OUTPUT of run 17 of at most 60:
```
INTER-HEAD WEIGHT CONNECTIONS
Number of earlier-sender/later-receiver pairs: 2448
Key-side: M_receiver @ S_sender
Query-side: S_sender.T @ M_receiver
M=Q.T@K, S=O@V, with learned diagonal factors included.
Each head matrix uses a common A/B Frobenius denominator.
No attention selection, intervening nonlinear computation, or output is evaluated.

SELECTED CONNECTIONS: B-A, multiplied by 10^6
Columns: digit key-side | digit query-side | letter key-side | broad key-side | order-removed digit key-side
L03H0 -> L14H0:    +3.5618    +0.9168    +0.3455    -0.6549    +0.3087
L02H2 -> L16H3:    +3.2293    +0.8245    -0.0407    -0.3270    +0.2898
L09H1 -> L11H0:    +3.2067    +1.0833    +0.6777    -0.0344    +0.3234
L03H3 -> L14H2:    +3.1555    -2.3084    -0.0668    -0.7747    -0.2727
L01H3 -> L16H3:    +2.9503    +1.7799    +0.0416    -0.2892    +0.2471
L09H3 -> L11H0:    -3.7267    -3.4099    -0.0996    -0.7784    -0.7327
L02H3 -> L14H1:    -2.7972    -2.4189    +0.0778    -0.0933    -0.0712
L03H3 -> L17H1:    -2.0545    -0.2851    +0.3433    -1.3343    -0.4298
L00H1 -> L14H1:    -1.9637    -3.3919    -1.3836    -0.9998    +0.3895
L08H3 -> L11H0:    -1.8981    -0.6740    -0.1884    +0.7155    -0.0429
L00H3 -> L17H2:    +0.1241    -0.1731    +0.1483    +0.1454    -0.0228
L05H0 -> L17H2:    -0.7824    -0.1718    -0.0537    -0.0496    -0.0573
L03H0 -> L17H2:    +0.3187    -0.3274    -0.0395    -0.2182    +0.0213
L16H3 -> L17H2:    +0.1796    -0.1892    -0.0919    +0.0823    +0.0753
L00H3 -> L05H0:    +0.0875    -0.0501    +0.2451    -0.0177    +0.0943
L00H3 -> L16H3:    +0.6857    -0.9640    -0.3059    -0.2542    +0.0577

EXACT MIDPOINT DECOMPOSITION OF THE DIGIT KEY-SIDE CHANGE
Receiver changes and sender changes can reinforce or cancel.
L03H0 -> L14H0: A=+5.7202, B=+9.2820; receiver=+1.6924, sender=+1.8694
L02H2 -> L16H3: A=+13.3495, B=+16.5789; receiver=+0.5728, sender=+2.6566
L09H1 -> L11H0: A=-53.6917, B=-50.4849; receiver=+3.3020, sender=-0.0952
L03H3 -> L14H2: A=-15.6570, B=-12.5014; receiver=+0.4256, sender=+2.7299
L01H3 -> L16H3: A=+39.7581, B=+42.7084; receiver=+0.3778, sender=+2.5725
L09H3 -> L11H0: A=+45.9751, B=+42.2484; receiver=-3.4314, sender=-0.2953
L02H3 -> L14H1: A=+2.0266, B=-0.7706; receiver=-1.2669, sender=-1.5302
L03H3 -> L17H1: A=-20.3044, B=-22.3589; receiver=-1.1541, sender=-0.9004
L00H1 -> L14H1: A=-16.2192, B=-18.1829; receiver=-2.2551, sender=+0.2914
L08H3 -> L11H0: A=+26.6650, B=+24.7669; receiver=-2.2008, sender=+0.3027
L00H3 -> L17H2: A=-5.8028, B=-5.6787; receiver=-0.0820, sender=+0.2062
L05H0 -> L17H2: A=+3.4909, B=+2.7085; receiver=-0.7771, sender=-0.0053
L03H0 -> L17H2: A=+11.3118, B=+11.6305; receiver=+0.3284, sender=-0.0097
L16H3 -> L17H2: A=+4.9867, B=+5.1662; receiver=-0.0033, sender=+0.1829
L00H3 -> L05H0: A=+6.2279, B=+6.3153; receiver=-0.0149, sender=+0.1024
L00H3 -> L16H3: A=-24.9403, B=-24.2546; receiver=-0.0653, sender=+0.7510

POSITION AND RAW-WEIGHT SENSITIVITY
Fixed receiver offsets: [0, 4, 16, 64, 128]
L03H0 -> L14H0: [3.5618 3.4153 3.2045 3.3843 3.8793]; raw offset-zero=+0.6587
L02H2 -> L16H3: [3.2293 2.9355 2.6183 3.1108 2.7027]; raw offset-zero=+1.2077
L09H1 -> L11H0: [3.2067 2.9583 1.9356 2.3627 0.9305]; raw offset-zero=-0.2189
L03H3 -> L14H2: [3.1555 2.2642 2.3809 2.4174 2.3886]; raw offset-zero=+1.8393
L01H3 -> L16H3: [2.9503 3.0235 3.0648 3.0431 2.6576]; raw offset-zero=-0.3939
L09H3 -> L11H0: [-3.7267 -3.0644 -2.4952 -3.0036 -2.0717]; raw offset-zero=+0.8733
L02H3 -> L14H1: [-2.7972 -2.2673 -1.2139  0.8846  0.7842]; raw offset-zero=+0.8879
L03H3 -> L17H1: [-2.0545 -2.4183 -2.0921 -2.45   -2.2168]; raw offset-zero=-0.8065
L00H1 -> L14H1: [-1.9637 -2.3295 -2.5059 -0.7503 -1.4341]; raw offset-zero=+1.5320
L08H3 -> L11H0: [-1.8981 -1.9722 -1.9783 -2.1559 -2.0191]; raw offset-zero=-0.4463
L00H3 -> L17H2: [0.1241 0.1013 0.0357 0.0558 0.0229]; raw offset-zero=-0.6426
L05H0 -> L17H2: [-0.7824 -0.8197 -0.8784 -0.945  -1.0338]; raw offset-zero=-0.8049
L03H0 -> L17H2: [0.3187 0.2802 0.2485 0.2924 0.1813]; raw offset-zero=+1.0537
L16H3 -> L17H2: [0.1796 0.1694 0.1706 0.1865 0.1559]; raw offset-zero=+0.8566
L00H3 -> L05H0: [0.0875 0.0883 0.0669 0.0646 0.068 ]; raw offset-zero=+0.0579
L00H3 -> L16H3: [ 0.6857  0.339  -0.013   0.0032  0.0646]; raw offset-zero=-0.7298

DESCRIPTIVE DIRECTION COUNTS
digits B-positive key connections: 1281 / 2448 ; B-positive query connections: 1171
letters B-positive key connections: 1229 / 2448 ; B-positive query connections: 1221
broad_control B-positive key connections: 1300 / 2448 ; B-positive query connections: 1228
digits_order_removed B-positive key connections: 1248 / 2448 ; B-positive query connections: 1151
Pairs share weights and are not independent observations.
These products establish potential wiring, not an induction circuit or observed copying.

```