1269 -1.4776 -0.4141  0.4373 -0.4658 -0.201   1.373 ]
 [-0.7839 -0.4032  1.954   1.2854 -0.073  -0.4793 -0.7538 -0.041  -0.3624 -0.3429]
 [-2.6571 -2.6768 -0.0338  0.4186  0.8187  1.1387  1.2336  0.9109  0.269   0.5782]
 [ 0.3913  0.4117  0.3388  0.4435 -0.9216 -1.1707 -0.0198 -0.0734 -0.7484  1.3485]
 [-2.5375 -2.6758 -1.3356  0.7098  0.9433  0.8205  1.4101  1.5073  0.6748  0.4831]
 [-5.8933 -2.4697 -3.2222  2.4733  2.8386  2.9704  1.2497  2.4451 -0.0404 -0.3516]
 [-1.3943 -0.2976 -0.5544 -0.4743  0.2516  0.6429  1.4136  0.7183 -0.7333  0.4276]]
A diagonal: [  6.2296  25.8834  -2.1124 -16.9512  60.9063  22.3309 -14.6173  -4.6296 -20.3307  87.8429]
B diagonal: [ 17.8245  27.4635  -1.2478 -19.078   60.8334  23.4696 -14.6371  -3.1223 -20.3711  88.2705]
B-A diagonal: [11.5949  1.5801  0.8646 -2.1269 -0.073   1.1387 -0.0198  1.5073 -0.0404  0.4276]
Positive diagonal changes: 6 / 10
Mean diagonal B-A: 1.4853074790967224
Mean off-diagonal B-A: -0.16503427914402874

L17 H2, identities: ['A', 'B', 'C', 'D']
1e6-scaled B-A matrix:
 [[ 2.3422  0.1878 -1.2751 -1.2549]
 [-1.1057  0.0665  1.2297 -0.1906]
 [ 0.1188  0.0844  0.1879 -0.3911]
 [-1.3553 -0.3387 -0.1425  1.8366]]
A diagonal: [-40.3527   3.854   41.5271 -24.0274]
B diagonal: [-38.0105   3.9205  41.715  -22.1907]
B-A diagonal: [2.3422 0.0665 0.1879 1.8366]
Positive diagonal changes: 4 / 4
Mean diagonal B-A: 1.1083062381078115
Mean off-diagonal B-A: -0.3694391386652547

L17 H2, identities: [' A', ' B', ' C', ' D']
1e6-scaled B-A matrix:
 [[ 1.3741  0.1444 -0.9106 -0.6079]
 [-0.2238  0.1133  0.9302 -0.8197]
 [ 0.0689  0.0204  0.308  -0.3975]
 [-1.2193 -0.2782 -0.3277  1.8252]]
A diagonal: [ -5.0826   2.3377  21.0208 -41.7021]
B diagonal: [ -3.7085   2.451   21.3288 -39.8769]
B-A diagonal: [1.3741 0.1133 0.308  1.8252]
Positive diagonal changes: 4 / 4
Mean diagonal B-A: 0.9051475822377877
Mean off-diagonal B-A: -0.30172607653085287

L17 H2, identities: ['yes', 'no', 'true', 'false']
1e6-scaled B-A matrix:
 [[ 0.6902 -1.0459  0.07    0.2858]
 [ 0.9796  1.2664 -1.5295 -0.7165]
 [-1.0209  1.1279  0.4023 -0.5093]
 [-0.6489 -1.3483  1.0572  0.94  ]]
A diagonal: [ 93.57   -73.5748  12.8407 -51.1341]
B diagonal: [ 94.2602 -72.3084  13.2431 -50.1941]
B-A diagonal: [0.6902 1.2664 0.4023 0.94  ]
Positive diagonal changes: 4 / 4
Mean diagonal B-A: 0.8247194772177728
Mean off-diagonal B-A: -0.27489837648375465

```