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@@ -77,3 +77,44 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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20260524_082314/nas_best.json

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+{
+  "_meta": {
+    "name": "nas_best_t022",
+    "version": "NxonArchNAS v0.4 (v162)",
+    "description": "Architecture found by NAS \u2014 trial 22, fitness 6.3941. Plug-and-play compatible with architectures/default.json: drop this file into architectures/ or load with NEURAXON_ARCH=path/to/this.json python main.py",
+    "source": "NxonArchNAS",
+    "rank": 1,
+    "trial_id": 22,
+    "fitness": 6.394133221254696,
+    "saved_at": "2026-05-24T16:23:22",
+    "notes": [
+      "Sections inherited from default.json:  healthy_bands (unchanged target ranges)",
+      "Sections overridden by NAS:  biology, neural, operating_ranges, genetic_lottery",
+      "Load with NEURAXON_ARCH=path/to/this.json python main.py"
+    ]
+  },
+  "biology": {
+    "_doc": "Game-world / bio-inspired dynamics. Independent of neural architecture \u2014 change these to study survival pressure without touching the brain.",
+    "metabolic_ramp_per_sec": 5.324606493176821,
+    "_doc_metabolic_ramp_per_sec": "Multiplier added to food drain and metabolic_rate per second of idle. With 1s idle \u2192 factor (1 + 10*1) = 11\u00d7. Capped by max_atrophy.",
+    "max_atrophy": 4.3488401366228056,
+    "_doc_max_atrophy": "Hard cap on the atrophy multiplier (v151 fix). 5.0 = max 5\u00d7 normal drain even after extended idle.",
+    "metabolic_rate_abs_cap_multiple": 42.3422631339859,
+    "_doc_metabolic_rate_abs_cap_multiple": "Absolute ceiling on the per-NxEr metabolic_rate, expressed as a multiple of the initial value (v153 F-1).",
+    "start_food_default": 25.0,
+    "food_respawn_default": 400,
+    "food_sources_default": 50,
+    "_doc_food": "Defaults if the user doesn't change them via the menu sliders. The menu still overrides at startup.",
+    "mate_cooldown_seconds": 7,
+    "circadian_cycle_ticks": 460,
+    "idle_explore_seconds": 0.6455256054379297,
+    "explore_probability": 0.3042881289958607,
+    "_doc_idle_explore": "v152 idle-exploration safety net. If an NxEr has been idle \u2265 idle_explore_seconds, with explore_probability per tick, override motor output with a random direction."
+  },
+  "neural": {
+    "_doc": "Network architecture (topology + per-neuron parameters). Change these to test different brain configurations.",
+    "num_input_neurons": 10,
+    "num_output_neurons": 7,
+    "num_hidden_neurons_default": 6,
+    "_doc_neuron_counts": "Inputs: 10 sensory channels (movement, encounter, terrain, hunger, sight, smell, daynight, temp, proprio, song). Outputs: 7 motor (MoveX, MoveY, Social, MateIntent, GiveFood, Resting, Sing).",
+    "connection_probability": 0.272555271798008,
+    "afferent_synapse_strength": 1.427245362941723,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.5409737437023058,
+    "firing_threshold_inhibitory": -0.55,
+    "spontaneous_firing_rate": 0.005473590542270987,
+    "intrinsic_timescale_default": 14.338307571061165,
+    "resting_potential_decay": 0.17067959327807192,
+    "sensorimotor_coupling": 2.578820194021567,
+    "_doc_sensorimotor_coupling": "v164 \u2014 multiplier on input\u2192output direct-edge probability. 0.0 = pre-v164 (uniform random links). 1.0 = 2x more sensory\u2192motor connections. 3.0 = 4x. The fitness component sensory_motor_corr was stuck near zero in 1425 v163 trials because there was no architectural bias for sensory pathways. Boost this and plasticity will amplify the correlations.",
+    "symmetric_stdp": false,
+    "_doc_symmetric_stdp": "v169 (v4.77) \u2014 opt-in for MultiNeuraxon2 Bug #3 fix. False (default) preserves v161-v168 asymmetric STDP where state==-1 is invisible to plasticity (only +1-driven correlations strengthen synapses). True enables signed STDP traces + symmetric (-1,-1) \u2192 LTP and (-1,+1) \u2192 LTD branches. Hypothesised to address the input saturation root cause we worked around with sm_corr_peak in v165. NAS will A/B test it.",
+    "refractory_period_ticks": 10,
+    "_doc_refractory_period_ticks": "v171 (v4.79) \u2014 number of ticks a neuron is FORCED to state=0 after each firing event (0\u2192\u00b11 transition). 0 = no refractory (v161-v170 behaviour). The v170 @2400s membrane diagnostics showed only 0.6% of samples at state=0 \u2014 the network had become a bistable +1/-1 oscillator with no rest band. The paper's trinary firing model REQUIRES a meaningful 0 state. This parameter restores it. NAS searches 0-12 ticks; biologically realistic values are 1-5 (~ 1-5 game ticks at 10Hz). The membrane potential continues to evolve during refractory so the neuron can fire again immediately after the buffer expires.",
+    "post_spike_mp_reset": 0.23342380616002556,
+    "_doc_post_spike_mp_reset": "v172 (v4.80) \u2014 after-hyperpolarization (AHP). Fraction by which membrane_potential is pulled toward 0 after each firing event (0\u2192\u00b11). 0.0 = no reset (v171 behaviour). 1.0 = full reset to mp=0. Combined with refractory_period_ticks, restores the paper's intended trinary dynamics: refractory holds state=0 for N ticks while mp drops back to rest band, then state stays at 0 NATURALLY until inputs push mp past threshold again (rather than immediately re-firing). v171 found refract=1 alone only achieved 0.3% state=0 because mp stayed saturated past threshold; this parameter fixes that by snapping mp back to the rest band. NAS searches 0.0-1.0.",
+    "_doc_thresholds": "Membrane firing thresholds (above which trinary_state = +1, below -threshold = -1). The membrane potential is a low-pass filter with intrinsic_timescale ticks. resting_potential_decay multiplies mp by (1-this) each tick before the membrane equation update.",
+    "sphere_topology": "sensory_association_motor",
+    "cross_sphere_coupling": 1.2754168983126348,
+    "cryst_capacity": 1.5891247574211573,
+    "free_energy_beta": 1.4009790297842173
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.004686638882951858,
+    "plasticity_threshold": 0.6164990980179845,
+    "adaptation_tau_ticks": 42.15622721125735,
+    "adaptation_target_excitatory_multiplier": 1.5,
+    "adaptation_target_inhibitory_multiplier": 1.0,
+    "_doc_adaptation": "v149: adapt builds toward 0.55 \u00d7 multiplier when firing. Tau=20 ticks. Excitatory uses 1.5\u00d7 to bias the brake against +1 dominance.",
+    "autoreceptor_coefficient": 0.16795791784105157,
+    "autoreceptor_tau_ticks": 150.0,
+    "autoreceptor_rate_coeff": 0.35,
+    "_doc_autoreceptor": "Per-neuron autoreceptor that subtracts from theta1_eff (v154 sign back to v152 form \u2014 see CHANGELOG_v154 for context).",
+    "sensory_boost_function": "tanh",
+    "sensory_boost_scale": 1.0,
+    "_doc_sensory_boost": "v152 saturating cap: boosted_external = scale * tanh(scale * external_input). Asymptote = scale. 1.0 keeps strong inputs near threshold; lowering compresses further.",
+    "plasticity_brake_threshold": 0.5,
+    "plasticity_brake_slope": 1.8,
+    "plasticity_brake_floor": 0.1,
+    "_doc_plasticity_brake": "v152: when input_saturation_fraction > brake_threshold, learning_rate_mod is multiplied by max(floor, 1 - slope*(sat-threshold)).",
+    "fitness_g_weight": 0.9084114452126061
+  },
+  "genetic_lottery": {
+    "_doc": "v162 \u2014 per-NxEr trait variation at birth. Each NxEr samples its own value from these ranges, creating the genetic diversity that selection acts on (the missing ingredient that kept M10 heritability at 0 across all 743 v161 NAS trials). Inheritance + mutation at mating carries traits across generations.",
+    "metabolic_rate_multiplier_range": [
+      0.8893209058775209,
+      1.0892754102706979
+    ],
+    "_doc_metabolic_rate_multiplier_range": "At birth each NxEr samples a multiplier uniformly from this range and applies it to its base metabolic_rate. [0.85, 1.15] means \u00b115% variation. Wider = more diversity but also more individuals at survival extremes.",
+    "intrinsic_timescale_jitter": 1.3273823137657974,
+    "_doc_intrinsic_timescale_jitter": "At birth each NxEr adds a uniform random value in [-jitter, +jitter] to intrinsic_timescale_default. 0.0 = no per-NxEr variation (all neurons in all NxErs have same timescale).",
+    "firing_threshold_jitter": 0.04614177189213488,
+    "_doc_firing_threshold_jitter": "Same idea for firing_threshold_excitatory / inhibitory. 0.04 = \u00b10.04 around the architecture default of 0.55. 0.0 = no per-NxEr variation.",
+    "mutation_strength": 0.11736450386905103,
+    "_doc_mutation_strength": "When offspring inherit a genetic trait from a parent, the value is perturbed by \u00b1mutation_strength \u00d7 (parent_value). 0.05 = 5% perturbation. 0 = exact copy."
+  },
+  "healthy_bands": {
+    "_doc": "Target ranges shown on the dashboard. NxErs operating in these bands are coloured green.",
+    "M1_excitatory_fraction": [
+      0.18,
+      0.28
+    ],
+    "M2_mean_gate": [
+      0.4,
+      0.85
+    ],
+    "M3_pac_modulation_idx": [
+      0.005,
+      0.1
+    ],
+    "M5_branching_ratio": [
+      0.92,
+      1.1
+    ],
+    "M6_spontaneous_fraction": [
+      0.1,
+      0.45
+    ],
+    "M7_zero_input_mi_ratio": [
+      0.4,
+      1.2
+    ],
+    "M9_transfer_ratio": [
+      0.85,
+      1.3
+    ],
+    "M10_heritability_r": [
+      0.2,
+      1.0
+    ],
+    "sensory_motor_corr": [
+      0.2,
+      1.0
+    ],
+    "pop_mean_idle_seconds": [
+      0.0,
+      1.5
+    ],
+    "input_saturation_fraction": [
+      0.0,
+      0.3
+    ],
+    "input_locked_fraction": [
+      0.0,
+      0.2
+    ],
+    "exploration_trigger_rate": [
+      0.01,
+      0.4
+    ]
+  }
+}

20260524_082314/nas_log.csv

@@ -0,0 +1,31 @@
+trial_id,completed_at_iso,fitness,final_alive,peak_alive,alive_q1,alive_q2,alive_q3,alive_mean,M1,M6,M9,M10,M10_peak,mean_streak_last,mean_streak_first,locked,surv_score,expl_rate,sm_corr,sm_corr_peak,sm_corr_mean,g_pc1,g_pc1_peak,g_posman,g_meanr,g_l1l2,n_samples,wall_actual_s,error,arch_summary,is_global_best
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+5,2026-05-24T16:23:24,6.0508,86.0,86.0,33.0,43.0,72.0,58.50,0.0036,0.3895,0.9632,0.1013,0.9341,11.13,8.84,0.0871,0.4483,0.0718,0.0052,0.1234,0.0267,0.3524,0.4398,0.4746,0.0228,1.8197,9505,28809.5,,"metabolic_ramp_per_sec=5.966 max_atrophy=2.364 metabolic_rate_abs_cap_multiple=9.094 idle_explore_seconds=1.519 explore_probability=0.55306 mate_cooldown_seconds=6 circadian_cycle_ticks=372 num_hidden_neurons_default=7 connection_probability=0.21868 afferent_synapse_strength=1.687 firing_threshold_excitatory=0.65789 spontaneous_firing_rate=0.00609 intrinsic_timescale_default=13.236 resting_potential_decay=0.26724 sensorimotor_coupling=0.64271 symmetric_stdp=False refractory_period_ticks=11 post_spike_mp_reset=0.93551 sphere_topology=sensory_association_motor cross_sphere_coupling=0.28298 cryst_capacity=1.818 free_energy_beta=0.90231 learning_rate=0.01257 plasticity_threshold=0.48907 autoreceptor_coefficient=0.20692 adaptation_tau_ticks=42.3 fitness_g_weight=0.4111 intrinsic_timescale_jitter=5.228 firing_threshold_jitter=0.09693 mutation_strength=0.02788 metabolic_rate_multiplier_range=[0.9023428619293611, 1.0797941529776938]",0
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+2,2026-05-24T16:23:24,2.6287,5.0,11.0,11.0,8.0,6.0,7.50,0.3081,0.1338,0.9553,-0.2821,0.2857,1051.16,386.70,0.9746,0.2428,0.0424,0.0000,0.0619,0.0002,0.0000,0.5452,0.0000,0.0000,0.0000,9130,28810.1,,"metabolic_ramp_per_sec=13.011 max_atrophy=4.465 metabolic_rate_abs_cap_multiple=24.863 idle_explore_seconds=1.99 explore_probability=0.23356 mate_cooldown_seconds=19 circadian_cycle_ticks=332 num_hidden_neurons_default=16 connection_probability=0.27035 afferent_synapse_strength=0.67943 firing_threshold_excitatory=0.67394 spontaneous_firing_rate=0.02409 intrinsic_timescale_default=23.794 resting_potential_decay=0.15316 sensorimotor_coupling=1.498 symmetric_stdp=True refractory_period_ticks=2 post_spike_mp_reset=0.26488 sphere_topology=chc6 cross_sphere_coupling=1.086 cryst_capacity=2.495 free_energy_beta=0.53516 learning_rate=0.00442 plasticity_threshold=0.52455 autoreceptor_coefficient=0.10255 adaptation_tau_ticks=33.383 fitness_g_weight=0.49352 intrinsic_timescale_jitter=1.223 firing_threshold_jitter=0.024 mutation_strength=0.10846 metabolic_rate_multiplier_range=[0.8645237551368081, 1.5236066003166662]",0
+12,2026-05-24T16:23:25,4.1013,6.0,16.0,12.0,11.0,10.0,9.75,0.1263,0.1327,1.0901,-0.1641,0.1970,1.72,1.33,0.9848,0.3573,0.1106,-0.0013,1.0000,0.0888,0.2524,0.4478,0.3349,0.0292,0.8379,9637,28810.4,,"metabolic_ramp_per_sec=12.99 max_atrophy=14.194 metabolic_rate_abs_cap_multiple=46.326 idle_explore_seconds=0.73348 explore_probability=0.45878 mate_cooldown_seconds=16 circadian_cycle_ticks=638 num_hidden_neurons_default=16 connection_probability=0.34902 afferent_synapse_strength=0.74955 firing_threshold_excitatory=0.67001 spontaneous_firing_rate=0.0204 intrinsic_timescale_default=22.672 resting_potential_decay=0.18155 sensorimotor_coupling=2.092 symmetric_stdp=False refractory_period_ticks=3 post_spike_mp_reset=0.42045 sphere_topology=chc6 cross_sphere_coupling=1.218 cryst_capacity=2.167 free_energy_beta=0.81659 learning_rate=0.04127 plasticity_threshold=0.57093 autoreceptor_coefficient=0.23056 adaptation_tau_ticks=34.621 fitness_g_weight=0.21018 intrinsic_timescale_jitter=2.578 firing_threshold_jitter=0.06627 mutation_strength=0.10783 metabolic_rate_multiplier_range=[0.875015589617153, 1.3836638637638696]",0
+1,2026-05-24T16:23:25,5.6506,10.0,36.0,34.0,36.0,23.0,25.75,0.0128,0.2805,0.9813,-0.0617,0.9912,8.57,7.47,0.0835,0.4978,0.0197,0.0098,0.1805,0.0393,0.4998,0.6690,0.4529,0.0306,2.7296,9143,28810.6,,"metabolic_ramp_per_sec=13.676 max_atrophy=8.739 metabolic_rate_abs_cap_multiple=58.602 idle_explore_seconds=1.133 explore_probability=0.53122 mate_cooldown_seconds=19 circadian_cycle_ticks=943 num_hidden_neurons_default=17 connection_probability=0.32321 afferent_synapse_strength=1.445 firing_threshold_excitatory=0.41375 spontaneous_firing_rate=0.00941 intrinsic_timescale_default=14.367 resting_potential_decay=0.11995 sensorimotor_coupling=0.69837 symmetric_stdp=False refractory_period_ticks=6 post_spike_mp_reset=0.27797 sphere_topology=chc6 cross_sphere_coupling=2.105 cryst_capacity=1.867 free_energy_beta=0.42138 learning_rate=0.01548 plasticity_threshold=0.44593 autoreceptor_coefficient=0.12404 adaptation_tau_ticks=18.38 fitness_g_weight=0.63498 intrinsic_timescale_jitter=3.698 firing_threshold_jitter=0.04049 mutation_strength=0.1403 metabolic_rate_multiplier_range=[0.7869489569603978, 1.1846460088332844]",0
+13,2026-05-24T16:23:26,6.2050,19.0,38.0,33.0,36.0,31.0,29.75,0.0070,0.2593,1.0591,-0.2467,0.9966,10.62,7.76,0.1449,0.4144,0.0199,0.0061,0.1577,0.0342,0.4274,0.4668,0.3957,0.0715,1.7289,9978,28811.8,,"metabolic_ramp_per_sec=10.179 max_atrophy=12.215 metabolic_rate_abs_cap_multiple=57.911 idle_explore_seconds=1.919 explore_probability=0.59531 mate_cooldown_seconds=10 circadian_cycle_ticks=827 num_hidden_neurons_default=16 connection_probability=0.17802 afferent_synapse_strength=1.742 firing_threshold_excitatory=0.47046 spontaneous_firing_rate=0.01182 intrinsic_timescale_default=25.744 resting_potential_decay=0.13684 sensorimotor_coupling=0.13864 symmetric_stdp=True refractory_period_ticks=9 post_spike_mp_reset=0.84974 sphere_topology=chc6 cross_sphere_coupling=1.483 cryst_capacity=0.98797 free_energy_beta=1.415 learning_rate=0.00253 plasticity_threshold=0.46578 autoreceptor_coefficient=0.17595 adaptation_tau_ticks=17.777 fitness_g_weight=0.00554 intrinsic_timescale_jitter=0.8527 firing_threshold_jitter=0.06377 mutation_strength=0.04287 metabolic_rate_multiplier_range=[0.8628375668164654, 1.473525403715714]",0
+16,2026-05-24T16:23:26,4.1209,16.0,31.0,28.0,23.0,24.0,22.75,0.2634,0.1447,1.0183,0.2430,0.5639,205.77,9.85,0.8894,0.4137,0.1247,-0.0211,0.5030,0.0687,0.3910,0.7398,0.5931,0.1047,1.8567,7336,28811.9,,"metabolic_ramp_per_sec=14.77 max_atrophy=11.276 metabolic_rate_abs_cap_multiple=51.706 idle_explore_seconds=2.323 explore_probability=0.78843 mate_cooldown_seconds=14 circadian_cycle_ticks=327 num_hidden_neurons_default=18 connection_probability=0.32757 afferent_synapse_strength=1.396 firing_threshold_excitatory=0.42518 spontaneous_firing_rate=0.01641 intrinsic_timescale_default=27.071 resting_potential_decay=0.14543 sensorimotor_coupling=0.78047 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.4547 sphere_topology=chc6 cross_sphere_coupling=0.75681 cryst_capacity=0.66381 free_energy_beta=0.33295 learning_rate=0.00593 plasticity_threshold=0.65186 autoreceptor_coefficient=0.10565 adaptation_tau_ticks=48.048 fitness_g_weight=0.53942 intrinsic_timescale_jitter=5.201 firing_threshold_jitter=0.11718 mutation_strength=0.10473 metabolic_rate_multiplier_range=[0.9499677399782231, 1.2424781890461012]",0
+23,2026-05-24T16:23:26,6.1819,25.0,34.0,31.0,33.0,33.0,30.50,0.0069,0.2882,0.9593,-0.4756,0.9983,9.55,7.96,0.0942,0.4260,0.0195,0.0022,0.1502,0.0367,0.4316,0.4986,0.4400,0.0031,2.1068,9656,28811.9,,"metabolic_ramp_per_sec=11.107 max_atrophy=5.396 metabolic_rate_abs_cap_multiple=14.466 idle_explore_seconds=1.815 explore_probability=0.61984 mate_cooldown_seconds=10 circadian_cycle_ticks=812 num_hidden_neurons_default=23 connection_probability=0.29814 afferent_synapse_strength=0.69653 firing_threshold_excitatory=0.41196 spontaneous_firing_rate=0.01656 intrinsic_timescale_default=15.091 resting_potential_decay=0.16259 sensorimotor_coupling=0.27398 symmetric_stdp=False refractory_period_ticks=12 post_spike_mp_reset=0.67228 sphere_topology=chc6 cross_sphere_coupling=2.748 cryst_capacity=0.86298 free_energy_beta=1.295 learning_rate=0.00476 plasticity_threshold=0.31609 autoreceptor_coefficient=0.20125 adaptation_tau_ticks=28.82 fitness_g_weight=0.63478 intrinsic_timescale_jitter=2.784 firing_threshold_jitter=0.05 mutation_strength=0.10712 metabolic_rate_multiplier_range=[0.7721040307668546, 1.100183323461605]",0
+15,2026-05-24T16:23:27,6.1495,27.0,37.0,32.0,32.0,36.0,31.75,0.0086,0.2717,0.9741,-0.4993,1.0000,18.70,9.19,0.1399,0.4253,0.0177,0.0081,0.1670,0.0344,0.3529,0.4636,0.5045,0.0601,1.6796,9178,28812.8,,"metabolic_ramp_per_sec=4.214 max_atrophy=4.622 metabolic_rate_abs_cap_multiple=44.085 idle_explore_seconds=1.854 explore_probability=0.23854 mate_cooldown_seconds=12 circadian_cycle_ticks=638 num_hidden_neurons_default=23 connection_probability=0.28978 afferent_synapse_strength=0.67472 firing_threshold_excitatory=0.64987 spontaneous_firing_rate=0.01472 intrinsic_timescale_default=24.936 resting_potential_decay=0.33652 sensorimotor_coupling=0.0586 symmetric_stdp=True refractory_period_ticks=7 post_spike_mp_reset=0.0059 sphere_topology=chc6 cross_sphere_coupling=1.615 cryst_capacity=1.969 free_energy_beta=1.66 learning_rate=0.00621 plasticity_threshold=0.60139 autoreceptor_coefficient=0.22069 adaptation_tau_ticks=48.137 fitness_g_weight=0.89781 intrinsic_timescale_jitter=3.885 firing_threshold_jitter=0.05833 mutation_strength=0.10695 metabolic_rate_multiplier_range=[0.7708803171425876, 1.2001144214697912]",0
+0,2026-05-24T16:23:27,5.8278,23.0,38.0,34.0,33.0,28.0,29.50,0.2337,0.2287,1.0106,0.2057,0.5689,31.73,3.11,0.6668,0.5313,0.0590,0.0077,0.4370,0.0456,0.3560,0.6609,0.5656,0.1056,1.6083,5889,28813.2,,"metabolic_ramp_per_sec=12.231 max_atrophy=1.838 metabolic_rate_abs_cap_multiple=22.302 idle_explore_seconds=0.79106 explore_probability=0.64188 mate_cooldown_seconds=16 circadian_cycle_ticks=1058 num_hidden_neurons_default=23 connection_probability=0.17608 afferent_synapse_strength=1.106 firing_threshold_excitatory=0.40894 spontaneous_firing_rate=0.00917 intrinsic_timescale_default=19.118 resting_potential_decay=0.10663 sensorimotor_coupling=0.59651 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.44921 sphere_topology=chc6 cross_sphere_coupling=1.021 cryst_capacity=0.81096 free_energy_beta=1.927 learning_rate=0.0049 plasticity_threshold=0.64772 autoreceptor_coefficient=0.20176 adaptation_tau_ticks=16.386 fitness_g_weight=0.33659 intrinsic_timescale_jitter=6.78 firing_threshold_jitter=0.09056 mutation_strength=0.12493 metabolic_rate_multiplier_range=[0.6324610451830518, 1.1031940072584052]",0
+14,2026-05-24T16:23:28,6.3812,39.0,39.0,32.0,34.0,37.0,35.50,0.0419,0.3450,1.2166,-0.1183,0.9994,7.86,4.75,0.1295,0.5515,0.0230,0.0160,0.6118,0.0578,0.3207,0.8455,0.5535,0.1169,1.1488,3519,28813.3,,"metabolic_ramp_per_sec=17.327 max_atrophy=8.492 metabolic_rate_abs_cap_multiple=10.611 idle_explore_seconds=0.84824 explore_probability=0.709 mate_cooldown_seconds=13 circadian_cycle_ticks=436 num_hidden_neurons_default=20 connection_probability=0.35027 afferent_synapse_strength=1.785 firing_threshold_excitatory=0.57864 spontaneous_firing_rate=0.06965 intrinsic_timescale_default=27.611 resting_potential_decay=0.25316 sensorimotor_coupling=2.158 symmetric_stdp=True refractory_period_ticks=8 post_spike_mp_reset=0.44591 sphere_topology=chc6 cross_sphere_coupling=2.297 cryst_capacity=1.543 free_energy_beta=1.365 learning_rate=0.00334 plasticity_threshold=0.6446 autoreceptor_coefficient=0.14001 adaptation_tau_ticks=40.071 fitness_g_weight=0.2746 intrinsic_timescale_jitter=2.174 firing_threshold_jitter=0.04796 mutation_strength=0.09022 metabolic_rate_multiplier_range=[0.6271191738526575, 1.207150482974734]",0
+24,2026-05-24T16:23:28,6.2430,28.0,35.0,31.0,35.0,35.0,32.25,0.0032,0.2824,1.0341,0.0313,0.9971,11.07,6.75,0.0848,0.4934,0.0450,0.0027,0.1636,0.0340,0.3331,0.4886,0.4749,0.0184,1.4975,9434,28814.0,,"metabolic_ramp_per_sec=15.724 max_atrophy=5.952 metabolic_rate_abs_cap_multiple=44.071 idle_explore_seconds=0.93408 explore_probability=0.76712 mate_cooldown_seconds=19 circadian_cycle_ticks=1078 num_hidden_neurons_default=23 connection_probability=0.16101 afferent_synapse_strength=0.70567 firing_threshold_excitatory=0.47572 spontaneous_firing_rate=0.0069 intrinsic_timescale_default=24.996 resting_potential_decay=0.31623 sensorimotor_coupling=2.475 symmetric_stdp=False refractory_period_ticks=10 post_spike_mp_reset=0.86937 sphere_topology=chc6 cross_sphere_coupling=1.876 cryst_capacity=2.02 free_energy_beta=0.64605 learning_rate=0.00885 plasticity_threshold=0.32168 autoreceptor_coefficient=0.15369 adaptation_tau_ticks=34.905 fitness_g_weight=0.54922 intrinsic_timescale_jitter=5.586 firing_threshold_jitter=0.01821 mutation_strength=0.14651 metabolic_rate_multiplier_range=[0.9246854662955566, 1.2909638522898081]",0
+18,2026-05-24T16:23:29,5.7549,18.0,33.0,33.0,32.0,23.0,26.50,0.0065,0.2773,1.0123,-0.6738,0.9628,9.75,7.51,0.1025,0.4468,0.0375,0.0020,0.1829,0.0354,0.4411,0.5121,0.6029,0.1408,1.9476,9525,28814.6,,"metabolic_ramp_per_sec=3.937 max_atrophy=14.782 metabolic_rate_abs_cap_multiple=48.697 idle_explore_seconds=1.064 explore_probability=0.45703 mate_cooldown_seconds=11 circadian_cycle_ticks=370 num_hidden_neurons_default=22 connection_probability=0.34426 afferent_synapse_strength=0.61518 firing_threshold_excitatory=0.52602 spontaneous_firing_rate=0.01946 intrinsic_timescale_default=17.538 resting_potential_decay=0.19055 sensorimotor_coupling=2.675 symmetric_stdp=True refractory_period_ticks=11 post_spike_mp_reset=0.15299 sphere_topology=chc6 cross_sphere_coupling=1.395 cryst_capacity=2.151 free_energy_beta=1.307 learning_rate=0.00353 plasticity_threshold=0.5087 autoreceptor_coefficient=0.18009 adaptation_tau_ticks=34.636 fitness_g_weight=0.3223 intrinsic_timescale_jitter=2.231 firing_threshold_jitter=0.06762 mutation_strength=0.11756 metabolic_rate_multiplier_range=[0.6859233091827918, 1.5640420332377003]",0

20260524_082314/nas_top1.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t022",
+    "version": "NxonArchNAS v0.4 (v162)",
+    "description": "Architecture found by NAS \u2014 trial 22, fitness 6.3941. Plug-and-play compatible with architectures/default.json: drop this file into architectures/ or load with NEURAXON_ARCH=path/to/this.json python main.py",
+    "source": "NxonArchNAS",
+    "rank": 1,
+    "trial_id": 22,
+    "fitness": 6.394133221254696,
+    "saved_at": "2026-05-24T16:23:29",
+    "notes": [
+      "Sections inherited from default.json:  healthy_bands (unchanged target ranges)",
+      "Sections overridden by NAS:  biology, neural, operating_ranges, genetic_lottery",
+      "Load with NEURAXON_ARCH=path/to/this.json python main.py"
+    ]
+  },
+  "biology": {
+    "_doc": "Game-world / bio-inspired dynamics. Independent of neural architecture \u2014 change these to study survival pressure without touching the brain.",
+    "metabolic_ramp_per_sec": 5.324606493176821,
+    "_doc_metabolic_ramp_per_sec": "Multiplier added to food drain and metabolic_rate per second of idle. With 1s idle \u2192 factor (1 + 10*1) = 11\u00d7. Capped by max_atrophy.",
+    "max_atrophy": 4.3488401366228056,
+    "_doc_max_atrophy": "Hard cap on the atrophy multiplier (v151 fix). 5.0 = max 5\u00d7 normal drain even after extended idle.",
+    "metabolic_rate_abs_cap_multiple": 42.3422631339859,
+    "_doc_metabolic_rate_abs_cap_multiple": "Absolute ceiling on the per-NxEr metabolic_rate, expressed as a multiple of the initial value (v153 F-1).",
+    "start_food_default": 25.0,
+    "food_respawn_default": 400,
+    "food_sources_default": 50,
+    "_doc_food": "Defaults if the user doesn't change them via the menu sliders. The menu still overrides at startup.",
+    "mate_cooldown_seconds": 7,
+    "circadian_cycle_ticks": 460,
+    "idle_explore_seconds": 0.6455256054379297,
+    "explore_probability": 0.3042881289958607,
+    "_doc_idle_explore": "v152 idle-exploration safety net. If an NxEr has been idle \u2265 idle_explore_seconds, with explore_probability per tick, override motor output with a random direction."
+  },
+  "neural": {
+    "_doc": "Network architecture (topology + per-neuron parameters). Change these to test different brain configurations.",
+    "num_input_neurons": 10,
+    "num_output_neurons": 7,
+    "num_hidden_neurons_default": 6,
+    "_doc_neuron_counts": "Inputs: 10 sensory channels (movement, encounter, terrain, hunger, sight, smell, daynight, temp, proprio, song). Outputs: 7 motor (MoveX, MoveY, Social, MateIntent, GiveFood, Resting, Sing).",
+    "connection_probability": 0.272555271798008,
+    "afferent_synapse_strength": 1.427245362941723,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.5409737437023058,
+    "firing_threshold_inhibitory": -0.55,
+    "spontaneous_firing_rate": 0.005473590542270987,
+    "intrinsic_timescale_default": 14.338307571061165,
+    "resting_potential_decay": 0.17067959327807192,
+    "sensorimotor_coupling": 2.578820194021567,
+    "_doc_sensorimotor_coupling": "v164 \u2014 multiplier on input\u2192output direct-edge probability. 0.0 = pre-v164 (uniform random links). 1.0 = 2x more sensory\u2192motor connections. 3.0 = 4x. The fitness component sensory_motor_corr was stuck near zero in 1425 v163 trials because there was no architectural bias for sensory pathways. Boost this and plasticity will amplify the correlations.",
+    "symmetric_stdp": false,
+    "_doc_symmetric_stdp": "v169 (v4.77) \u2014 opt-in for MultiNeuraxon2 Bug #3 fix. False (default) preserves v161-v168 asymmetric STDP where state==-1 is invisible to plasticity (only +1-driven correlations strengthen synapses). True enables signed STDP traces + symmetric (-1,-1) \u2192 LTP and (-1,+1) \u2192 LTD branches. Hypothesised to address the input saturation root cause we worked around with sm_corr_peak in v165. NAS will A/B test it.",
+    "refractory_period_ticks": 10,
+    "_doc_refractory_period_ticks": "v171 (v4.79) \u2014 number of ticks a neuron is FORCED to state=0 after each firing event (0\u2192\u00b11 transition). 0 = no refractory (v161-v170 behaviour). The v170 @2400s membrane diagnostics showed only 0.6% of samples at state=0 \u2014 the network had become a bistable +1/-1 oscillator with no rest band. The paper's trinary firing model REQUIRES a meaningful 0 state. This parameter restores it. NAS searches 0-12 ticks; biologically realistic values are 1-5 (~ 1-5 game ticks at 10Hz). The membrane potential continues to evolve during refractory so the neuron can fire again immediately after the buffer expires.",
+    "post_spike_mp_reset": 0.23342380616002556,
+    "_doc_post_spike_mp_reset": "v172 (v4.80) \u2014 after-hyperpolarization (AHP). Fraction by which membrane_potential is pulled toward 0 after each firing event (0\u2192\u00b11). 0.0 = no reset (v171 behaviour). 1.0 = full reset to mp=0. Combined with refractory_period_ticks, restores the paper's intended trinary dynamics: refractory holds state=0 for N ticks while mp drops back to rest band, then state stays at 0 NATURALLY until inputs push mp past threshold again (rather than immediately re-firing). v171 found refract=1 alone only achieved 0.3% state=0 because mp stayed saturated past threshold; this parameter fixes that by snapping mp back to the rest band. NAS searches 0.0-1.0.",
+    "_doc_thresholds": "Membrane firing thresholds (above which trinary_state = +1, below -threshold = -1). The membrane potential is a low-pass filter with intrinsic_timescale ticks. resting_potential_decay multiplies mp by (1-this) each tick before the membrane equation update.",
+    "sphere_topology": "sensory_association_motor",
+    "cross_sphere_coupling": 1.2754168983126348,
+    "cryst_capacity": 1.5891247574211573,
+    "free_energy_beta": 1.4009790297842173
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.004686638882951858,
+    "plasticity_threshold": 0.6164990980179845,
+    "adaptation_tau_ticks": 42.15622721125735,
+    "adaptation_target_excitatory_multiplier": 1.5,
+    "adaptation_target_inhibitory_multiplier": 1.0,
+    "_doc_adaptation": "v149: adapt builds toward 0.55 \u00d7 multiplier when firing. Tau=20 ticks. Excitatory uses 1.5\u00d7 to bias the brake against +1 dominance.",
+    "autoreceptor_coefficient": 0.16795791784105157,
+    "autoreceptor_tau_ticks": 150.0,
+    "autoreceptor_rate_coeff": 0.35,
+    "_doc_autoreceptor": "Per-neuron autoreceptor that subtracts from theta1_eff (v154 sign back to v152 form \u2014 see CHANGELOG_v154 for context).",
+    "sensory_boost_function": "tanh",
+    "sensory_boost_scale": 1.0,
+    "_doc_sensory_boost": "v152 saturating cap: boosted_external = scale * tanh(scale * external_input). Asymptote = scale. 1.0 keeps strong inputs near threshold; lowering compresses further.",
+    "plasticity_brake_threshold": 0.5,
+    "plasticity_brake_slope": 1.8,
+    "plasticity_brake_floor": 0.1,
+    "_doc_plasticity_brake": "v152: when input_saturation_fraction > brake_threshold, learning_rate_mod is multiplied by max(floor, 1 - slope*(sat-threshold)).",
+    "fitness_g_weight": 0.9084114452126061
+  },
+  "genetic_lottery": {
+    "_doc": "v162 \u2014 per-NxEr trait variation at birth. Each NxEr samples its own value from these ranges, creating the genetic diversity that selection acts on (the missing ingredient that kept M10 heritability at 0 across all 743 v161 NAS trials). Inheritance + mutation at mating carries traits across generations.",
+    "metabolic_rate_multiplier_range": [
+      0.8893209058775209,
+      1.0892754102706979
+    ],
+    "_doc_metabolic_rate_multiplier_range": "At birth each NxEr samples a multiplier uniformly from this range and applies it to its base metabolic_rate. [0.85, 1.15] means \u00b115% variation. Wider = more diversity but also more individuals at survival extremes.",
+    "intrinsic_timescale_jitter": 1.3273823137657974,
+    "_doc_intrinsic_timescale_jitter": "At birth each NxEr adds a uniform random value in [-jitter, +jitter] to intrinsic_timescale_default. 0.0 = no per-NxEr variation (all neurons in all NxErs have same timescale).",
+    "firing_threshold_jitter": 0.04614177189213488,
+    "_doc_firing_threshold_jitter": "Same idea for firing_threshold_excitatory / inhibitory. 0.04 = \u00b10.04 around the architecture default of 0.55. 0.0 = no per-NxEr variation.",
+    "mutation_strength": 0.11736450386905103,
+    "_doc_mutation_strength": "When offspring inherit a genetic trait from a parent, the value is perturbed by \u00b1mutation_strength \u00d7 (parent_value). 0.05 = 5% perturbation. 0 = exact copy."
+  },
+  "healthy_bands": {
+    "_doc": "Target ranges shown on the dashboard. NxErs operating in these bands are coloured green.",
+    "M1_excitatory_fraction": [
+      0.18,
+      0.28
+    ],
+    "M2_mean_gate": [
+      0.4,
+      0.85
+    ],
+    "M3_pac_modulation_idx": [
+      0.005,
+      0.1
+    ],
+    "M5_branching_ratio": [
+      0.92,
+      1.1
+    ],
+    "M6_spontaneous_fraction": [
+      0.1,
+      0.45
+    ],
+    "M7_zero_input_mi_ratio": [
+      0.4,
+      1.2
+    ],
+    "M9_transfer_ratio": [
+      0.85,
+      1.3
+    ],
+    "M10_heritability_r": [
+      0.2,
+      1.0
+    ],
+    "sensory_motor_corr": [
+      0.2,
+      1.0
+    ],
+    "pop_mean_idle_seconds": [
+      0.0,
+      1.5
+    ],
+    "input_saturation_fraction": [
+      0.0,
+      0.3
+    ],
+    "input_locked_fraction": [
+      0.0,
+      0.2
+    ],
+    "exploration_trigger_rate": [
+      0.01,
+      0.4
+    ]
+  }
+}

20260524_082314/nas_top2.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t004",
+    "version": "NxonArchNAS v0.4 (v162)",
+    "description": "Architecture found by NAS \u2014 trial 4, fitness 6.3821. Plug-and-play compatible with architectures/default.json: drop this file into architectures/ or load with NEURAXON_ARCH=path/to/this.json python main.py",
+    "source": "NxonArchNAS",
+    "rank": 2,
+    "trial_id": 4,
+    "fitness": 6.382126342048773,
+    "saved_at": "2026-05-24T16:23:29",
+    "notes": [
+      "Sections inherited from default.json:  healthy_bands (unchanged target ranges)",
+      "Sections overridden by NAS:  biology, neural, operating_ranges, genetic_lottery",
+      "Load with NEURAXON_ARCH=path/to/this.json python main.py"
+    ]
+  },
+  "biology": {
+    "_doc": "Game-world / bio-inspired dynamics. Independent of neural architecture \u2014 change these to study survival pressure without touching the brain.",
+    "metabolic_ramp_per_sec": 2.009150338047096,
+    "_doc_metabolic_ramp_per_sec": "Multiplier added to food drain and metabolic_rate per second of idle. With 1s idle \u2192 factor (1 + 10*1) = 11\u00d7. Capped by max_atrophy.",
+    "max_atrophy": 5.876106769563087,
+    "_doc_max_atrophy": "Hard cap on the atrophy multiplier (v151 fix). 5.0 = max 5\u00d7 normal drain even after extended idle.",
+    "metabolic_rate_abs_cap_multiple": 9.01279060406328,
+    "_doc_metabolic_rate_abs_cap_multiple": "Absolute ceiling on the per-NxEr metabolic_rate, expressed as a multiple of the initial value (v153 F-1).",
+    "start_food_default": 25.0,
+    "food_respawn_default": 400,
+    "food_sources_default": 50,
+    "_doc_food": "Defaults if the user doesn't change them via the menu sliders. The menu still overrides at startup.",
+    "mate_cooldown_seconds": 19,
+    "circadian_cycle_ticks": 1126,
+    "idle_explore_seconds": 2.3440169557821577,
+    "explore_probability": 0.7272331266939107,
+    "_doc_idle_explore": "v152 idle-exploration safety net. If an NxEr has been idle \u2265 idle_explore_seconds, with explore_probability per tick, override motor output with a random direction."
+  },
+  "neural": {
+    "_doc": "Network architecture (topology + per-neuron parameters). Change these to test different brain configurations.",
+    "num_input_neurons": 10,
+    "num_output_neurons": 7,
+    "num_hidden_neurons_default": 15,
+    "_doc_neuron_counts": "Inputs: 10 sensory channels (movement, encounter, terrain, hunger, sight, smell, daynight, temp, proprio, song). Outputs: 7 motor (MoveX, MoveY, Social, MateIntent, GiveFood, Resting, Sing).",
+    "connection_probability": 0.22183569310141765,
+    "afferent_synapse_strength": 0.8890459109366797,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.570207083106673,
+    "firing_threshold_inhibitory": -0.55,
+    "spontaneous_firing_rate": 0.006220179820140497,
+    "intrinsic_timescale_default": 24.101967086581812,
+    "resting_potential_decay": 0.3040058133550221,
+    "sensorimotor_coupling": 2.9339534810320025,
+    "_doc_sensorimotor_coupling": "v164 \u2014 multiplier on input\u2192output direct-edge probability. 0.0 = pre-v164 (uniform random links). 1.0 = 2x more sensory\u2192motor connections. 3.0 = 4x. The fitness component sensory_motor_corr was stuck near zero in 1425 v163 trials because there was no architectural bias for sensory pathways. Boost this and plasticity will amplify the correlations.",
+    "symmetric_stdp": false,
+    "_doc_symmetric_stdp": "v169 (v4.77) \u2014 opt-in for MultiNeuraxon2 Bug #3 fix. False (default) preserves v161-v168 asymmetric STDP where state==-1 is invisible to plasticity (only +1-driven correlations strengthen synapses). True enables signed STDP traces + symmetric (-1,-1) \u2192 LTP and (-1,+1) \u2192 LTD branches. Hypothesised to address the input saturation root cause we worked around with sm_corr_peak in v165. NAS will A/B test it.",
+    "refractory_period_ticks": 2,
+    "_doc_refractory_period_ticks": "v171 (v4.79) \u2014 number of ticks a neuron is FORCED to state=0 after each firing event (0\u2192\u00b11 transition). 0 = no refractory (v161-v170 behaviour). The v170 @2400s membrane diagnostics showed only 0.6% of samples at state=0 \u2014 the network had become a bistable +1/-1 oscillator with no rest band. The paper's trinary firing model REQUIRES a meaningful 0 state. This parameter restores it. NAS searches 0-12 ticks; biologically realistic values are 1-5 (~ 1-5 game ticks at 10Hz). The membrane potential continues to evolve during refractory so the neuron can fire again immediately after the buffer expires.",
+    "post_spike_mp_reset": 0.6597508227473674,
+    "_doc_post_spike_mp_reset": "v172 (v4.80) \u2014 after-hyperpolarization (AHP). Fraction by which membrane_potential is pulled toward 0 after each firing event (0\u2192\u00b11). 0.0 = no reset (v171 behaviour). 1.0 = full reset to mp=0. Combined with refractory_period_ticks, restores the paper's intended trinary dynamics: refractory holds state=0 for N ticks while mp drops back to rest band, then state stays at 0 NATURALLY until inputs push mp past threshold again (rather than immediately re-firing). v171 found refract=1 alone only achieved 0.3% state=0 because mp stayed saturated past threshold; this parameter fixes that by snapping mp back to the rest band. NAS searches 0.0-1.0.",
+    "_doc_thresholds": "Membrane firing thresholds (above which trinary_state = +1, below -threshold = -1). The membrane potential is a low-pass filter with intrinsic_timescale ticks. resting_potential_decay multiplies mp by (1-this) each tick before the membrane equation update.",
+    "sphere_topology": "sensory_association_motor",
+    "cross_sphere_coupling": 2.7867404790065304,
+    "cryst_capacity": 2.010530393271611,
+    "free_energy_beta": 1.4727749745693564
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.042137391492307406,
+    "plasticity_threshold": 0.36605078358965104,
+    "adaptation_tau_ticks": 34.263756699305155,
+    "adaptation_target_excitatory_multiplier": 1.5,
+    "adaptation_target_inhibitory_multiplier": 1.0,
+    "_doc_adaptation": "v149: adapt builds toward 0.55 \u00d7 multiplier when firing. Tau=20 ticks. Excitatory uses 1.5\u00d7 to bias the brake against +1 dominance.",
+    "autoreceptor_coefficient": 0.1555347574836508,
+    "autoreceptor_tau_ticks": 150.0,
+    "autoreceptor_rate_coeff": 0.35,
+    "_doc_autoreceptor": "Per-neuron autoreceptor that subtracts from theta1_eff (v154 sign back to v152 form \u2014 see CHANGELOG_v154 for context).",
+    "sensory_boost_function": "tanh",
+    "sensory_boost_scale": 1.0,
+    "_doc_sensory_boost": "v152 saturating cap: boosted_external = scale * tanh(scale * external_input). Asymptote = scale. 1.0 keeps strong inputs near threshold; lowering compresses further.",
+    "plasticity_brake_threshold": 0.5,
+    "plasticity_brake_slope": 1.8,
+    "plasticity_brake_floor": 0.1,
+    "_doc_plasticity_brake": "v152: when input_saturation_fraction > brake_threshold, learning_rate_mod is multiplied by max(floor, 1 - slope*(sat-threshold)).",
+    "fitness_g_weight": 0.7129489728191218
+  },
+  "genetic_lottery": {
+    "_doc": "v162 \u2014 per-NxEr trait variation at birth. Each NxEr samples its own value from these ranges, creating the genetic diversity that selection acts on (the missing ingredient that kept M10 heritability at 0 across all 743 v161 NAS trials). Inheritance + mutation at mating carries traits across generations.",
+    "metabolic_rate_multiplier_range": [
+      0.7396473049991001,
+      1.4194278278010557
+    ],
+    "_doc_metabolic_rate_multiplier_range": "At birth each NxEr samples a multiplier uniformly from this range and applies it to its base metabolic_rate. [0.85, 1.15] means \u00b115% variation. Wider = more diversity but also more individuals at survival extremes.",
+    "intrinsic_timescale_jitter": 2.9873640202343505,
+    "_doc_intrinsic_timescale_jitter": "At birth each NxEr adds a uniform random value in [-jitter, +jitter] to intrinsic_timescale_default. 0.0 = no per-NxEr variation (all neurons in all NxErs have same timescale).",
+    "firing_threshold_jitter": 0.13494211269644182,
+    "_doc_firing_threshold_jitter": "Same idea for firing_threshold_excitatory / inhibitory. 0.04 = \u00b10.04 around the architecture default of 0.55. 0.0 = no per-NxEr variation.",
+    "mutation_strength": 0.07869319838084687,
+    "_doc_mutation_strength": "When offspring inherit a genetic trait from a parent, the value is perturbed by \u00b1mutation_strength \u00d7 (parent_value). 0.05 = 5% perturbation. 0 = exact copy."
+  },
+  "healthy_bands": {
+    "_doc": "Target ranges shown on the dashboard. NxErs operating in these bands are coloured green.",
+    "M1_excitatory_fraction": [
+      0.18,
+      0.28
+    ],
+    "M2_mean_gate": [
+      0.4,
+      0.85
+    ],
+    "M3_pac_modulation_idx": [
+      0.005,
+      0.1
+    ],
+    "M5_branching_ratio": [
+      0.92,
+      1.1
+    ],
+    "M6_spontaneous_fraction": [
+      0.1,
+      0.45
+    ],
+    "M7_zero_input_mi_ratio": [
+      0.4,
+      1.2
+    ],
+    "M9_transfer_ratio": [
+      0.85,
+      1.3
+    ],
+    "M10_heritability_r": [
+      0.2,
+      1.0
+    ],
+    "sensory_motor_corr": [
+      0.2,
+      1.0
+    ],
+    "pop_mean_idle_seconds": [
+      0.0,
+      1.5
+    ],
+    "input_saturation_fraction": [
+      0.0,
+      0.3
+    ],
+    "input_locked_fraction": [
+      0.0,
+      0.2
+    ],
+    "exploration_trigger_rate": [
+      0.01,
+      0.4
+    ]
+  }
+}

20260524_082314/nas_top3.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t014",
+    "version": "NxonArchNAS v0.4 (v162)",
+    "description": "Architecture found by NAS \u2014 trial 14, fitness 6.3812. Plug-and-play compatible with architectures/default.json: drop this file into architectures/ or load with NEURAXON_ARCH=path/to/this.json python main.py",
+    "source": "NxonArchNAS",
+    "rank": 3,
+    "trial_id": 14,
+    "fitness": 6.381214563706496,
+    "saved_at": "2026-05-24T16:23:29",
+    "notes": [
+      "Sections inherited from default.json:  healthy_bands (unchanged target ranges)",
+      "Sections overridden by NAS:  biology, neural, operating_ranges, genetic_lottery",
+      "Load with NEURAXON_ARCH=path/to/this.json python main.py"
+    ]
+  },
+  "biology": {
+    "_doc": "Game-world / bio-inspired dynamics. Independent of neural architecture \u2014 change these to study survival pressure without touching the brain.",
+    "metabolic_ramp_per_sec": 17.327456676472636,
+    "_doc_metabolic_ramp_per_sec": "Multiplier added to food drain and metabolic_rate per second of idle. With 1s idle \u2192 factor (1 + 10*1) = 11\u00d7. Capped by max_atrophy.",
+    "max_atrophy": 8.4924296309905,
+    "_doc_max_atrophy": "Hard cap on the atrophy multiplier (v151 fix). 5.0 = max 5\u00d7 normal drain even after extended idle.",
+    "metabolic_rate_abs_cap_multiple": 10.611356027313327,
+    "_doc_metabolic_rate_abs_cap_multiple": "Absolute ceiling on the per-NxEr metabolic_rate, expressed as a multiple of the initial value (v153 F-1).",
+    "start_food_default": 25.0,
+    "food_respawn_default": 400,
+    "food_sources_default": 50,
+    "_doc_food": "Defaults if the user doesn't change them via the menu sliders. The menu still overrides at startup.",
+    "mate_cooldown_seconds": 13,
+    "circadian_cycle_ticks": 436,
+    "idle_explore_seconds": 0.8482362152519376,
+    "explore_probability": 0.7090018084109959,
+    "_doc_idle_explore": "v152 idle-exploration safety net. If an NxEr has been idle \u2265 idle_explore_seconds, with explore_probability per tick, override motor output with a random direction."
+  },
+  "neural": {
+    "_doc": "Network architecture (topology + per-neuron parameters). Change these to test different brain configurations.",
+    "num_input_neurons": 10,
+    "num_output_neurons": 7,
+    "num_hidden_neurons_default": 20,
+    "_doc_neuron_counts": "Inputs: 10 sensory channels (movement, encounter, terrain, hunger, sight, smell, daynight, temp, proprio, song). Outputs: 7 motor (MoveX, MoveY, Social, MateIntent, GiveFood, Resting, Sing).",
+    "connection_probability": 0.3502733197759059,
+    "afferent_synapse_strength": 1.7854709436797376,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.5786356955408258,
+    "firing_threshold_inhibitory": -0.55,
+    "spontaneous_firing_rate": 0.06965169364802233,
+    "intrinsic_timescale_default": 27.611370367829615,
+    "resting_potential_decay": 0.2531630806904407,
+    "sensorimotor_coupling": 2.1578218838279013,
+    "_doc_sensorimotor_coupling": "v164 \u2014 multiplier on input\u2192output direct-edge probability. 0.0 = pre-v164 (uniform random links). 1.0 = 2x more sensory\u2192motor connections. 3.0 = 4x. The fitness component sensory_motor_corr was stuck near zero in 1425 v163 trials because there was no architectural bias for sensory pathways. Boost this and plasticity will amplify the correlations.",
+    "symmetric_stdp": true,
+    "_doc_symmetric_stdp": "v169 (v4.77) \u2014 opt-in for MultiNeuraxon2 Bug #3 fix. False (default) preserves v161-v168 asymmetric STDP where state==-1 is invisible to plasticity (only +1-driven correlations strengthen synapses). True enables signed STDP traces + symmetric (-1,-1) \u2192 LTP and (-1,+1) \u2192 LTD branches. Hypothesised to address the input saturation root cause we worked around with sm_corr_peak in v165. NAS will A/B test it.",
+    "refractory_period_ticks": 8,
+    "_doc_refractory_period_ticks": "v171 (v4.79) \u2014 number of ticks a neuron is FORCED to state=0 after each firing event (0\u2192\u00b11 transition). 0 = no refractory (v161-v170 behaviour). The v170 @2400s membrane diagnostics showed only 0.6% of samples at state=0 \u2014 the network had become a bistable +1/-1 oscillator with no rest band. The paper's trinary firing model REQUIRES a meaningful 0 state. This parameter restores it. NAS searches 0-12 ticks; biologically realistic values are 1-5 (~ 1-5 game ticks at 10Hz). The membrane potential continues to evolve during refractory so the neuron can fire again immediately after the buffer expires.",
+    "post_spike_mp_reset": 0.44591361207670044,
+    "_doc_post_spike_mp_reset": "v172 (v4.80) \u2014 after-hyperpolarization (AHP). Fraction by which membrane_potential is pulled toward 0 after each firing event (0\u2192\u00b11). 0.0 = no reset (v171 behaviour). 1.0 = full reset to mp=0. Combined with refractory_period_ticks, restores the paper's intended trinary dynamics: refractory holds state=0 for N ticks while mp drops back to rest band, then state stays at 0 NATURALLY until inputs push mp past threshold again (rather than immediately re-firing). v171 found refract=1 alone only achieved 0.3% state=0 because mp stayed saturated past threshold; this parameter fixes that by snapping mp back to the rest band. NAS searches 0.0-1.0.",
+    "_doc_thresholds": "Membrane firing thresholds (above which trinary_state = +1, below -threshold = -1). The membrane potential is a low-pass filter with intrinsic_timescale ticks. resting_potential_decay multiplies mp by (1-this) each tick before the membrane equation update.",
+    "sphere_topology": "chc6",
+    "cross_sphere_coupling": 2.2974410528914966,
+    "cryst_capacity": 1.5425996256559642,
+    "free_energy_beta": 1.3654723428690283
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.0033382833957021677,
+    "plasticity_threshold": 0.6445979639133048,
+    "adaptation_tau_ticks": 40.07107146002046,
+    "adaptation_target_excitatory_multiplier": 1.5,
+    "adaptation_target_inhibitory_multiplier": 1.0,
+    "_doc_adaptation": "v149: adapt builds toward 0.55 \u00d7 multiplier when firing. Tau=20 ticks. Excitatory uses 1.5\u00d7 to bias the brake against +1 dominance.",
+    "autoreceptor_coefficient": 0.1400139514493816,
+    "autoreceptor_tau_ticks": 150.0,
+    "autoreceptor_rate_coeff": 0.35,
+    "_doc_autoreceptor": "Per-neuron autoreceptor that subtracts from theta1_eff (v154 sign back to v152 form \u2014 see CHANGELOG_v154 for context).",
+    "sensory_boost_function": "tanh",
+    "sensory_boost_scale": 1.0,
+    "_doc_sensory_boost": "v152 saturating cap: boosted_external = scale * tanh(scale * external_input). Asymptote = scale. 1.0 keeps strong inputs near threshold; lowering compresses further.",
+    "plasticity_brake_threshold": 0.5,
+    "plasticity_brake_slope": 1.8,
+    "plasticity_brake_floor": 0.1,
+    "_doc_plasticity_brake": "v152: when input_saturation_fraction > brake_threshold, learning_rate_mod is multiplied by max(floor, 1 - slope*(sat-threshold)).",
+    "fitness_g_weight": 0.2745974469175383
+  },
+  "genetic_lottery": {
+    "_doc": "v162 \u2014 per-NxEr trait variation at birth. Each NxEr samples its own value from these ranges, creating the genetic diversity that selection acts on (the missing ingredient that kept M10 heritability at 0 across all 743 v161 NAS trials). Inheritance + mutation at mating carries traits across generations.",
+    "metabolic_rate_multiplier_range": [
+      0.6271191738526575,
+      1.207150482974734
+    ],
+    "_doc_metabolic_rate_multiplier_range": "At birth each NxEr samples a multiplier uniformly from this range and applies it to its base metabolic_rate. [0.85, 1.15] means \u00b115% variation. Wider = more diversity but also more individuals at survival extremes.",
+    "intrinsic_timescale_jitter": 2.173720856657477,
+    "_doc_intrinsic_timescale_jitter": "At birth each NxEr adds a uniform random value in [-jitter, +jitter] to intrinsic_timescale_default. 0.0 = no per-NxEr variation (all neurons in all NxErs have same timescale).",
+    "firing_threshold_jitter": 0.047956435262814345,
+    "_doc_firing_threshold_jitter": "Same idea for firing_threshold_excitatory / inhibitory. 0.04 = \u00b10.04 around the architecture default of 0.55. 0.0 = no per-NxEr variation.",
+    "mutation_strength": 0.09021978892739933,
+    "_doc_mutation_strength": "When offspring inherit a genetic trait from a parent, the value is perturbed by \u00b1mutation_strength \u00d7 (parent_value). 0.05 = 5% perturbation. 0 = exact copy."
+  },
+  "healthy_bands": {
+    "_doc": "Target ranges shown on the dashboard. NxErs operating in these bands are coloured green.",
+    "M1_excitatory_fraction": [
+      0.18,
+      0.28
+    ],
+    "M2_mean_gate": [
+      0.4,
+      0.85
+    ],
+    "M3_pac_modulation_idx": [
+      0.005,
+      0.1
+    ],
+    "M5_branching_ratio": [
+      0.92,
+      1.1
+    ],
+    "M6_spontaneous_fraction": [
+      0.1,
+      0.45
+    ],
+    "M7_zero_input_mi_ratio": [
+      0.4,
+      1.2
+    ],
+    "M9_transfer_ratio": [
+      0.85,
+      1.3
+    ],
+    "M10_heritability_r": [
+      0.2,
+      1.0
+    ],
+    "sensory_motor_corr": [
+      0.2,
+      1.0
+    ],
+    "pop_mean_idle_seconds": [
+      0.0,
+      1.5
+    ],
+    "input_saturation_fraction": [
+      0.0,
+      0.3
+    ],
+    "input_locked_fraction": [
+      0.0,
+      0.2
+    ],
+    "exploration_trigger_rate": [
+      0.01,
+      0.4
+    ]
+  }
+}

20260524_082314/trial_000/2814893252_nxon2_430391171_1_Completed_2026-05-24T11-19-11Z.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7229ca6d9218d61a9f12fa73ebc4e511c06cbd67126c365a6a1969c3fb60f438
+size 81692628

20260524_082314/trial_000/nxon2_690957258__LifespanLog.txt

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+# Neuraxon Game of Life v5.0 — Per-NxEr lifespan log
+# game_id=nxon2_690957258
+# deaths=32  survivors_listed=23
+# founders_at_start=30
+# founders_still_alive_at_export=12
+# format: tab-separated, header row. status=DIED|ALIVE; ALIVE rows have death_tick=-1 and age_ticks = ticks lived so far.
+nxer_id	birth_tick	death_tick	age_ticks	was_original	status
+77	356	1260	904	0	DIED
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+53	0	1436	1436	1	DIED
+60	0	1798	1798	1	DIED
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+47	0	2550	2550	1	DIED
+66	0	2655	2655	1	DIED
+84	1571	2691	1120	0	DIED
+81	955	2800	1845	0	DIED
+64	0	2845	2845	1	DIED
+73	0	2896	2896	1	DIED
+59	0	3184	3184	1	DIED
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+54	0	3678	3678	1	DIED
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+89	2710	3978	1268	0	DIED
+61	0	3991	3991	1	DIED
+63	0	4115	4115	1	DIED
+90	2764	4166	1402	0	DIED
+83	1317	4241	2924	0	DIED
+69	0	4323	4323	1	DIED
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+74	0	4882	4882	1	DIED
+78	538	4890	4352	0	DIED
+96	3624	4974	1350	0	DIED
+92	2990	5100	2110	0	DIED
+48	0	5267	5267	1	DIED
+72	0	5388	5388	1	DIED
+97	4265	5515	1250	0	DIED
+50	0	-1	5888	1	ALIVE
+51	0	-1	5888	1	ALIVE
+52	0	-1	5888	1	ALIVE
+55	0	-1	5888	1	ALIVE
+56	0	-1	5888	1	ALIVE
+57	0	-1	5888	1	ALIVE
+58	0	-1	5888	1	ALIVE
+62	0	-1	5888	1	ALIVE
+67	0	-1	5888	1	ALIVE
+68	0	-1	5888	1	ALIVE
+70	0	-1	5888	1	ALIVE
+76	0	-1	5888	1	ALIVE
+79	616	-1	5272	0	ALIVE
+82	1253	-1	4635	0	ALIVE
+86	1868	-1	4020	0	ALIVE
+91	2942	-1	2946	0	ALIVE
+93	3125	-1	2763	0	ALIVE
+94	3557	-1	2331	0	ALIVE
+95	3602	-1	2286	0	ALIVE
+98	4617	-1	1271	0	ALIVE
+99	4713	-1	1175	0	ALIVE
+100	5577	-1	311	0	ALIVE
+101	5720	-1	168	0	ALIVE

20260524_082314/trial_000/nxon2_690957258__MembraneDiag.txt

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+# Neuraxon Game of Life v5.0 — Membrane diagnostics
+# game_id=nxon2_690957258
+# rows=1062
+# sampled every 100 ticks, first 3 hidden + first 3 input neurons of first 3 alive NxErs each sample (v176 — layer column)
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20260524_082314/trial_000__arch.json

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+{
+  "_meta": {
+    "source": "NxonArchNAS",
+    "trial_id": 0,
+    "sampled_at": "2026-05-24T08:23:14"
+  },
+  "biology": {
+    "metabolic_ramp_per_sec": 12.23082877532614,
+    "max_atrophy": 1.8376451955060036,
+    "metabolic_rate_abs_cap_multiple": 22.301524555194202,
+    "idle_explore_seconds": 0.79106362392741,
+    "explore_probability": 0.6418827284984074,
+    "mate_cooldown_seconds": 16,
+    "circadian_cycle_ticks": 1058
+  },
+  "neural": {
+    "num_hidden_neurons_default": 23,
+    "connection_probability": 0.17608164978882485,
+    "afferent_synapse_strength": 1.1063061836223245,
+    "firing_threshold_excitatory": 0.40893916583142115,
+    "spontaneous_firing_rate": 0.009167192661639309,
+    "intrinsic_timescale_default": 19.117816338273972,
+    "resting_potential_decay": 0.10663399242096591,
+    "sensorimotor_coupling": 0.5965129520599455,
+    "symmetric_stdp": true,
+    "refractory_period_ticks": 3,
+    "post_spike_mp_reset": 0.4492090462838536,
+    "sphere_topology": "chc6",
+    "cross_sphere_coupling": 1.0207515495539756,
+    "cryst_capacity": 0.8109589996235631,
+    "free_energy_beta": 1.9272622227515281
+  },
+  "operating_ranges": {
+    "learning_rate": 0.00489693023424257,
+    "plasticity_threshold": 0.6477201283171735,
+    "autoreceptor_coefficient": 0.20176147342595346,
+    "adaptation_tau_ticks": 16.386372655075604,
+    "fitness_g_weight": 0.33659454511262676
+  },
+  "healthy_bands": {},
+  "genetic_lottery": {
+    "intrinsic_timescale_jitter": 6.779954930779678,
+    "firing_threshold_jitter": 0.09055890470503365,
+    "mutation_strength": 0.12492667552566943,
+    "metabolic_rate_multiplier_range": [
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+      1.1031940072584052
+    ]
+  }
+}

20260524_082314/trial_001/nxon2_024722855__LifespanLog.txt

@@ -0,0 +1,50 @@
+# Neuraxon Game of Life v5.0 — Per-NxEr lifespan log
+# game_id=nxon2_024722855
+# deaths=33  survivors_listed=10
+# founders_at_start=30
+# founders_still_alive_at_export=6
+# format: tab-separated, header row. status=DIED|ALIVE; ALIVE rows have death_tick=-1 and age_ticks = ticks lived so far.
+nxer_id	birth_tick	death_tick	age_ticks	was_original	status
+30	706	2690	1984	0	DIED
+19	1	4125	4124	1	DIED
+2	1	6053	6052	1	DIED
+14	1	6272	6271	1	DIED
+21	1	7238	7237	1	DIED
+0	1	7598	7597	1	DIED
+20	1	7664	7663	1	DIED
+26	1	7774	7773	1	DIED
+31	2244	7808	5564	0	DIED
+32	2774	7808	5034	0	DIED
+27	1	8314	8313	1	DIED
+6	1	8415	8414	1	DIED
+10	1	8503	8502	1	DIED
+16	1	8784	8783	1	DIED
+25	1	8953	8952	1	DIED
+18	1	9026	9025	1	DIED
+8	1	9028	9027	1	DIED
+5	1	9140	9139	1	DIED
+35	5047	9173	4126	0	DIED
+28	1	9216	9215	1	DIED
+9	1	9883	9882	1	DIED
+34	4508	10228	5720	0	DIED
+36	5297	10345	5048	0	DIED
+4	1	10463	10462	1	DIED
+41	7630	10764	3134	0	DIED
+24	1	11031	11030	1	DIED
+1	1	11072	11071	1	DIED
+13	1	11094	11093	1	DIED
+33	2931	11291	8360	0	DIED
+23	1	11493	11492	1	DIED
+7	1	11502	11501	1	DIED
+22	1	11556	11555	1	DIED
+37	5857	12133	6276	0	DIED
+3	1	-1	12142	1	ALIVE
+11	1	-1	12142	1	ALIVE
+12	1	-1	12142	1	ALIVE
+15	1	-1	12142	1	ALIVE
+17	1	-1	12142	1	ALIVE
+29	1	-1	12142	1	ALIVE
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+39	7251	-1	4892	0	ALIVE
+40	7471	-1	4672	0	ALIVE
+42	8581	-1	3562	0	ALIVE

20260524_082314/trial_001__arch.json

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+{
+  "_meta": {
+    "source": "NxonArchNAS",
+    "trial_id": 1,
+    "sampled_at": "2026-05-24T08:23:14"
+  },
+  "biology": {
+    "metabolic_ramp_per_sec": 13.675708587101086,
+    "max_atrophy": 8.73907923463846,
+    "metabolic_rate_abs_cap_multiple": 58.602019726927274,
+    "idle_explore_seconds": 1.1327756298583778,
+    "explore_probability": 0.5312243787639362,
+    "mate_cooldown_seconds": 19,
+    "circadian_cycle_ticks": 943
+  },
+  "neural": {
+    "num_hidden_neurons_default": 17,
+    "connection_probability": 0.32320564357702863,
+    "afferent_synapse_strength": 1.4454862034579081,
+    "firing_threshold_excitatory": 0.4137473150966987,
+    "spontaneous_firing_rate": 0.0094056079454035,
+    "intrinsic_timescale_default": 14.366535199246357,
+    "resting_potential_decay": 0.11994799423090688,
+    "sensorimotor_coupling": 0.6983726590830905,
+    "symmetric_stdp": false,
+    "refractory_period_ticks": 6,
+    "post_spike_mp_reset": 0.2779736031100921,
+    "sphere_topology": "chc6",
+    "cross_sphere_coupling": 2.105460940375654,
+    "cryst_capacity": 1.8670953310733345,
+    "free_energy_beta": 0.42138426628353215
+  },
+  "operating_ranges": {
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+    "plasticity_threshold": 0.4459328715880337,
+    "autoreceptor_coefficient": 0.12403619342337653,
+    "adaptation_tau_ticks": 18.38028123085951,
+    "fitness_g_weight": 0.6349782881970603
+  },
+  "healthy_bands": {},
+  "genetic_lottery": {
+    "intrinsic_timescale_jitter": 3.698081694808926,
+    "firing_threshold_jitter": 0.04049217401764169,
+    "mutation_strength": 0.14030085335075831,
+    "metabolic_rate_multiplier_range": [
+      0.7869489569603978,
+      1.1846460088332844
+    ]
+  }
+}

20260524_082314/trial_002/nxon2_117492643__LifespanLog.txt

@@ -0,0 +1,45 @@
+# Neuraxon Game of Life v5.0 — Per-NxEr lifespan log
+# game_id=nxon2_117492643
+# deaths=33  survivors_listed=5
+# founders_at_start=30
+# founders_still_alive_at_export=4
+# format: tab-separated, header row. status=DIED|ALIVE; ALIVE rows have death_tick=-1 and age_ticks = ticks lived so far.
+nxer_id	birth_tick	death_tick	age_ticks	was_original	status
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+6	1	33655	33654	1	DIED
+9	1	34092	34091	1	DIED
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+4	1	-1	36129	1	ALIVE
+16	1	-1	36129	1	ALIVE
+21	1	-1	36129	1	ALIVE
+30	480	-1	35650	0	ALIVE

20260524_082314/trial_002__arch.json

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+{
+  "_meta": {
+    "source": "NxonArchNAS",
+    "trial_id": 2,
+    "sampled_at": "2026-05-24T08:23:14"
+  },
+  "biology": {
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+    "max_atrophy": 4.464804848598631,
+    "metabolic_rate_abs_cap_multiple": 24.862702189596735,
+    "idle_explore_seconds": 1.990289870703219,
+    "explore_probability": 0.23356276852957036,
+    "mate_cooldown_seconds": 19,
+    "circadian_cycle_ticks": 332
+  },
+  "neural": {
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+    "connection_probability": 0.2703494361066987,
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+    "spontaneous_firing_rate": 0.024094772943053604,
+    "intrinsic_timescale_default": 23.794113955817473,
+    "resting_potential_decay": 0.15315663601353516,
+    "sensorimotor_coupling": 1.4976937784768318,
+    "symmetric_stdp": true,
+    "refractory_period_ticks": 2,
+    "post_spike_mp_reset": 0.26488016649805246,
+    "sphere_topology": "chc6",
+    "cross_sphere_coupling": 1.0859893311408328,
+    "cryst_capacity": 2.494651555978322,
+    "free_energy_beta": 0.535163966314455
+  },
+  "operating_ranges": {
+    "learning_rate": 0.004423850642103479,
+    "plasticity_threshold": 0.5245472536652602,
+    "autoreceptor_coefficient": 0.10254832170458705,
+    "adaptation_tau_ticks": 33.38343960894162,
+    "fitness_g_weight": 0.493515834889631
+  },
+  "healthy_bands": {},
+  "genetic_lottery": {
+    "intrinsic_timescale_jitter": 1.2227305547860885,
+    "firing_threshold_jitter": 0.02399730025836754,
+    "mutation_strength": 0.10846255775452253,
+    "metabolic_rate_multiplier_range": [
+      0.8645237551368081,
+      1.5236066003166662
+    ]
+  }
+}

20260524_082314/trial_003/0113300164_nxon2_729357211_1_Completed_2026-05-24T12-53-08Z.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8dde6db6f847088c49d17a341ef113e32d1762ffbb303761afd8e179a23319c7
+size 42292300

20260524_082314/trial_003/nxon2_128886924__LifespanLog.txt

@@ -0,0 +1,50 @@
+# Neuraxon Game of Life v5.0 — Per-NxEr lifespan log
+# game_id=nxon2_128886924
+# deaths=0  survivors_listed=42
+# founders_at_start=30
+# founders_still_alive_at_export=30
+# NOTE: zero deaths this trial — a healthy run. Death rows are absent; survivor rows follow.
+# format: tab-separated, header row. status=DIED|ALIVE; ALIVE rows have death_tick=-1 and age_ticks = ticks lived so far.
+nxer_id	birth_tick	death_tick	age_ticks	was_original	status
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20260524_082314/trial_003/nxon2_128886924__MembraneDiag.txt

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+# Neuraxon Game of Life v5.0 — Membrane diagnostics
+# game_id=nxon2_128886924
+# rows=1026
+# sampled every 100 ticks, first 3 hidden + first 3 input neurons of first 3 alive NxErs each sample (v176 — layer column)
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20260524_082314/trial_003__arch.json

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20260524_082314/trial_004/4672713223_nxon2_005929900_1_Completed_2026-05-24T13-28-38Z.json

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