OUTPUT of run 20 of at most 60:
```
=== COMPLETE RECEIVER-BRANCH COEFFICIENT CHECK ===
Both gate-mediated and value-mediated signatures include receiver down weights.
Formal source-input and receiver-input slots remain distinct.
No hidden state, gate response, activation, or normalized model output is computed.

=== MLP09 -> MLP10, SOURCE DEGREE 2 ===
Sum of individual receiver-unit difference energies; not the energy of the summed receiving MLP.
Gate/value/cross percentages: [49.6051 47.5754  2.8195]
Source/receiver/cross percentages: [43.0971 56.528   0.3749]
Top output-weighted difference units: [1564, 193, 488, 1363, 1016, 1869, 980, 944, 1230, 900]
Top direction-normalized transmission units: [1366, 724, 485, 447, 1396, 1344, 1018, 1651, 271, 341]

Highlighted receivers:
unit gate_only_rank full_output_rank transmission_rank transmission_gain relative_difference
1363           2047                4              2048          0.005107            0.033722
     gate/value/cross% = [12.1458 69.9022 17.952 ]
     source/receiver/cross% = [18.6836 80.6984  0.618 ]
1564           1978                1              2034          0.019086            0.022786
     gate/value/cross% = [57.1017 32.9949  9.9034]
     source/receiver/cross% = [62.1249 38.6377 -0.7626]
1529           2048               21              2047          0.006909            0.039649
     gate/value/cross% = [ 8.3833 87.8715  3.7452]
     source/receiver/cross% = [19.3032 80.3435  0.3533]

=== MLP09 -> MLP10, SOURCE DEGREE 3 ===
Sum of individual receiver-unit difference energies; not the energy of the summed receiving MLP.
Gate/value/cross percentages: [49.2859 47.2069  3.5072]
Source/receiver/cross percentages: [42.6931 56.9494  0.3574]
Top output-weighted difference units: [1564, 1363, 1869, 900, 193, 488, 1016, 980, 1531, 944]
Top direction-normalized transmission units: [1366, 447, 1651, 724, 485, 1344, 1018, 1396, 1472, 225]

Highlighted receivers:
unit gate_only_rank full_output_rank transmission_rank transmission_gain relative_difference
1363           2048                2              2048          0.005542            0.032853
     gate/value/cross% = [12.9414 64.5147 22.5439]
     source/receiver/cross% = [14.991 83.658  1.351]
1564           1963                1              2033          0.021539            0.022785
     gate/value/cross% = [55.2664 32.9286 11.8049]
     source/receiver/cross% = [63.8643 39.2772 -3.1415]
1529           2047               14              2047          0.007984            0.038879
     gate/value/cross% = [ 8.708  84.7872  6.5048]
     source/receiver/cross% = [17.7098 82.2426  0.0476]

=== MLP13 -> MLP14, SOURCE DEGREE 2 ===
Sum of individual receiver-unit difference energies; not the energy of the summed receiving MLP.
Gate/value/cross percentages: [48.6318 49.5036  1.8646]
Source/receiver/cross percentages: [55.6023 43.4983  0.8994]
Top output-weighted difference units: [1372, 641, 1219, 1767, 1066, 1801, 1333, 72, 818, 392]
Top direction-normalized transmission units: [1219, 1066, 818, 364, 490, 1372, 1261, 1430, 1898, 1023]

Highlighted receivers:
unit gate_only_rank full_output_rank transmission_rank transmission_gain relative_difference
 641           2048                2              2047          0.009117            0.035744
     gate/value/cross% = [20.3062 57.0629 22.6309]
     source/receiver/cross% = [49.8208 51.8891 -1.7099]

=== MLP13 -> MLP14, SOURCE DEGREE 3 ===
Sum of individual receiver-unit difference energies; not the energy of the summed receiving MLP.
Gate/value/cross percentages: [48.6242 48.7856  2.5902]
Source/receiver/cross percentages: [55.2561 43.9031  0.8408]
Top output-weighted difference units: [641, 1372, 1529, 1219, 1767, 1594, 392, 1066, 1333, 1746]
Top direction-normalized transmission units: [1219, 1066, 490, 364, 818, 1430, 1898, 1261, 1875, 214]

Highlighted receivers:
unit gate_only_rank full_output_rank transmission_rank transmission_gain relative_difference
 641           2048                1              2047          0.008778            0.027144
     gate/value/cross% = [24.6442 42.3396 33.0162]
     source/receiver/cross% = [15.9019 83.6431  0.4549]

=== MLP15 -> MLP16, SOURCE DEGREE 2 ===
Sum of individual receiver-unit difference energies; not the energy of the summed receiving MLP.
Gate/value/cross percentages: [50.7439 46.1827  3.0734]
Source/receiver/cross percentages: [66.4698 32.5291  1.0011]
Top output-weighted difference units: [1591, 1593, 287, 407, 332, 1955, 893, 1801, 1875, 1123]
Top direction-normalized transmission units: [1682, 1801, 407, 1593, 888, 332, 1955, 853, 1516, 689]

Highlighted receivers:
unit gate_only_rank full_output_rank transmission_rank transmission_gain relative_difference
1593              4                2                 4          0.365258            0.074231
     gate/value/cross% = [43.5972 28.718  27.6848]
     source/receiver/cross% = [93.5648  4.2101  2.2251]
 893           2048                7              2041          0.012483            0.039175
     gate/value/cross% = [10.36   78.5806 11.0594]
     source/receiver/cross% = [86.6307 16.0455 -2.6762]
1682              1               25                 1          0.539600            0.151557
     gate/value/cross% = [30.4467 31.7504 37.8029]
     source/receiver/cross% = [96.3021  3.249   0.4489]
 888              5               27                 5          0.337013            0.117764
     gate/value/cross% = [39.2751 24.8779 35.847 ]
     source/receiver/cross% = [93.385   3.5288  3.0862]

=== MLP15 -> MLP16, SOURCE DEGREE 3 ===
Sum of individual receiver-unit difference energies; not the energy of the summed receiving MLP.
Gate/value/cross percentages: [50.6705 45.6283  3.7012]
Source/receiver/cross percentages: [68.5578 29.8815  1.5608]
Top output-weighted difference units: [1591, 1593, 287, 407, 204, 1955, 332, 1801, 1875, 893]
Top direction-normalized transmission units: [1682, 1801, 407, 1593, 888, 1955, 332, 853, 689, 1183]

Highlighted receivers:
unit gate_only_rank full_output_rank transmission_rank transmission_gain relative_difference
1593              3                2                 4          0.427501            0.095803
     gate/value/cross% = [42.1414 28.8396 29.0191]
     source/receiver/cross% = [93.8855  2.5533  3.5612]
 893           2048               10              2048          0.009174            0.036344
     gate/value/cross% = [19.6037 77.3426  3.0537]
     source/receiver/cross% = [82.8276 22.3407 -5.1683]
1682              1               20                 1          0.657293            0.199886
     gate/value/cross% = [27.6465 34.0849 38.2686]
     source/receiver/cross% = [92.1888  2.1727  5.6385]
 888              2               22                 5          0.420408            0.159276
     gate/value/cross% = [37.889  25.1803 36.9307]
     source/receiver/cross% = [85.1516  2.7552 12.0931]

=== CROSS-ORDER RECEIVER CONSISTENCY ===
MLP09->MLP10: common top20 output-weighted units=[193, 488, 900, 944, 980, 1001, 1016, 1230, 1317, 1363, 1386, 1460, 1504, 1531, 1564, 1794, 1869]
                         common top20 transmission units=[225, 271, 341, 447, 485, 724, 798, 816, 1018, 1103, 1344, 1366, 1396, 1454, 1472, 1651, 1740, 1975, 2029]
MLP13->MLP14: common top20 output-weighted units=[72, 229, 392, 641, 663, 818, 1066, 1219, 1260, 1286, 1333, 1372, 1529, 1537, 1746, 1767, 1801]
                         common top20 transmission units=[214, 364, 490, 769, 818, 973, 1023, 1066, 1219, 1261, 1372, 1430, 1676, 1875, 1898]
MLP15->MLP16: common top20 output-weighted units=[89, 96, 204, 287, 332, 407, 893, 931, 940, 1058, 1123, 1417, 1446, 1591, 1593, 1801, 1875, 1955]
                         common top20 transmission units=[57, 332, 375, 378, 407, 689, 853, 888, 1123, 1183, 1417, 1516, 1593, 1682, 1801, 1875, 1953, 1955, 2007]

Elapsed seconds: 3.51

Interpretation limits:
These mixed signatures include receiver gate, value, and writing weights,
but omit state-dependent normalization, higher receiver nonlinear terms,
and cancellations between different receiving units.
A high rank is not a measured activation, causal effect, or answer preference.
All operations were contractions of parameter-derived coefficient tensors.

```