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NETWORK V4 — Adaptive Neurogenesis
Trigger: 60-second mean residual > 0.15
Run: until first birth + 5 minutes of observation
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Generating 7200000 steps of source signals (2 hours)...
Signal generation: 5.0s
Running 7200000 steps (7200s)...
Neurogenesis trigger: 60s mean residual > 0.15
Will run full duration to observe multiple birth cycles.

  t=0s | R=0.0Hz | P=0.0Hz | W_in=0.09786 | res=0.000 | 60s_mean=0.000 | neurons=24 | wall=0s
  t=60s | R=2.6Hz | P=0.2Hz | W_in=0.09885 | res=0.051 | 60s_mean=0.075 | neurons=24 | wall=6s
  t=120s | R=2.9Hz | P=0.7Hz | W_in=0.09888 | res=0.055 | 60s_mean=0.098 | neurons=24 | wall=12s
  t=180s | R=3.0Hz | P=0.8Hz | W_in=0.09888 | res=0.060 | 60s_mean=0.130 | neurons=24 | wall=18s
  t=240s | R=3.1Hz | P=0.8Hz | W_in=0.09888 | res=0.057 | 60s_mean=0.133 | neurons=24 | wall=23s
  t=300s | R=2.9Hz | P=0.9Hz | W_in=0.09888 | res=0.052 | 60s_mean=0.130 | neurons=24 | wall=29s
  t=360s | R=2.6Hz | P=1.1Hz | W_in=0.09888 | res=0.054 | 60s_mean=0.134 | neurons=24 | wall=35s
  t=420s | R=2.1Hz | P=1.2Hz | W_in=0.09891 | res=0.054 | 60s_mean=0.148 | neurons=24 | wall=41s

  [NEUROGENESIS TRIGGER] t=426.6s
    60s mean residual: 0.1500 (threshold: 0.15)
    Instantaneous residual: 1.0000
    Most missed input components: [1, 19, 17]
    Missed magnitudes: ['1.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [3, 4, 8, 12, 14, 15, 17]
    Their rates: ['2.7', '21.1', '16.8', '4.1', '3.9', '6.9', '2.5']
    Total excitatory neurons before birth: 24

  [NEURON BORN] Index: 24
    Strongest initial input connections: receptors [13, 1, 12]
    Initial weights to those: [0.13105197156597975, 0.13002719120925266, 0.1276648435888716]
    Recurrent connections received: 5
    Recurrent connections sent: 2
    Total excitatory neurons now: 25
    Watching what it becomes...

  Birth #1 at t=426.6s
  t=480s | R=1.9Hz | P=0.9Hz | W_in=0.09895 | res=0.050 | 60s_mean=0.168 | neurons=25 | wall=47s
  t=540s | R=1.9Hz | P=1.0Hz | W_in=0.09895 | res=0.055 | 60s_mean=0.192 | neurons=25 | wall=53s
  t=600s | R=1.8Hz | P=0.8Hz | W_in=0.09895 | res=0.045 | 60s_mean=0.234 | neurons=25 | wall=60s
  t=660s | R=2.3Hz | P=1.2Hz | W_in=0.09895 | res=0.063 | 60s_mean=0.279 | neurons=25 | wall=66s
  t=720s | R=2.5Hz | P=1.3Hz | W_in=0.09895 | res=0.071 | 60s_mean=0.299 | neurons=25 | wall=72s

  [NEUROGENESIS TRIGGER] t=726.6s
    60s mean residual: 0.3021 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [3, 4, 8, 12, 14, 15, 17, 24]
    Their rates: ['3.0', '21.0', '16.6', '6.2', '4.0', '9.7', '6.3', '1.4']
    Total excitatory neurons before birth: 25

  [NEURON BORN] Index: 25
    Strongest initial input connections: receptors [17, 0, 11]
    Initial weights to those: [0.13103025552734665, 0.11875339351098718, 0.11513349987400463]
    Recurrent connections received: 6
    Recurrent connections sent: 4
    Total excitatory neurons now: 26
    Watching what it becomes...

  Birth #2 at t=726.6s
  t=780s | R=2.5Hz | P=1.3Hz | W_in=0.09850 | res=0.066 | 60s_mean=0.308 | neurons=26 | wall=78s
  t=840s | R=2.9Hz | P=1.5Hz | W_in=0.09850 | res=0.087 | 60s_mean=0.312 | neurons=26 | wall=84s
  t=900s | R=3.0Hz | P=1.6Hz | W_in=0.09850 | res=0.103 | 60s_mean=0.308 | neurons=26 | wall=90s
  t=960s | R=3.1Hz | P=1.6Hz | W_in=0.09850 | res=0.091 | 60s_mean=0.318 | neurons=26 | wall=96s
  t=1020s | R=3.0Hz | P=1.7Hz | W_in=0.09850 | res=0.129 | 60s_mean=0.326 | neurons=26 | wall=102s

  [NEUROGENESIS TRIGGER] t=1026.6s
    60s mean residual: 0.3260 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [3, 4, 8, 9, 12, 14, 15, 17, 24]
    Their rates: ['3.2', '19.9', '16.4', '1.5', '7.2', '4.1', '11.0', '8.5', '2.1']
    Total excitatory neurons before birth: 26

  [NEURON BORN] Index: 26
    Strongest initial input connections: receptors [4, 0, 12]
    Initial weights to those: [0.1492807957270445, 0.14369072881309536, 0.14276684024542213]
    Recurrent connections received: 4
    Recurrent connections sent: 5
    Total excitatory neurons now: 27
    Watching what it becomes...

  Birth #3 at t=1026.6s
  t=1080s | R=2.6Hz | P=1.8Hz | W_in=0.09829 | res=0.141 | 60s_mean=0.337 | neurons=27 | wall=108s
  t=1140s | R=2.0Hz | P=1.4Hz | W_in=0.09832 | res=0.143 | 60s_mean=0.341 | neurons=27 | wall=115s
  t=1200s | R=1.8Hz | P=1.2Hz | W_in=0.09832 | res=0.110 | 60s_mean=0.341 | neurons=27 | wall=121s
  t=1260s | R=1.8Hz | P=1.4Hz | W_in=0.09833 | res=0.123 | 60s_mean=0.358 | neurons=27 | wall=126s
  t=1320s | R=1.8Hz | P=1.3Hz | W_in=0.09836 | res=0.120 | 60s_mean=0.364 | neurons=27 | wall=132s

  [NEUROGENESIS TRIGGER] t=1326.6s
    60s mean residual: 0.3672 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24]
    Their rates: ['1.2', '3.3', '19.5', '16.3', '2.1', '7.7', '4.2', '11.7', '9.7', '2.5']
    Total excitatory neurons before birth: 27

  [NEURON BORN] Index: 27
    Strongest initial input connections: receptors [12, 3, 19]
    Initial weights to those: [0.14997653369143438, 0.14370514306705068, 0.1429632187724224]
    Recurrent connections received: 6
    Recurrent connections sent: 4
    Total excitatory neurons now: 28
    Watching what it becomes...

  Birth #4 at t=1326.6s
  t=1380s | R=2.1Hz | P=1.6Hz | W_in=0.09844 | res=0.148 | 60s_mean=0.366 | neurons=28 | wall=138s
  t=1440s | R=2.5Hz | P=1.6Hz | W_in=0.09846 | res=0.157 | 60s_mean=0.368 | neurons=28 | wall=144s
  t=1500s | R=2.6Hz | P=1.7Hz | W_in=0.09848 | res=0.168 | 60s_mean=0.375 | neurons=28 | wall=150s
  t=1560s | R=2.8Hz | P=1.9Hz | W_in=0.09852 | res=0.178 | 60s_mean=0.387 | neurons=28 | wall=156s
  t=1620s | R=3.0Hz | P=2.2Hz | W_in=0.09856 | res=0.248 | 60s_mean=0.414 | neurons=28 | wall=162s

  [NEUROGENESIS TRIGGER] t=1626.6s
    60s mean residual: 0.4166 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24]
    Their rates: ['1.7', '3.4', '19.2', '16.2', '2.5', '8.0', '4.4', '12.1', '10.4', '2.7']
    Total excitatory neurons before birth: 28

  [NEURON BORN] Index: 28
    Strongest initial input connections: receptors [14, 4, 13]
    Initial weights to those: [0.14950094173238104, 0.14488737571491253, 0.13981200805010946]
    Recurrent connections received: 9
    Recurrent connections sent: 6
    Total excitatory neurons now: 29
    Watching what it becomes...

  Birth #5 at t=1626.6s
  t=1680s | R=3.1Hz | P=1.9Hz | W_in=0.09859 | res=0.194 | 60s_mean=0.445 | neurons=29 | wall=168s
  t=1740s | R=3.0Hz | P=2.0Hz | W_in=0.09859 | res=0.295 | 60s_mean=0.462 | neurons=29 | wall=174s
  t=1800s | R=2.5Hz | P=1.9Hz | W_in=0.09859 | res=0.279 | 60s_mean=0.486 | neurons=29 | wall=180s
  t=1860s | R=2.2Hz | P=1.9Hz | W_in=0.09859 | res=0.314 | 60s_mean=0.538 | neurons=29 | wall=187s
  t=1920s | R=1.9Hz | P=1.8Hz | W_in=0.09859 | res=0.319 | 60s_mean=0.564 | neurons=29 | wall=193s

  [NEUROGENESIS TRIGGER] t=1926.6s
    60s mean residual: 0.5674 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 27]
    Their rates: ['2.0', '3.4', '19.1', '16.1', '2.7', '8.2', '5.2', '12.4', '11.0', '2.9', '1.2']
    Total excitatory neurons before birth: 29

  [NEURON BORN] Index: 29
    Strongest initial input connections: receptors [10, 8, 18]
    Initial weights to those: [0.14745904132511056, 0.14319443692299963, 0.14314619293088893]
    Recurrent connections received: 5
    Recurrent connections sent: 5
    Total excitatory neurons now: 30
    Watching what it becomes...

  Birth #6 at t=1926.6s
  t=1980s | R=1.8Hz | P=1.6Hz | W_in=0.09864 | res=0.273 | 60s_mean=0.586 | neurons=30 | wall=199s
  t=2040s | R=1.6Hz | P=1.4Hz | W_in=0.09864 | res=0.208 | 60s_mean=0.589 | neurons=30 | wall=205s
  t=2100s | R=2.0Hz | P=1.8Hz | W_in=0.09864 | res=0.326 | 60s_mean=0.600 | neurons=30 | wall=212s
  t=2160s | R=2.3Hz | P=1.6Hz | W_in=0.09864 | res=0.247 | 60s_mean=0.592 | neurons=30 | wall=219s
  t=2220s | R=2.4Hz | P=1.6Hz | W_in=0.09864 | res=0.264 | 60s_mean=0.619 | neurons=30 | wall=226s

  [NEUROGENESIS TRIGGER] t=2226.6s
    60s mean residual: 0.6289 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 27]
    Their rates: ['2.3', '3.5', '19.0', '16.0', '2.9', '8.4', '5.9', '12.6', '11.4', '3.0', '1.7']
    Total excitatory neurons before birth: 30

  [NEURON BORN] Index: 30
    Strongest initial input connections: receptors [3, 4, 12]
    Initial weights to those: [0.14403514125381806, 0.14370627248797013, 0.13366407464065444]
    Recurrent connections received: 4
    Recurrent connections sent: 8
    Total excitatory neurons now: 31
    Watching what it becomes...

  Birth #7 at t=2226.6s
  t=2280s | R=2.9Hz | P=1.7Hz | W_in=0.09846 | res=0.376 | 60s_mean=0.639 | neurons=31 | wall=233s
  t=2340s | R=2.9Hz | P=1.9Hz | W_in=0.09846 | res=0.398 | 60s_mean=0.635 | neurons=31 | wall=240s
  t=2400s | R=3.0Hz | P=1.8Hz | W_in=0.09846 | res=0.300 | 60s_mean=0.653 | neurons=31 | wall=246s
  t=2460s | R=3.1Hz | P=2.1Hz | W_in=0.09846 | res=0.506 | 60s_mean=0.660 | neurons=31 | wall=252s
  t=2520s | R=2.6Hz | P=1.9Hz | W_in=0.09846 | res=0.476 | 60s_mean=0.676 | neurons=31 | wall=258s

  [NEUROGENESIS TRIGGER] t=2526.6s
    60s mean residual: 0.6772 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 27]
    Their rates: ['2.4', '3.5', '19.0', '15.9', '3.1', '8.5', '6.4', '12.8', '11.6', '3.1', '2.1']
    Total excitatory neurons before birth: 31

  [NEURON BORN] Index: 31
    Strongest initial input connections: receptors [12, 14, 10]
    Initial weights to those: [0.1459596262059495, 0.14318242907953155, 0.14021496684090012]
    Recurrent connections received: 3
    Recurrent connections sent: 2
    Total excitatory neurons now: 32
    Watching what it becomes...

  Birth #8 at t=2526.6s
  t=2580s | R=2.2Hz | P=1.9Hz | W_in=0.09851 | res=0.501 | 60s_mean=0.656 | neurons=32 | wall=264s
  t=2640s | R=1.9Hz | P=2.0Hz | W_in=0.09851 | res=0.595 | 60s_mean=0.677 | neurons=32 | wall=271s
  t=2700s | R=1.8Hz | P=1.8Hz | W_in=0.09851 | res=0.449 | 60s_mean=0.672 | neurons=32 | wall=279s
  t=2760s | R=1.8Hz | P=1.7Hz | W_in=0.09851 | res=0.471 | 60s_mean=0.670 | neurons=32 | wall=286s
  t=2820s | R=2.1Hz | P=1.7Hz | W_in=0.09851 | res=0.425 | 60s_mean=0.687 | neurons=32 | wall=292s

  [NEUROGENESIS TRIGGER] t=2826.6s
    60s mean residual: 0.6854 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27]
    Their rates: ['2.6', '3.5', '19.0', '15.8', '3.2', '8.6', '6.9', '12.9', '11.9', '3.2', '1.1', '2.4']
    Total excitatory neurons before birth: 32

  [NEURON BORN] Index: 32
    Strongest initial input connections: receptors [7, 0, 19]
    Initial weights to those: [0.14908724780022045, 0.147199434270177, 0.1392904995362683]
    Recurrent connections received: 7
    Recurrent connections sent: 8
    Total excitatory neurons now: 33
    Watching what it becomes...

  Birth #9 at t=2826.6s
  t=2880s | R=2.1Hz | P=1.3Hz | W_in=0.09855 | res=0.297 | 60s_mean=0.684 | neurons=33 | wall=298s
  t=2940s | R=2.5Hz | P=1.5Hz | W_in=0.09855 | res=0.369 | 60s_mean=0.683 | neurons=33 | wall=306s
  t=3000s | R=2.9Hz | P=1.7Hz | W_in=0.09855 | res=0.396 | 60s_mean=0.682 | neurons=33 | wall=314s
  t=3060s | R=2.8Hz | P=2.0Hz | W_in=0.09855 | res=0.487 | 60s_mean=0.675 | neurons=33 | wall=322s
  t=3120s | R=3.0Hz | P=1.9Hz | W_in=0.09855 | res=0.409 | 60s_mean=0.674 | neurons=33 | wall=330s

  [NEUROGENESIS TRIGGER] t=3126.6s
    60s mean residual: 0.6745 (threshold: 0.15)
    Instantaneous residual: 1.0000
    Most missed input components: [4, 19, 17]
    Missed magnitudes: ['1.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27]
    Their rates: ['2.7', '3.6', '19.1', '15.8', '3.3', '8.7', '7.3', '13.0', '12.0', '3.2', '1.3', '2.7']
    Total excitatory neurons before birth: 33

  [NEURON BORN] Index: 33
    Strongest initial input connections: receptors [1, 0, 10]
    Initial weights to those: [0.1480757467908352, 0.14558605341889252, 0.1326410549972709]
    Recurrent connections received: 6
    Recurrent connections sent: 10
    Total excitatory neurons now: 34
    Watching what it becomes...

  Birth #10 at t=3126.6s
  t=3180s | R=3.1Hz | P=2.1Hz | W_in=0.09859 | res=0.596 | 60s_mean=0.680 | neurons=34 | wall=339s
  t=3240s | R=3.0Hz | P=2.0Hz | W_in=0.09859 | res=0.506 | 60s_mean=0.676 | neurons=34 | wall=347s
  t=3300s | R=2.4Hz | P=2.0Hz | W_in=0.09859 | res=0.513 | 60s_mean=0.666 | neurons=34 | wall=355s
  t=3360s | R=2.0Hz | P=2.3Hz | W_in=0.09859 | res=0.644 | 60s_mean=0.672 | neurons=34 | wall=363s
  t=3420s | R=1.7Hz | P=1.6Hz | W_in=0.09859 | res=0.363 | 60s_mean=0.698 | neurons=34 | wall=372s

  [NEUROGENESIS TRIGGER] t=3426.6s
    60s mean residual: 0.7077 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27]
    Their rates: ['2.8', '3.6', '19.1', '15.7', '3.3', '8.7', '7.6', '13.1', '12.2', '3.3', '1.5', '3.0']
    Total excitatory neurons before birth: 34

  [NEURON BORN] Index: 34
    Strongest initial input connections: receptors [1, 9, 14]
    Initial weights to those: [0.14866259175249644, 0.1457693408015423, 0.14133811065621013]
    Recurrent connections received: 7
    Recurrent connections sent: 6
    Total excitatory neurons now: 35
    Watching what it becomes...

  Birth #11 at t=3426.6s
  t=3480s | R=1.9Hz | P=1.7Hz | W_in=0.09850 | res=0.562 | 60s_mean=0.733 | neurons=35 | wall=380s
  t=3540s | R=2.1Hz | P=1.9Hz | W_in=0.09850 | res=0.532 | 60s_mean=0.746 | neurons=35 | wall=388s
  t=3600s | R=2.1Hz | P=1.5Hz | W_in=0.09851 | res=0.397 | 60s_mean=0.753 | neurons=35 | wall=395s
  t=3660s | R=2.5Hz | P=1.6Hz | W_in=0.09851 | res=0.468 | 60s_mean=0.748 | neurons=35 | wall=403s
  t=3720s | R=2.9Hz | P=1.8Hz | W_in=0.09851 | res=0.567 | 60s_mean=0.770 | neurons=35 | wall=412s

  [NEUROGENESIS TRIGGER] t=3726.6s
    60s mean residual: 0.7686 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27]
    Their rates: ['2.9', '3.6', '19.2', '15.7', '3.4', '8.8', '7.8', '13.2', '12.3', '3.3', '1.7', '3.2']
    Total excitatory neurons before birth: 35

  [NEURON BORN] Index: 35
    Strongest initial input connections: receptors [17, 9, 18]
    Initial weights to those: [0.1464013702359797, 0.138280933214458, 0.13157636115954136]
    Recurrent connections received: 6
    Recurrent connections sent: 10
    Total excitatory neurons now: 36
    Watching what it becomes...

  Birth #12 at t=3726.6s
  t=3780s | R=2.8Hz | P=1.8Hz | W_in=0.09850 | res=0.615 | 60s_mean=0.759 | neurons=36 | wall=419s
  t=3840s | R=3.0Hz | P=1.8Hz | W_in=0.09850 | res=0.409 | 60s_mean=0.748 | neurons=36 | wall=425s
  t=3900s | R=3.0Hz | P=2.3Hz | W_in=0.09850 | res=0.843 | 60s_mean=0.776 | neurons=36 | wall=431s
  t=3960s | R=2.8Hz | P=1.8Hz | W_in=0.09850 | res=0.565 | 60s_mean=0.771 | neurons=36 | wall=438s
  t=4020s | R=2.5Hz | P=2.1Hz | W_in=0.09850 | res=0.759 | 60s_mean=0.779 | neurons=36 | wall=444s

  [NEUROGENESIS TRIGGER] t=4026.6s
    60s mean residual: 0.7785 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27]
    Their rates: ['3.0', '3.6', '19.2', '15.6', '3.4', '8.8', '8.1', '13.3', '12.4', '3.4', '1.9', '3.4']
    Total excitatory neurons before birth: 36

  [NEURON BORN] Index: 36
    Strongest initial input connections: receptors [6, 2, 13]
    Initial weights to those: [0.14370150008762636, 0.13670056008565976, 0.1364074470742149]
    Recurrent connections received: 10
    Recurrent connections sent: 10
    Total excitatory neurons now: 37
    Watching what it becomes...

  Birth #13 at t=4026.6s
  t=4080s | R=2.0Hz | P=1.9Hz | W_in=0.09827 | res=0.634 | 60s_mean=0.786 | neurons=37 | wall=451s
  t=4140s | R=1.8Hz | P=1.6Hz | W_in=0.09827 | res=0.496 | 60s_mean=0.776 | neurons=37 | wall=457s
  t=4200s | R=1.8Hz | P=1.7Hz | W_in=0.09828 | res=0.739 | 60s_mean=0.810 | neurons=37 | wall=464s
  t=4260s | R=2.0Hz | P=1.8Hz | W_in=0.09830 | res=0.594 | 60s_mean=0.808 | neurons=37 | wall=470s
  t=4320s | R=2.1Hz | P=1.6Hz | W_in=0.09832 | res=0.591 | 60s_mean=0.774 | neurons=37 | wall=477s

  [NEUROGENESIS TRIGGER] t=4326.6s
    60s mean residual: 0.7657 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27]
    Their rates: ['3.0', '3.6', '19.3', '15.6', '3.5', '8.9', '8.2', '13.3', '12.5', '3.4', '2.0', '3.6']
    Total excitatory neurons before birth: 37

  [NEURON BORN] Index: 37
    Strongest initial input connections: receptors [3, 0, 11]
    Initial weights to those: [0.14994089253876713, 0.14425092633198067, 0.14369065400226777]
    Recurrent connections received: 7
    Recurrent connections sent: 6
    Total excitatory neurons now: 38
    Watching what it becomes...

  Birth #14 at t=4326.6s
  t=4380s | R=2.5Hz | P=1.6Hz | W_in=0.09819 | res=0.553 | 60s_mean=0.756 | neurons=38 | wall=483s
  t=4440s | R=2.6Hz | P=1.8Hz | W_in=0.09820 | res=0.534 | 60s_mean=0.784 | neurons=38 | wall=490s
  t=4500s | R=2.9Hz | P=1.6Hz | W_in=0.09821 | res=0.497 | 60s_mean=0.767 | neurons=38 | wall=496s
  t=4560s | R=2.9Hz | P=1.8Hz | W_in=0.09827 | res=0.504 | 60s_mean=0.765 | neurons=38 | wall=503s
  t=4620s | R=3.1Hz | P=2.2Hz | W_in=0.09838 | res=0.674 | 60s_mean=0.791 | neurons=38 | wall=509s

  [NEUROGENESIS TRIGGER] t=4626.6s
    60s mean residual: 0.7911 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33]
    Their rates: ['3.1', '3.6', '19.3', '15.6', '3.5', '8.9', '8.4', '13.4', '12.6', '3.6', '2.1', '3.7', '1.1']
    Total excitatory neurons before birth: 38

  [NEURON BORN] Index: 38
    Strongest initial input connections: receptors [11, 7, 6]
    Initial weights to those: [0.148460737660093, 0.14242897594096085, 0.13784721553959878]
    Recurrent connections received: 6
    Recurrent connections sent: 3
    Total excitatory neurons now: 39
    Watching what it becomes...

  Birth #15 at t=4626.6s
  t=4680s | R=2.8Hz | P=1.8Hz | W_in=0.09838 | res=0.594 | 60s_mean=0.801 | neurons=39 | wall=516s
  t=4740s | R=2.6Hz | P=2.2Hz | W_in=0.09841 | res=0.906 | 60s_mean=0.810 | neurons=39 | wall=522s
  t=4800s | R=2.0Hz | P=2.1Hz | W_in=0.09842 | res=0.745 | 60s_mean=0.805 | neurons=39 | wall=529s
  t=4860s | R=1.8Hz | P=1.7Hz | W_in=0.09845 | res=0.655 | 60s_mean=0.806 | neurons=39 | wall=536s
  t=4920s | R=1.8Hz | P=1.9Hz | W_in=0.09845 | res=0.876 | 60s_mean=0.827 | neurons=39 | wall=542s

  [NEUROGENESIS TRIGGER] t=4926.6s
    60s mean residual: 0.8274 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33]
    Their rates: ['3.1', '3.6', '19.4', '15.6', '3.6', '8.9', '8.6', '13.4', '12.7', '3.7', '2.2', '3.9', '1.3']
    Total excitatory neurons before birth: 39

  [NEURON BORN] Index: 39
    Strongest initial input connections: receptors [7, 17, 0]
    Initial weights to those: [0.14976479671837004, 0.14258421788774506, 0.13887954941814334]
    Recurrent connections received: 5
    Recurrent connections sent: 8
    Total excitatory neurons now: 40
    Watching what it becomes...

  Birth #16 at t=4926.6s
  t=4980s | R=1.8Hz | P=1.7Hz | W_in=0.09849 | res=0.675 | 60s_mean=0.860 | neurons=40 | wall=549s
  t=5040s | R=1.9Hz | P=1.7Hz | W_in=0.09850 | res=0.668 | 60s_mean=0.863 | neurons=40 | wall=556s
  t=5100s | R=2.5Hz | P=1.8Hz | W_in=0.09851 | res=0.746 | 60s_mean=0.855 | neurons=40 | wall=563s
  t=5160s | R=2.6Hz | P=1.9Hz | W_in=0.09851 | res=0.814 | 60s_mean=0.882 | neurons=40 | wall=570s
  t=5220s | R=2.8Hz | P=1.6Hz | W_in=0.09852 | res=0.585 | 60s_mean=0.902 | neurons=40 | wall=577s

  [NEUROGENESIS TRIGGER] t=5226.6s
    60s mean residual: 0.9041 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33]
    Their rates: ['3.1', '3.6', '19.4', '15.5', '3.6', '8.9', '8.7', '13.5', '12.7', '3.8', '2.3', '4.0', '1.4']
    Total excitatory neurons before birth: 40

  [NEURON BORN] Index: 40
    Strongest initial input connections: receptors [10, 9, 15]
    Initial weights to those: [0.13783147308938581, 0.12906735916446094, 0.12378571813604079]
    Recurrent connections received: 7
    Recurrent connections sent: 7
    Total excitatory neurons now: 41
    Watching what it becomes...

  Birth #17 at t=5226.6s
  t=5280s | R=2.9Hz | P=1.9Hz | W_in=0.09834 | res=0.840 | 60s_mean=0.938 | neurons=41 | wall=585s
  t=5340s | R=3.1Hz | P=2.2Hz | W_in=0.09834 | res=1.178 | 60s_mean=1.004 | neurons=41 | wall=592s
  t=5400s | R=2.9Hz | P=1.8Hz | W_in=0.09835 | res=0.961 | 60s_mean=1.010 | neurons=41 | wall=599s
  t=5460s | R=2.6Hz | P=2.2Hz | W_in=0.09837 | res=1.239 | 60s_mean=1.051 | neurons=41 | wall=606s
  t=5520s | R=2.1Hz | P=2.2Hz | W_in=0.09838 | res=1.169 | 60s_mean=1.040 | neurons=41 | wall=613s

  [NEUROGENESIS TRIGGER] t=5526.6s
    60s mean residual: 1.0499 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33]
    Their rates: ['3.2', '3.6', '19.5', '15.5', '3.6', '9.0', '8.9', '13.6', '12.8', '3.9', '2.4', '4.1', '1.6']
    Total excitatory neurons before birth: 41

  [NEURON BORN] Index: 41
    Strongest initial input connections: receptors [15, 16, 4]
    Initial weights to those: [0.14356836393980424, 0.12981682913973092, 0.12783604707782165]
    Recurrent connections received: 3
    Recurrent connections sent: 8
    Total excitatory neurons now: 42
    Watching what it becomes...

  Birth #18 at t=5526.6s
  t=5580s | R=1.8Hz | P=1.6Hz | W_in=0.09828 | res=1.026 | 60s_mean=1.097 | neurons=42 | wall=622s
  t=5640s | R=1.9Hz | P=1.7Hz | W_in=0.09828 | res=0.985 | 60s_mean=1.063 | neurons=42 | wall=629s
  t=5700s | R=1.8Hz | P=1.8Hz | W_in=0.09830 | res=1.098 | 60s_mean=1.082 | neurons=42 | wall=636s
  t=5760s | R=1.8Hz | P=1.5Hz | W_in=0.09832 | res=0.844 | 60s_mean=1.072 | neurons=42 | wall=643s
  t=5820s | R=2.5Hz | P=1.9Hz | W_in=0.09835 | res=1.245 | 60s_mean=1.077 | neurons=42 | wall=650s

  [NEUROGENESIS TRIGGER] t=5826.6s
    60s mean residual: 1.0692 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33]
    Their rates: ['3.2', '3.7', '19.5', '15.5', '3.6', '9.0', '9.0', '13.6', '12.8', '4.0', '2.5', '4.2', '1.7']
    Total excitatory neurons before birth: 42

  [NEURON BORN] Index: 42
    Strongest initial input connections: receptors [3, 9, 1]
    Initial weights to those: [0.14229434198401747, 0.14099371729174615, 0.13668420624138758]
    Recurrent connections received: 17
    Recurrent connections sent: 12
    Total excitatory neurons now: 43
    Watching what it becomes...

  Birth #19 at t=5826.6s
  t=5880s | R=2.7Hz | P=1.8Hz | W_in=0.09838 | res=1.085 | 60s_mean=1.059 | neurons=43 | wall=658s
  t=5940s | R=2.8Hz | P=1.5Hz | W_in=0.09842 | res=0.774 | 60s_mean=1.059 | neurons=43 | wall=666s
  t=6000s | R=2.8Hz | P=1.9Hz | W_in=0.09843 | res=1.059 | 60s_mean=1.081 | neurons=43 | wall=674s
  t=6060s | R=3.1Hz | P=2.3Hz | W_in=0.09843 | res=1.311 | 60s_mean=1.090 | neurons=43 | wall=681s
  t=6120s | R=2.8Hz | P=1.9Hz | W_in=0.09843 | res=1.140 | 60s_mean=1.145 | neurons=43 | wall=688s

  [NEUROGENESIS TRIGGER] t=6126.6s
    60s mean residual: 1.1497 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33]
    Their rates: ['3.2', '3.7', '19.6', '15.5', '3.7', '9.0', '9.2', '13.7', '12.9', '4.1', '2.5', '4.3', '1.8']
    Total excitatory neurons before birth: 43

  [NEURON BORN] Index: 43
    Strongest initial input connections: receptors [18, 1, 15]
    Initial weights to those: [0.14232235352696165, 0.14100896741301988, 0.12292712438603892]
    Recurrent connections received: 6
    Recurrent connections sent: 6
    Total excitatory neurons now: 44
    Watching what it becomes...

  Birth #20 at t=6126.6s
  t=6180s | R=2.6Hz | P=2.0Hz | W_in=0.09839 | res=1.191 | 60s_mean=1.135 | neurons=44 | wall=696s
  t=6240s | R=2.2Hz | P=1.9Hz | W_in=0.09839 | res=1.231 | 60s_mean=1.161 | neurons=44 | wall=703s
  t=6300s | R=2.0Hz | P=2.2Hz | W_in=0.09839 | res=1.556 | 60s_mean=1.220 | neurons=44 | wall=710s
  t=6360s | R=1.9Hz | P=1.8Hz | W_in=0.09840 | res=1.302 | 60s_mean=1.202 | neurons=44 | wall=717s
  t=6420s | R=1.8Hz | P=1.9Hz | W_in=0.09841 | res=1.383 | 60s_mean=1.239 | neurons=44 | wall=724s

  [NEUROGENESIS TRIGGER] t=6426.6s
    60s mean residual: 1.2461 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33, 36]
    Their rates: ['3.3', '3.7', '19.6', '15.5', '3.7', '9.0', '9.3', '13.8', '12.9', '4.2', '2.6', '4.4', '1.9', '1.0']
    Total excitatory neurons before birth: 44

  [NEURON BORN] Index: 44
    Strongest initial input connections: receptors [19, 2, 6]
    Initial weights to those: [0.14758945922813232, 0.13062314887229814, 0.1251081160482871]
    Recurrent connections received: 13
    Recurrent connections sent: 9
    Total excitatory neurons now: 45
    Watching what it becomes...

  Birth #21 at t=6426.6s
  t=6480s | R=2.0Hz | P=2.0Hz | W_in=0.09828 | res=1.351 | 60s_mean=1.243 | neurons=45 | wall=732s
  t=6540s | R=2.4Hz | P=2.0Hz | W_in=0.09829 | res=1.560 | 60s_mean=1.233 | neurons=45 | wall=739s
  t=6600s | R=2.5Hz | P=1.3Hz | W_in=0.09829 | res=0.743 | 60s_mean=1.212 | neurons=45 | wall=746s
  t=6660s | R=2.7Hz | P=1.5Hz | W_in=0.09831 | res=0.979 | 60s_mean=1.242 | neurons=45 | wall=754s
  t=6720s | R=3.0Hz | P=2.2Hz | W_in=0.09836 | res=1.670 | 60s_mean=1.256 | neurons=45 | wall=761s

  [NEUROGENESIS TRIGGER] t=6726.6s
    60s mean residual: 1.2617 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33, 36]
    Their rates: ['3.3', '3.7', '19.7', '15.5', '3.7', '9.0', '9.4', '13.8', '13.0', '4.3', '2.6', '4.4', '2.0', '1.2']
    Total excitatory neurons before birth: 45

  [NEURON BORN] Index: 45
    Strongest initial input connections: receptors [13, 2, 11]
    Initial weights to those: [0.1452200725408912, 0.144963538817675, 0.13924814191396806]
    Recurrent connections received: 11
    Recurrent connections sent: 12
    Total excitatory neurons now: 46
    Watching what it becomes...

  Birth #22 at t=6726.6s
  t=6780s | R=3.0Hz | P=2.3Hz | W_in=0.09849 | res=1.673 | 60s_mean=1.290 | neurons=46 | wall=768s
  t=6840s | R=2.9Hz | P=2.1Hz | W_in=0.09857 | res=1.464 | 60s_mean=1.313 | neurons=46 | wall=775s
  t=6900s | R=2.8Hz | P=2.4Hz | W_in=0.09857 | res=1.583 | 60s_mean=1.279 | neurons=46 | wall=782s
  t=6960s | R=2.2Hz | P=2.3Hz | W_in=0.09857 | res=1.480 | 60s_mean=1.318 | neurons=46 | wall=790s
  t=7020s | R=2.0Hz | P=2.1Hz | W_in=0.09857 | res=1.259 | 60s_mean=1.274 | neurons=46 | wall=797s

  [NEUROGENESIS TRIGGER] t=7026.6s
    60s mean residual: 1.2667 (threshold: 0.15)
    Instantaneous residual: 0.0000
    Most missed input components: [19, 18, 17]
    Missed magnitudes: ['0.0000', '0.0000', '0.0000']
    Active neurons (>1Hz): [1, 3, 4, 8, 9, 12, 14, 15, 17, 24, 26, 27, 33, 36, 38]
    Their rates: ['3.3', '3.7', '19.8', '15.5', '3.7', '9.0', '9.5', '13.9', '13.0', '4.4', '2.7', '4.5', '2.0', '1.3', '1.1']
    Total excitatory neurons before birth: 46

  [NEURON BORN] Index: 46
    Strongest initial input connections: receptors [2, 8, 1]
    Initial weights to those: [0.1496127257638607, 0.13561950631484165, 0.13504311844863662]
    Recurrent connections received: 9
    Recurrent connections sent: 8
    Total excitatory neurons now: 47
    Watching what it becomes...

  Birth #23 at t=7026.6s
  t=7080s | R=2.1Hz | P=2.2Hz | W_in=0.09854 | res=1.738 | 60s_mean=1.346 | neurons=47 | wall=804s
  t=7140s | R=1.7Hz | P=1.6Hz | W_in=0.09855 | res=1.187 | 60s_mean=1.381 | neurons=47 | wall=812s
Done.

=== WHAT FORMED ===
Duration: 7199s

Receptor layer (20 neurons):
  Mean rate: 4.5 Hz
  Rate range: 0.0 - 17.2 Hz
  Specialization (CV): 1.144

Processing layer:
  Started with: 24 excitatory neurons
  Ended with:   47 excitatory neurons
  Neurogenesis events: 23
  First birth at: 426.6s

Weight evolution:
  Input weights: 0.09786 → 0.09855
  Recurrent weights: 0.04047 → 0.04456

Residual:
  Instantaneous — start: 0.000, end: 0.348
  60s mean — start: 0.000, end: 1.395
Traceback (most recent call last):
  File "/home/ubuntu/network_v4.py", line 732, in <module>
    analysis = net.analyze(history)
               ^^^^^^^^^^^^^^^^^^^^
  File "/home/ubuntu/network_v4.py", line 593, in analyze
    print(f"\nNew neuron (born at t={history['new_neuron_born_at']:.1f}s):")
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: unsupported format string passed to NoneType.__format__