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@@ -348,3 +348,21 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 20260525_081253/trial_143/nxon2_606049386__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
 20260525_081253/trial_154/9750608623_nxon2_914549286_1_Completed_2026-05-26T06-41-51Z.json filter=lfs diff=lfs merge=lfs -text
 20260525_081253/trial_154/nxon2_914549286__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_001/8122857402_nxon2_024722855_1_Completed_2026-05-26T08-14-37Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_001/nxon2_024722855__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_010/9265515126_nxon2_665742890_1_Completed_2026-05-26T08-45-09Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_010/nxon2_665742890__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_011/8613998014_nxon2_626923789_1_Completed_2026-05-26T08-24-23Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_011/nxon2_626923789__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_014/nxon2_530988929__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_020/1472338294_nxon2_904750843_1_Completed_2026-05-26T08-41-09Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_020/nxon2_904750843__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_023/8262215887_nxon2_978382022_1_Completed_2026-05-26T08-40-23Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_023/nxon2_978382022__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_032/7461000803_nxon2_524861343_1_Completed_2026-05-26T09-59-23Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_032/nxon2_524861343__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_043/8008287655_nxon2_771089622_1_Completed_2026-05-26T10-16-25Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_049/5342836891_nxon2_198538749_1_Completed_2026-05-26T10-21-44Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_049/nxon2_198538749__KeyMetrics.txt filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_051/9884532279_nxon2_138207471_1_Completed_2026-05-26T09-59-50Z.json filter=lfs diff=lfs merge=lfs -text
+20260526_084612/trial_073/9437110981_nxon2_157926420_1_Completed_2026-05-26T11-48-25Z.json filter=lfs diff=lfs merge=lfs -text

20260526_084612/nas_best.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t046",
+    "version": "NxonArchNAS v0.7 (v188)",
+    "description": "Architecture found by NAS \u2014 trial 46, fitness 6.6074. 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": 46,
+    "fitness": 6.607362696445784,
+    "saved_at": "2026-05-26T12:46:23",
+    "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": 5.057654891742574,
+    "_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": 6.319151376477406,
+    "_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": 48.6037614828781,
+    "_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": 1118,
+    "idle_explore_seconds": 2.204756209571727,
+    "explore_probability": 0.39915481182880674,
+    "_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": 17,
+    "_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": 0.28108541493748096,
+    "afferent_synapse_strength": 1.0800261295733544,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.5319209901123587,
+    "firing_threshold_inhibitory": -0.413056384652902,
+    "spontaneous_firing_rate": 0.012800023985420165,
+    "intrinsic_timescale_default": 12.109978786978653,
+    "resting_potential_decay": 0.2730171227781537,
+    "sensorimotor_coupling": 1.102040780879046,
+    "_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": 0,
+    "_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": 0.36354066217131786,
+    "_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": 0.3077937233463429,
+    "cryst_capacity": 1.1558398106831196,
+    "free_energy_beta": 0.8025879138785819
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.0025784885973109345,
+    "plasticity_threshold": 0.5409813195320908,
+    "adaptation_tau_ticks": 31.818975893785478,
+    "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": 0.21446825590797736,
+    "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": 0.44591576309965264
+  },
+  "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": [
+      0.8511820189590797,
+      1.1416546246362527
+    ],
+    "_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": 3.551267048808752,
+    "_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": 0.06706944895053858,
+    "_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": 0.11448587144244338,
+    "_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
+    ]
+  }
+}

20260526_084612/nas_log.csv

@@ -0,0 +1,64 @@
+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,total_rounds,went_extinct,extinction_tick,arch_summary,is_global_best
+1,2026-05-26T10:14:46,0.0000,1.0,1.0,1.0,1.0,1.0,1.00,0.4615,0.0000,1.1905,0.3297,0.3297,1.00,1.00,1.0000,0.2127,0.0459,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9916,5314.1,,1,0,-1,"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 firing_threshold_inhibitory=-0.63163 spontaneous_firing_rate=0.01115 intrinsic_timescale_default=9.755 resting_potential_decay=0.1582 sensorimotor_coupling=0.303 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.31784 sphere_topology=sensory_association_motor cross_sphere_coupling=1.827 cryst_capacity=0.84228 free_energy_beta=1.54 learning_rate=0.00647 plasticity_threshold=0.44807 autoreceptor_coefficient=0.0919 adaptation_tau_ticks=20.679 fitness_g_weight=0.1634 intrinsic_timescale_jitter=5.12 firing_threshold_jitter=0.08354 mutation_strength=0.109 metabolic_rate_multiplier_range=[0.7328094046151767, 1.5942378428501276]",1
+11,2026-05-26T10:24:31,0.0000,1.0,1.0,1.0,1.0,1.0,1.00,0.0895,0.2296,1.1453,0.0000,0.0000,1.29,1.30,0.8333,0.2277,0.1195,-0.0509,1.0000,0.2281,0.0000,0.0000,0.0000,0.0000,0.0000,9667,5898.8,,1,0,-1,"metabolic_ramp_per_sec=7.298 max_atrophy=1.873 metabolic_rate_abs_cap_multiple=53.606 idle_explore_seconds=0.87467 explore_probability=0.54835 mate_cooldown_seconds=10 circadian_cycle_ticks=339 num_hidden_neurons_default=9 connection_probability=0.32897 afferent_synapse_strength=1.015 firing_threshold_excitatory=0.63593 firing_threshold_inhibitory=-0.56908 spontaneous_firing_rate=0.07658 intrinsic_timescale_default=10.544 resting_potential_decay=0.32488 sensorimotor_coupling=0.57024 symmetric_stdp=False refractory_period_ticks=5 post_spike_mp_reset=0.21803 sphere_topology=sensory_association_motor cross_sphere_coupling=1.093 cryst_capacity=0.63995 free_energy_beta=1.429 learning_rate=0.01066 plasticity_threshold=0.6226 autoreceptor_coefficient=0.18737 adaptation_tau_ticks=47.611 fitness_g_weight=0.3302 intrinsic_timescale_jitter=5.758 firing_threshold_jitter=0.04505 mutation_strength=0.06021 metabolic_rate_multiplier_range=[0.7098704757704258, 1.5164084037284846]",0
+23,2026-05-26T10:40:34,0.0000,1.0,1.0,1.0,1.0,1.0,1.00,0.3077,0.0322,1.0572,0.0000,0.0000,5.20,3.77,0.9820,0.1523,0.0535,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9622,6862.0,,1,0,-1,"metabolic_ramp_per_sec=14.21 max_atrophy=3.865 metabolic_rate_abs_cap_multiple=34.986 idle_explore_seconds=1.273 explore_probability=0.36689 mate_cooldown_seconds=15 circadian_cycle_ticks=746 num_hidden_neurons_default=21 connection_probability=0.44072 afferent_synapse_strength=1.164 firing_threshold_excitatory=0.5225 firing_threshold_inhibitory=-0.60368 spontaneous_firing_rate=0.00668 intrinsic_timescale_default=11.538 resting_potential_decay=0.20291 sensorimotor_coupling=1.486 symmetric_stdp=True refractory_period_ticks=4 post_spike_mp_reset=0.01835 sphere_topology=sensory_association_motor cross_sphere_coupling=1.973 cryst_capacity=1.585 free_energy_beta=1.003 learning_rate=0.00266 plasticity_threshold=0.40096 autoreceptor_coefficient=0.07318 adaptation_tau_ticks=40.902 fitness_g_weight=0.18758 intrinsic_timescale_jitter=5.003 firing_threshold_jitter=0.114 mutation_strength=0.04646 metabolic_rate_multiplier_range=[0.7266227757030863, 1.4660437347305657]",0
+20,2026-05-26T10:41:18,0.0000,1.0,4.0,3.0,2.0,2.0,2.00,0.1406,0.0188,1.0376,-0.0838,0.0840,1.87,2.17,1.0000,0.1851,0.0614,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9167,6905.7,,1,0,-1,"metabolic_ramp_per_sec=7.774 max_atrophy=5.581 metabolic_rate_abs_cap_multiple=44.817 idle_explore_seconds=0.57848 explore_probability=0.22731 mate_cooldown_seconds=6 circadian_cycle_ticks=866 num_hidden_neurons_default=15 connection_probability=0.35923 afferent_synapse_strength=0.75154 firing_threshold_excitatory=0.66054 firing_threshold_inhibitory=-0.55274 spontaneous_firing_rate=0.05621 intrinsic_timescale_default=20.629 resting_potential_decay=0.21735 sensorimotor_coupling=1.321 symmetric_stdp=False refractory_period_ticks=0 post_spike_mp_reset=0.12624 sphere_topology=sensory_association_motor cross_sphere_coupling=0.45518 cryst_capacity=2.122 free_energy_beta=1.914 learning_rate=0.03204 plasticity_threshold=0.34563 autoreceptor_coefficient=0.06307 adaptation_tau_ticks=29.67 fitness_g_weight=0.08518 intrinsic_timescale_jitter=3.329 firing_threshold_jitter=0.08942 mutation_strength=0.10039 metabolic_rate_multiplier_range=[0.6868668343235407, 1.3569401690396958]",0
+10,2026-05-26T10:45:20,0.0000,1.0,2.0,2.0,2.0,1.0,1.50,0.1538,0.0332,0.9221,-0.2072,0.2072,1.00,1.00,1.0000,0.2170,0.0216,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9044,7147.8,,1,0,-1,"metabolic_ramp_per_sec=15.834 max_atrophy=14.679 metabolic_rate_abs_cap_multiple=50.16 idle_explore_seconds=2.239 explore_probability=0.21487 mate_cooldown_seconds=17 circadian_cycle_ticks=640 num_hidden_neurons_default=19 connection_probability=0.39067 afferent_synapse_strength=1.637 firing_threshold_excitatory=0.64322 firing_threshold_inhibitory=-0.61996 spontaneous_firing_rate=0.04437 intrinsic_timescale_default=10.378 resting_potential_decay=0.31804 sensorimotor_coupling=2.576 symmetric_stdp=False refractory_period_ticks=1 post_spike_mp_reset=0.40829 sphere_topology=sensory_association_motor cross_sphere_coupling=1.98 cryst_capacity=1.297 free_energy_beta=0.77363 learning_rate=0.0088 plasticity_threshold=0.42208 autoreceptor_coefficient=0.20907 adaptation_tau_ticks=19.104 fitness_g_weight=0.06942 intrinsic_timescale_jitter=4.075 firing_threshold_jitter=0.10193 mutation_strength=0.12968 metabolic_rate_multiplier_range=[0.8706643231041263, 1.2431303709955137]",0
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+6,2026-05-26T10:46:15,3.9219,12.0,22.0,19.0,12.0,12.0,13.75,0.2957,0.1186,0.9962,0.1768,0.3152,918.27,368.01,0.9998,0.3848,0.0372,0.0000,0.9370,0.0559,0.4259,0.4529,0.6801,0.1870,2.1914,9432,7203.6,,1,0,-1,"metabolic_ramp_per_sec=15.992 max_atrophy=2.518 metabolic_rate_abs_cap_multiple=50.017 idle_explore_seconds=2.183 explore_probability=0.25875 mate_cooldown_seconds=16 circadian_cycle_ticks=853 num_hidden_neurons_default=6 connection_probability=0.4407 afferent_synapse_strength=1.712 firing_threshold_excitatory=0.65461 firing_threshold_inhibitory=-0.65011 spontaneous_firing_rate=0.01922 intrinsic_timescale_default=12.702 resting_potential_decay=0.20026 sensorimotor_coupling=0.17591 symmetric_stdp=True refractory_period_ticks=0 post_spike_mp_reset=0.49265 sphere_topology=chc6 cross_sphere_coupling=0.46439 cryst_capacity=1.093 free_energy_beta=1.947 learning_rate=0.0047 plasticity_threshold=0.61363 autoreceptor_coefficient=0.141 adaptation_tau_ticks=26.92 fitness_g_weight=0.57918 intrinsic_timescale_jitter=0.45732 firing_threshold_jitter=0.08763 mutation_strength=0.08537 metabolic_rate_multiplier_range=[0.789768320480996, 1.4613865582084853]",1
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+9,2026-05-26T10:46:18,6.2366,19.0,35.0,32.0,27.0,22.0,25.00,0.1701,0.1015,0.9231,0.1943,0.7248,1.75,1.62,1.0000,0.4102,0.0928,0.0000,0.8476,0.0346,0.3965,0.6235,0.8251,0.2505,1.3866,9009,7205.9,,1,0,-1,"metabolic_ramp_per_sec=2.057 max_atrophy=11.91 metabolic_rate_abs_cap_multiple=41.13 idle_explore_seconds=0.8763 explore_probability=0.64474 mate_cooldown_seconds=14 circadian_cycle_ticks=1022 num_hidden_neurons_default=19 connection_probability=0.31827 afferent_synapse_strength=0.73425 firing_threshold_excitatory=0.68352 firing_threshold_inhibitory=-0.49269 spontaneous_firing_rate=0.00756 intrinsic_timescale_default=8.793 resting_potential_decay=0.1923 sensorimotor_coupling=1.658 symmetric_stdp=True refractory_period_ticks=1 post_spike_mp_reset=0.02091 sphere_topology=chc6 cross_sphere_coupling=0.63023 cryst_capacity=0.99906 free_energy_beta=0.47475 learning_rate=0.00647 plasticity_threshold=0.67324 autoreceptor_coefficient=0.24444 adaptation_tau_ticks=11.596 fitness_g_weight=0.78012 intrinsic_timescale_jitter=4.965 firing_threshold_jitter=0.02318 mutation_strength=0.14088 metabolic_rate_multiplier_range=[0.9094471455078531, 1.2735075644076643]",1
+7,2026-05-26T10:46:18,4.3361,14.0,32.0,25.0,16.0,15.0,17.50,0.1856,0.1734,1.1240,-0.0330,0.4435,73.53,8.18,0.9603,0.4308,0.1066,0.0086,0.7202,0.1560,0.5661,0.6508,0.9014,0.4176,2.2372,9766,7206.0,,1,0,-1,"metabolic_ramp_per_sec=15.644 max_atrophy=3.625 metabolic_rate_abs_cap_multiple=57.961 idle_explore_seconds=0.47625 explore_probability=0.31149 mate_cooldown_seconds=15 circadian_cycle_ticks=369 num_hidden_neurons_default=13 connection_probability=0.27113 afferent_synapse_strength=1.73 firing_threshold_excitatory=0.5709 firing_threshold_inhibitory=-0.52632 spontaneous_firing_rate=0.00558 intrinsic_timescale_default=9.804 resting_potential_decay=0.26434 sensorimotor_coupling=1.696 symmetric_stdp=True refractory_period_ticks=2 post_spike_mp_reset=0.10213 sphere_topology=chc6 cross_sphere_coupling=1.372 cryst_capacity=2.358 free_energy_beta=1.891 learning_rate=0.02006 plasticity_threshold=0.39547 autoreceptor_coefficient=0.12916 adaptation_tau_ticks=36.868 fitness_g_weight=0.00932 intrinsic_timescale_jitter=0.79985 firing_threshold_jitter=0.08065 mutation_strength=0.08577 metabolic_rate_multiplier_range=[0.8174057394225824, 1.3596465051014204]",0
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+17,2026-05-26T10:46:19,5.5218,22.0,35.0,34.0,30.0,24.0,27.50,0.1793,0.2700,1.0859,0.5200,0.6977,127.03,6.06,0.6203,0.4744,0.0570,0.0246,0.2600,0.0544,0.3279,0.6185,0.6874,0.1285,1.3956,7965,7207.4,,1,0,-1,"metabolic_ramp_per_sec=3.833 max_atrophy=12.561 metabolic_rate_abs_cap_multiple=58.165 idle_explore_seconds=0.53782 explore_probability=0.21541 mate_cooldown_seconds=10 circadian_cycle_ticks=889 num_hidden_neurons_default=18 connection_probability=0.269 afferent_synapse_strength=1.458 firing_threshold_excitatory=0.4228 firing_threshold_inhibitory=-0.49282 spontaneous_firing_rate=0.02846 intrinsic_timescale_default=10.242 resting_potential_decay=0.29312 sensorimotor_coupling=2.551 symmetric_stdp=False refractory_period_ticks=4 post_spike_mp_reset=0.39132 sphere_topology=chc6 cross_sphere_coupling=0.03796 cryst_capacity=1.34 free_energy_beta=1.133 learning_rate=0.00612 plasticity_threshold=0.47135 autoreceptor_coefficient=0.12411 adaptation_tau_ticks=30.238 fitness_g_weight=0.43352 intrinsic_timescale_jitter=3.678 firing_threshold_jitter=0.02295 mutation_strength=0.0429 metabolic_rate_multiplier_range=[0.7267658134732752, 1.5403662581428068]",0
+24,2026-05-26T10:46:19,5.5254,27.0,39.0,37.0,35.0,29.0,32.00,0.2614,0.2477,1.1128,0.2549,0.5257,146.73,4.85,0.6975,0.4892,0.0178,0.0245,0.2203,0.0463,0.3218,0.5357,0.5946,0.0838,1.3684,4922,7207.4,,1,0,-1,"metabolic_ramp_per_sec=10.788 max_atrophy=14.024 metabolic_rate_abs_cap_multiple=30.782 idle_explore_seconds=1.836 explore_probability=0.27286 mate_cooldown_seconds=16 circadian_cycle_ticks=923 num_hidden_neurons_default=13 connection_probability=0.36293 afferent_synapse_strength=0.9729 firing_threshold_excitatory=0.4041 firing_threshold_inhibitory=-0.5776 spontaneous_firing_rate=0.00932 intrinsic_timescale_default=26.511 resting_potential_decay=0.12837 sensorimotor_coupling=2.841 symmetric_stdp=False refractory_period_ticks=3 post_spike_mp_reset=0.46633 sphere_topology=chc6 cross_sphere_coupling=0.73119 cryst_capacity=1.603 free_energy_beta=0.9521 learning_rate=0.00512 plasticity_threshold=0.58216 autoreceptor_coefficient=0.1331 adaptation_tau_ticks=29.3 fitness_g_weight=0.92187 intrinsic_timescale_jitter=6.912 firing_threshold_jitter=0.04144 mutation_strength=0.1227 metabolic_rate_multiplier_range=[0.7778843120575129, 1.533629440330562]",0
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+8,2026-05-26T10:46:20,5.7334,25.0,35.0,30.0,30.0,27.0,28.00,0.2342,0.1407,1.0430,-0.3762,0.4044,64.00,3.39,0.9851,0.4334,0.0794,-0.0314,0.7110,0.1592,0.3463,0.4840,0.8444,0.1984,1.5415,5423,7207.8,,1,0,-1,"metabolic_ramp_per_sec=4.119 max_atrophy=6.212 metabolic_rate_abs_cap_multiple=11.577 idle_explore_seconds=0.83743 explore_probability=0.37099 mate_cooldown_seconds=13 circadian_cycle_ticks=1153 num_hidden_neurons_default=23 connection_probability=0.36106 afferent_synapse_strength=1.334 firing_threshold_excitatory=0.69617 firing_threshold_inhibitory=-0.50381 spontaneous_firing_rate=0.00511 intrinsic_timescale_default=25.976 resting_potential_decay=0.17484 sensorimotor_coupling=1.99 symmetric_stdp=False refractory_period_ticks=2 post_spike_mp_reset=0.05771 sphere_topology=chc6 cross_sphere_coupling=0.61079 cryst_capacity=1.768 free_energy_beta=0.74877 learning_rate=0.00282 plasticity_threshold=0.52129 autoreceptor_coefficient=0.10447 adaptation_tau_ticks=34.193 fitness_g_weight=0.48853 intrinsic_timescale_jitter=0.73839 firing_threshold_jitter=0.06354 mutation_strength=0.05597 metabolic_rate_multiplier_range=[0.9168677718777631, 1.5153570423121705]",0
+15,2026-05-26T10:46:20,5.6650,19.0,34.0,32.0,30.0,22.0,25.75,0.2425,0.1705,1.2593,0.0455,0.4242,44.62,6.77,0.8615,0.4024,0.0532,0.0113,0.4414,0.0751,0.3895,0.5202,0.7433,0.1733,1.6662,7944,7207.9,,1,0,-1,"metabolic_ramp_per_sec=13.128 max_atrophy=13.066 metabolic_rate_abs_cap_multiple=47.811 idle_explore_seconds=1.137 explore_probability=0.20354 mate_cooldown_seconds=11 circadian_cycle_ticks=605 num_hidden_neurons_default=18 connection_probability=0.40603 afferent_synapse_strength=1.744 firing_threshold_excitatory=0.52571 firing_threshold_inhibitory=-0.47575 spontaneous_firing_rate=0.02273 intrinsic_timescale_default=21.272 resting_potential_decay=0.15513 sensorimotor_coupling=0.65826 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.01451 sphere_topology=chc6 cross_sphere_coupling=2.759 cryst_capacity=2.461 free_energy_beta=1.208 learning_rate=0.0059 plasticity_threshold=0.57166 autoreceptor_coefficient=0.13086 adaptation_tau_ticks=16.602 fitness_g_weight=0.90693 intrinsic_timescale_jitter=0.67158 firing_threshold_jitter=0.06429 mutation_strength=0.13269 metabolic_rate_multiplier_range=[0.8071624714697687, 1.4146498662598888]",0
+32,2026-05-26T11:59:28,0.0000,1.0,1.0,1.0,1.0,1.0,1.00,0.2308,0.0000,1.0280,0.0000,0.0000,1.00,1.00,1.0000,0.1593,0.0468,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9301,5696.7,,1,0,-1,"metabolic_ramp_per_sec=15.277 max_atrophy=8.982 metabolic_rate_abs_cap_multiple=38.492 idle_explore_seconds=2.089 explore_probability=0.3398 mate_cooldown_seconds=18 circadian_cycle_ticks=451 num_hidden_neurons_default=6 connection_probability=0.23318 afferent_synapse_strength=1.781 firing_threshold_excitatory=0.69626 firing_threshold_inhibitory=-0.53794 spontaneous_firing_rate=0.04576 intrinsic_timescale_default=10.418 resting_potential_decay=0.31661 sensorimotor_coupling=0.39541 symmetric_stdp=True refractory_period_ticks=1 post_spike_mp_reset=0.29443 sphere_topology=sensory_association_motor cross_sphere_coupling=2.237 cryst_capacity=1.452 free_energy_beta=1.623 learning_rate=0.0021 plasticity_threshold=0.40615 autoreceptor_coefficient=0.07535 adaptation_tau_ticks=26.838 fitness_g_weight=0.51324 intrinsic_timescale_jitter=7.563 firing_threshold_jitter=0.0065 mutation_strength=0.12182 metabolic_rate_multiplier_range=[0.6381689035013459, 1.3271112793822017]",0
+51,2026-05-26T12:00:01,0.0000,1.0,4.0,2.0,1.0,1.0,1.25,0.0769,0.0448,0.9649,-0.0050,0.0050,1.00,108.43,1.0000,0.2670,0.1052,0.0000,0.8078,0.0448,0.0000,0.0000,0.0000,0.0000,0.0000,9321,4422.1,,1,0,-1,"metabolic_ramp_per_sec=14.875 max_atrophy=10.747 metabolic_rate_abs_cap_multiple=23.467 idle_explore_seconds=0.46054 explore_probability=0.23595 mate_cooldown_seconds=13 circadian_cycle_ticks=725 num_hidden_neurons_default=21 connection_probability=0.28933 afferent_synapse_strength=1.008 firing_threshold_excitatory=0.4431 firing_threshold_inhibitory=-0.44155 spontaneous_firing_rate=0.01212 intrinsic_timescale_default=29.737 resting_potential_decay=0.18634 sensorimotor_coupling=1.196 symmetric_stdp=True refractory_period_ticks=4 post_spike_mp_reset=0.28083 sphere_topology=sensory_association_motor cross_sphere_coupling=0.15182 cryst_capacity=2.391 free_energy_beta=1.769 learning_rate=0.00559 plasticity_threshold=0.48659 autoreceptor_coefficient=0.10349 adaptation_tau_ticks=19.917 fitness_g_weight=0.41813 intrinsic_timescale_jitter=6.508 firing_threshold_jitter=0.14006 mutation_strength=0.11375 metabolic_rate_multiplier_range=[0.9369400482837678, 1.5462709548908087]",0
+31,2026-05-26T12:14:52,6.2049,27.0,35.0,32.0,33.0,30.0,30.50,0.1985,0.2864,0.6958,0.2396,0.5741,52.21,3.31,0.4987,0.5147,0.0305,0.0033,0.3576,0.0452,0.3149,0.5736,0.6565,0.1060,1.3452,5724,7206.1,,1,0,-1,"metabolic_ramp_per_sec=13.144 max_atrophy=8.793 metabolic_rate_abs_cap_multiple=38.542 idle_explore_seconds=1.899 explore_probability=0.73125 mate_cooldown_seconds=16 circadian_cycle_ticks=401 num_hidden_neurons_default=21 connection_probability=0.3347 afferent_synapse_strength=1.727 firing_threshold_excitatory=0.48392 firing_threshold_inhibitory=-0.49292 spontaneous_firing_rate=0.00913 intrinsic_timescale_default=17.783 resting_potential_decay=0.15903 sensorimotor_coupling=1.088 symmetric_stdp=True refractory_period_ticks=4 post_spike_mp_reset=0.45085 sphere_topology=chc6 cross_sphere_coupling=0.27502 cryst_capacity=0.92421 free_energy_beta=1.387 learning_rate=0.01594 plasticity_threshold=0.32422 autoreceptor_coefficient=0.10518 adaptation_tau_ticks=48.728 fitness_g_weight=0.97109 intrinsic_timescale_jitter=7.911 firing_threshold_jitter=0.11805 mutation_strength=0.04668 metabolic_rate_multiplier_range=[0.6177024787320056, 1.2334300360378838]",0
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+49,2026-05-26T12:21:51,0.0000,1.0,1.0,1.0,1.0,1.0,1.00,0.2308,0.0000,1.0633,0.0680,0.0680,1.00,1.00,1.0000,0.1687,0.0658,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9878,5732.6,,1,0,-1,"metabolic_ramp_per_sec=4.222 max_atrophy=12.17 metabolic_rate_abs_cap_multiple=9.367 idle_explore_seconds=1.519 explore_probability=0.42135 mate_cooldown_seconds=18 circadian_cycle_ticks=864 num_hidden_neurons_default=10 connection_probability=0.33358 afferent_synapse_strength=0.70346 firing_threshold_excitatory=0.49279 firing_threshold_inhibitory=-0.40012 spontaneous_firing_rate=0.03669 intrinsic_timescale_default=19.565 resting_potential_decay=0.29229 sensorimotor_coupling=2.47 symmetric_stdp=False refractory_period_ticks=1 post_spike_mp_reset=0.48619 sphere_topology=sensory_association_motor cross_sphere_coupling=2.303 cryst_capacity=0.75807 free_energy_beta=1.155 learning_rate=0.01581 plasticity_threshold=0.47999 autoreceptor_coefficient=0.18602 adaptation_tau_ticks=23.781 fitness_g_weight=0.86821 intrinsic_timescale_jitter=2.433 firing_threshold_jitter=0.0243 mutation_strength=0.14152 metabolic_rate_multiplier_range=[0.8909867822636395, 1.3349561731082091]",0
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+35,2026-05-26T12:45:25,5.1420,11.0,19.0,18.0,16.0,14.0,14.75,0.2381,0.1715,1.0029,0.0000,0.0000,6.33,4.90,0.9765,0.4044,0.0519,0.0312,1.0000,0.0863,0.7086,0.7827,0.5700,0.2156,3.4286,9196,7205.1,,1,0,-1,"metabolic_ramp_per_sec=7.881 max_atrophy=11.795 metabolic_rate_abs_cap_multiple=37.853 idle_explore_seconds=2.076 explore_probability=0.70709 mate_cooldown_seconds=18 circadian_cycle_ticks=1138 num_hidden_neurons_default=23 connection_probability=0.15788 afferent_synapse_strength=1.715 firing_threshold_excitatory=0.64884 firing_threshold_inhibitory=-0.61977 spontaneous_firing_rate=0.00825 intrinsic_timescale_default=23.459 resting_potential_decay=0.17725 sensorimotor_coupling=1.019 symmetric_stdp=False refractory_period_ticks=1 post_spike_mp_reset=0.43493 sphere_topology=sensory_association_motor cross_sphere_coupling=0.27527 cryst_capacity=1.561 free_energy_beta=0.93953 learning_rate=0.01238 plasticity_threshold=0.46031 autoreceptor_coefficient=0.07837 adaptation_tau_ticks=35.327 fitness_g_weight=0.45365 intrinsic_timescale_jitter=2.595 firing_threshold_jitter=0.14121 mutation_strength=0.09751 metabolic_rate_multiplier_range=[0.655093246545781, 1.2214005533373191]",0
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+37,2026-05-26T12:46:21,5.0208,17.0,30.0,24.0,21.0,20.0,20.50,0.1929,0.1248,1.0162,-0.2376,0.5618,77.82,28.03,0.9994,0.4110,0.0718,0.0000,1.0000,0.0467,0.5280,0.5654,0.8501,0.3389,2.1479,9769,7205.5,,1,0,-1,"metabolic_ramp_per_sec=5.682 max_atrophy=9.043 metabolic_rate_abs_cap_multiple=42.739 idle_explore_seconds=1.079 explore_probability=0.43824 mate_cooldown_seconds=17 circadian_cycle_ticks=343 num_hidden_neurons_default=19 connection_probability=0.15562 afferent_synapse_strength=1.705 firing_threshold_excitatory=0.65863 firing_threshold_inhibitory=-0.52727 spontaneous_firing_rate=0.02451 intrinsic_timescale_default=23.609 resting_potential_decay=0.20442 sensorimotor_coupling=0.34552 symmetric_stdp=False refractory_period_ticks=2 post_spike_mp_reset=0.08594 sphere_topology=chc6 cross_sphere_coupling=2.533 cryst_capacity=0.98663 free_energy_beta=1.301 learning_rate=0.04224 plasticity_threshold=0.48404 autoreceptor_coefficient=0.18792 adaptation_tau_ticks=24.474 fitness_g_weight=0.52396 intrinsic_timescale_jitter=2.716 firing_threshold_jitter=0.04996 mutation_strength=0.04186 metabolic_rate_multiplier_range=[0.7385183439007665, 1.2206510090097238]",0
+45,2026-05-26T12:46:21,5.2271,29.0,41.0,35.0,40.0,40.0,36.00,0.1014,0.3587,0.8802,-0.3184,0.4163,59.85,6.73,0.3415,0.4897,0.0359,0.0094,0.2032,0.0342,0.3424,0.5448,0.4506,0.0645,1.6394,6779,7204.1,,1,0,-1,"metabolic_ramp_per_sec=6.058 max_atrophy=1.719 metabolic_rate_abs_cap_multiple=49.003 idle_explore_seconds=1.059 explore_probability=0.63976 mate_cooldown_seconds=16 circadian_cycle_ticks=406 num_hidden_neurons_default=24 connection_probability=0.37056 afferent_synapse_strength=0.99902 firing_threshold_excitatory=0.4133 firing_threshold_inhibitory=-0.5362 spontaneous_firing_rate=0.0477 intrinsic_timescale_default=11.852 resting_potential_decay=0.29479 sensorimotor_coupling=1.394 symmetric_stdp=True refractory_period_ticks=5 post_spike_mp_reset=0.09114 sphere_topology=sensory_association_motor cross_sphere_coupling=0.13142 cryst_capacity=0.89894 free_energy_beta=0.37124 learning_rate=0.00309 plasticity_threshold=0.58642 autoreceptor_coefficient=0.23872 adaptation_tau_ticks=11.479 fitness_g_weight=0.93337 intrinsic_timescale_jitter=4.344 firing_threshold_jitter=0.038 mutation_strength=0.11793 metabolic_rate_multiplier_range=[0.7803842562390746, 1.594017486262868]",0
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+42,2026-05-26T12:46:22,3.6540,16.0,28.0,22.0,19.0,19.0,19.00,0.1635,0.1847,0.9987,0.0000,0.0000,876.62,96.72,0.8570,0.3968,0.0401,0.0088,0.4784,0.0798,0.4790,0.5930,0.4918,0.0622,2.3061,9631,7205.3,,1,0,-1,"metabolic_ramp_per_sec=13.513 max_atrophy=14.589 metabolic_rate_abs_cap_multiple=39.751 idle_explore_seconds=1.955 explore_probability=0.67028 mate_cooldown_seconds=9 circadian_cycle_ticks=846 num_hidden_neurons_default=13 connection_probability=0.24284 afferent_synapse_strength=1.57 firing_threshold_excitatory=0.5407 firing_threshold_inhibitory=-0.44947 spontaneous_firing_rate=0.01386 intrinsic_timescale_default=28.837 resting_potential_decay=0.34611 sensorimotor_coupling=1.385 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.25145 sphere_topology=chc6 cross_sphere_coupling=0.15654 cryst_capacity=1.461 free_energy_beta=0.93106 learning_rate=0.0077 plasticity_threshold=0.36482 autoreceptor_coefficient=0.08994 adaptation_tau_ticks=34.187 fitness_g_weight=0.93429 intrinsic_timescale_jitter=0.99742 firing_threshold_jitter=0.01258 mutation_strength=0.04084 metabolic_rate_multiplier_range=[0.8489903419916502, 1.3337501631538669]",0
+56,2026-05-26T12:46:22,4.9497,13.0,22.0,20.0,18.0,17.0,17.00,0.1952,0.1233,1.0405,0.2163,0.2212,3.24,25.77,1.0000,0.3991,0.0557,0.0000,0.0000,0.0000,0.5811,0.5958,0.4000,0.2242,2.2483,9838,7202.8,,1,0,-1,"metabolic_ramp_per_sec=16.332 max_atrophy=6.826 metabolic_rate_abs_cap_multiple=25.947 idle_explore_seconds=2.001 explore_probability=0.28789 mate_cooldown_seconds=6 circadian_cycle_ticks=594 num_hidden_neurons_default=8 connection_probability=0.25391 afferent_synapse_strength=1.131 firing_threshold_excitatory=0.47693 firing_threshold_inhibitory=-0.55628 spontaneous_firing_rate=0.00876 intrinsic_timescale_default=19.849 resting_potential_decay=0.33326 sensorimotor_coupling=2.089 symmetric_stdp=False refractory_period_ticks=0 post_spike_mp_reset=0.30784 sphere_topology=sensory_association_motor cross_sphere_coupling=0.15747 cryst_capacity=1.327 free_energy_beta=1.52 learning_rate=0.01322 plasticity_threshold=0.39698 autoreceptor_coefficient=0.18397 adaptation_tau_ticks=31.242 fitness_g_weight=0.10054 intrinsic_timescale_jitter=4.403 firing_threshold_jitter=0.13936 mutation_strength=0.0729 metabolic_rate_multiplier_range=[0.8697681203343977, 1.0528497955239216]",0
+55,2026-05-26T12:46:22,3.6988,6.0,9.0,7.0,7.0,6.0,6.50,0.2564,0.0509,1.0128,-0.1556,0.1869,718.02,384.72,0.9967,0.2717,0.0551,0.0000,0.0000,0.0000,0.0000,0.5250,0.0000,0.0000,0.0000,9179,7203.4,,1,0,-1,"metabolic_ramp_per_sec=4.209 max_atrophy=4.299 metabolic_rate_abs_cap_multiple=24.903 idle_explore_seconds=1.757 explore_probability=0.51529 mate_cooldown_seconds=11 circadian_cycle_ticks=477 num_hidden_neurons_default=20 connection_probability=0.42364 afferent_synapse_strength=1.011 firing_threshold_excitatory=0.50629 firing_threshold_inhibitory=-0.4684 spontaneous_firing_rate=0.0369 intrinsic_timescale_default=22.153 resting_potential_decay=0.27333 sensorimotor_coupling=1.83 symmetric_stdp=False refractory_period_ticks=1 post_spike_mp_reset=0.1395 sphere_topology=sensory_association_motor cross_sphere_coupling=2.071 cryst_capacity=1.478 free_energy_beta=1.116 learning_rate=0.00523 plasticity_threshold=0.67659 autoreceptor_coefficient=0.24645 adaptation_tau_ticks=40.847 fitness_g_weight=0.56049 intrinsic_timescale_jitter=2.302 firing_threshold_jitter=0.08602 mutation_strength=0.09061 metabolic_rate_multiplier_range=[0.9270698862403025, 1.44691540822686]",0
+53,2026-05-26T12:46:23,3.3030,6.0,21.0,11.0,9.0,6.0,8.00,0.2351,0.1699,1.0356,0.1320,0.1756,261.30,101.07,0.8749,0.2668,0.0268,-0.0109,0.4472,0.0837,0.0000,0.6730,0.0000,0.0000,0.0000,9105,7204.2,,1,0,-1,"metabolic_ramp_per_sec=17.825 max_atrophy=10.685 metabolic_rate_abs_cap_multiple=14.178 idle_explore_seconds=2.445 explore_probability=0.43634 mate_cooldown_seconds=18 circadian_cycle_ticks=647 num_hidden_neurons_default=23 connection_probability=0.43168 afferent_synapse_strength=1.506 firing_threshold_excitatory=0.45972 firing_threshold_inhibitory=-0.54726 spontaneous_firing_rate=0.02 intrinsic_timescale_default=8.997 resting_potential_decay=0.13426 sensorimotor_coupling=0.99912 symmetric_stdp=True refractory_period_ticks=4 post_spike_mp_reset=0.22849 sphere_topology=sensory_association_motor cross_sphere_coupling=1.179 cryst_capacity=1.733 free_energy_beta=1.732 learning_rate=0.01408 plasticity_threshold=0.5062 autoreceptor_coefficient=0.11559 adaptation_tau_ticks=34.523 fitness_g_weight=0.59372 intrinsic_timescale_jitter=3.919 firing_threshold_jitter=0.08444 mutation_strength=0.08174 metabolic_rate_multiplier_range=[0.7775602451704537, 1.3303427554129579]",0
+40,2026-05-26T12:46:23,5.1780,16.0,21.0,20.0,20.0,18.0,18.50,0.2469,0.1172,0.9431,-0.4581,0.5753,275.00,127.50,0.9978,0.4027,0.0492,0.0000,0.0714,0.0001,0.4262,0.5210,0.8341,0.2537,1.5112,9035,7206.2,,1,0,-1,"metabolic_ramp_per_sec=16.687 max_atrophy=6.73 metabolic_rate_abs_cap_multiple=48.272 idle_explore_seconds=1.794 explore_probability=0.23142 mate_cooldown_seconds=16 circadian_cycle_ticks=962 num_hidden_neurons_default=16 connection_probability=0.16977 afferent_synapse_strength=0.71341 firing_threshold_excitatory=0.60351 firing_threshold_inhibitory=-0.61476 spontaneous_firing_rate=0.03719 intrinsic_timescale_default=22.444 resting_potential_decay=0.32659 sensorimotor_coupling=2.62 symmetric_stdp=True refractory_period_ticks=0 post_spike_mp_reset=0.29137 sphere_topology=chc6 cross_sphere_coupling=0.38685 cryst_capacity=1.918 free_energy_beta=0.44402 learning_rate=0.00315 plasticity_threshold=0.43993 autoreceptor_coefficient=0.24354 adaptation_tau_ticks=37.939 fitness_g_weight=0.55892 intrinsic_timescale_jitter=1.022 firing_threshold_jitter=0.10542 mutation_strength=0.14312 metabolic_rate_multiplier_range=[0.8252226421764618, 1.2306621048394712]",0
+60,2026-05-26T12:46:23,5.0018,6.0,37.0,36.0,26.0,11.0,19.75,0.0909,0.3915,0.9215,-0.0612,0.7468,8.96,7.75,0.3416,0.4541,0.0573,-0.0285,0.2326,0.0470,0.0967,0.5838,0.1089,0.0063,0.5180,9503,7203.3,,1,0,-1,"metabolic_ramp_per_sec=16.446 max_atrophy=4.229 metabolic_rate_abs_cap_multiple=35.906 idle_explore_seconds=0.66198 explore_probability=0.71269 mate_cooldown_seconds=13 circadian_cycle_ticks=419 num_hidden_neurons_default=12 connection_probability=0.36508 afferent_synapse_strength=1.187 firing_threshold_excitatory=0.66967 firing_threshold_inhibitory=-0.56636 spontaneous_firing_rate=0.00583 intrinsic_timescale_default=10.903 resting_potential_decay=0.20386 sensorimotor_coupling=1.692 symmetric_stdp=True refractory_period_ticks=5 post_spike_mp_reset=0.40346 sphere_topology=sensory_association_motor cross_sphere_coupling=0.13587 cryst_capacity=1.189 free_energy_beta=0.40839 learning_rate=0.02052 plasticity_threshold=0.45838 autoreceptor_coefficient=0.21329 adaptation_tau_ticks=39.832 fitness_g_weight=0.99412 intrinsic_timescale_jitter=7.47 firing_threshold_jitter=0.00476 mutation_strength=0.07315 metabolic_rate_multiplier_range=[0.9271039796097312, 1.0879605303881725]",0
+38,2026-05-26T12:46:23,5.4180,26.0,35.0,31.0,34.0,27.0,29.50,0.2138,0.2122,0.8490,-0.1303,0.3383,149.95,4.71,0.7614,0.4246,0.0315,-0.0192,0.2161,0.0554,0.3156,0.5395,0.7565,0.1484,1.5123,7331,7206.9,,1,0,-1,"metabolic_ramp_per_sec=10.168 max_atrophy=3.039 metabolic_rate_abs_cap_multiple=34.518 idle_explore_seconds=2.293 explore_probability=0.40963 mate_cooldown_seconds=17 circadian_cycle_ticks=1138 num_hidden_neurons_default=10 connection_probability=0.22088 afferent_synapse_strength=0.77573 firing_threshold_excitatory=0.45918 firing_threshold_inhibitory=-0.51928 spontaneous_firing_rate=0.04115 intrinsic_timescale_default=22.421 resting_potential_decay=0.14429 sensorimotor_coupling=2.319 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.37722 sphere_topology=chc6 cross_sphere_coupling=2.593 cryst_capacity=1.754 free_energy_beta=0.55663 learning_rate=0.02308 plasticity_threshold=0.47956 autoreceptor_coefficient=0.23483 adaptation_tau_ticks=32.58 fitness_g_weight=0.06829 intrinsic_timescale_jitter=2.197 firing_threshold_jitter=0.00843 mutation_strength=0.08595 metabolic_rate_multiplier_range=[0.7547728223426997, 1.2165512393264573]",0
+54,2026-05-26T12:46:23,6.1061,14.0,19.0,17.0,17.0,15.0,15.75,0.1977,0.1121,1.0311,0.0983,0.3249,1.00,1.00,1.0000,0.4128,0.0732,0.0000,0.9435,0.0358,0.5885,0.6708,0.8414,0.4408,2.1323,9775,7204.0,,1,0,-1,"metabolic_ramp_per_sec=2.266 max_atrophy=5.972 metabolic_rate_abs_cap_multiple=13.699 idle_explore_seconds=1.216 explore_probability=0.38461 mate_cooldown_seconds=20 circadian_cycle_ticks=1042 num_hidden_neurons_default=6 connection_probability=0.32907 afferent_synapse_strength=0.91864 firing_threshold_excitatory=0.59668 firing_threshold_inhibitory=-0.40838 spontaneous_firing_rate=0.02486 intrinsic_timescale_default=13.006 resting_potential_decay=0.11284 sensorimotor_coupling=1.441 symmetric_stdp=True refractory_period_ticks=1 post_spike_mp_reset=0.41083 sphere_topology=chc6 cross_sphere_coupling=0.94108 cryst_capacity=0.80286 free_energy_beta=1.474 learning_rate=0.00436 plasticity_threshold=0.52903 autoreceptor_coefficient=0.1901 adaptation_tau_ticks=17.631 fitness_g_weight=0.41038 intrinsic_timescale_jitter=6.983 firing_threshold_jitter=0.11038 mutation_strength=0.0281 metabolic_rate_multiplier_range=[0.8712403056324818, 1.5562865224434659]",0
+36,2026-05-26T12:46:23,6.4288,34.0,37.0,34.0,37.0,34.0,34.75,0.1470,0.2605,1.0373,-0.3965,0.8549,30.51,3.10,0.3735,0.6406,0.0379,0.0030,0.1759,0.0412,0.3390,0.5587,0.7801,0.2094,1.2490,4249,7207.6,,1,0,-1,"metabolic_ramp_per_sec=16.133 max_atrophy=3.6 metabolic_rate_abs_cap_multiple=47.231 idle_explore_seconds=0.40948 explore_probability=0.24895 mate_cooldown_seconds=13 circadian_cycle_ticks=977 num_hidden_neurons_default=19 connection_probability=0.2957 afferent_synapse_strength=1.13 firing_threshold_excitatory=0.48195 firing_threshold_inhibitory=-0.47352 spontaneous_firing_rate=0.00686 intrinsic_timescale_default=17.458 resting_potential_decay=0.17081 sensorimotor_coupling=2.035 symmetric_stdp=True refractory_period_ticks=4 post_spike_mp_reset=0.33357 sphere_topology=chc6 cross_sphere_coupling=2.836 cryst_capacity=2.035 free_energy_beta=1.599 learning_rate=0.00231 plasticity_threshold=0.45811 autoreceptor_coefficient=0.16986 adaptation_tau_ticks=10.307 fitness_g_weight=0.28945 intrinsic_timescale_jitter=3.445 firing_threshold_jitter=0.01938 mutation_strength=0.08924 metabolic_rate_multiplier_range=[0.6419945202969422, 1.3235619307373299]",1
+46,2026-05-26T12:46:23,6.6074,20.0,31.0,31.0,28.0,23.0,25.50,0.2223,0.1367,0.9243,0.3159,0.8622,22.12,2.04,1.0000,0.3945,0.0514,0.0000,1.0000,0.1309,0.4503,0.6456,0.4874,0.1065,1.8937,9376,7205.7,,1,0,-1,"metabolic_ramp_per_sec=5.058 max_atrophy=6.319 metabolic_rate_abs_cap_multiple=48.604 idle_explore_seconds=2.205 explore_probability=0.39915 mate_cooldown_seconds=7 circadian_cycle_ticks=1118 num_hidden_neurons_default=17 connection_probability=0.28109 afferent_synapse_strength=1.08 firing_threshold_excitatory=0.53192 firing_threshold_inhibitory=-0.41306 spontaneous_firing_rate=0.0128 intrinsic_timescale_default=12.11 resting_potential_decay=0.27302 sensorimotor_coupling=1.102 symmetric_stdp=True refractory_period_ticks=0 post_spike_mp_reset=0.36354 sphere_topology=chc6 cross_sphere_coupling=0.30779 cryst_capacity=1.156 free_energy_beta=0.80259 learning_rate=0.00258 plasticity_threshold=0.54098 autoreceptor_coefficient=0.21447 adaptation_tau_ticks=31.819 fitness_g_weight=0.44592 intrinsic_timescale_jitter=3.551 firing_threshold_jitter=0.06707 mutation_strength=0.11449 metabolic_rate_multiplier_range=[0.8511820189590797, 1.1416546246362527]",1
+44,2026-05-26T12:46:23,6.1097,27.0,34.0,33.0,32.0,29.0,30.25,0.1133,0.3014,1.0951,-0.6941,0.9863,67.26,5.43,0.4662,0.4973,0.0606,0.0136,0.2172,0.0440,0.3686,0.5538,0.7446,0.1647,1.4965,6602,7206.2,,1,0,-1,"metabolic_ramp_per_sec=8.772 max_atrophy=11.978 metabolic_rate_abs_cap_multiple=20.357 idle_explore_seconds=0.56807 explore_probability=0.34306 mate_cooldown_seconds=16 circadian_cycle_ticks=1112 num_hidden_neurons_default=20 connection_probability=0.16884 afferent_synapse_strength=1.604 firing_threshold_excitatory=0.54995 firing_threshold_inhibitory=-0.53918 spontaneous_firing_rate=0.02883 intrinsic_timescale_default=20.651 resting_potential_decay=0.27964 sensorimotor_coupling=0.87382 symmetric_stdp=False refractory_period_ticks=4 post_spike_mp_reset=0.17641 sphere_topology=chc6 cross_sphere_coupling=0.20304 cryst_capacity=1.552 free_energy_beta=1.162 learning_rate=0.01255 plasticity_threshold=0.37493 autoreceptor_coefficient=0.18364 adaptation_tau_ticks=30.939 fitness_g_weight=0.98833 intrinsic_timescale_jitter=3.761 firing_threshold_jitter=0.09535 mutation_strength=0.14754 metabolic_rate_multiplier_range=[0.7939531833463684, 1.2647495529080353]",0
+59,2026-05-26T12:46:23,4.3946,21.0,27.0,25.0,23.0,22.0,22.75,0.1208,0.3994,0.9617,-0.0672,0.2695,159.72,68.75,0.5807,0.4038,0.0462,-0.0026,0.2652,0.0582,0.3903,0.4111,0.4593,0.0725,1.7291,9377,7203.9,,1,0,-1,"metabolic_ramp_per_sec=7.753 max_atrophy=4.69 metabolic_rate_abs_cap_multiple=42.725 idle_explore_seconds=1.324 explore_probability=0.29583 mate_cooldown_seconds=16 circadian_cycle_ticks=814 num_hidden_neurons_default=15 connection_probability=0.35709 afferent_synapse_strength=1.366 firing_threshold_excitatory=0.68219 firing_threshold_inhibitory=-0.58974 spontaneous_firing_rate=0.00922 intrinsic_timescale_default=29.062 resting_potential_decay=0.21955 sensorimotor_coupling=1.365 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.35097 sphere_topology=sensory_association_motor cross_sphere_coupling=2.041 cryst_capacity=1.692 free_energy_beta=1.639 learning_rate=0.03776 plasticity_threshold=0.60294 autoreceptor_coefficient=0.2104 adaptation_tau_ticks=43.024 fitness_g_weight=0.52551 intrinsic_timescale_jitter=7.338 firing_threshold_jitter=0.01683 mutation_strength=0.12774 metabolic_rate_multiplier_range=[0.7848605934256176, 1.248981677688334]",0
+52,2026-05-26T12:46:24,4.5973,13.0,37.0,31.0,19.0,14.0,19.25,0.1538,0.1312,1.0063,-0.1795,0.3502,40.21,5.27,1.0000,0.3985,0.0750,0.0000,0.5222,0.0344,0.4656,0.6942,0.8000,0.1582,1.4253,8585,7205.1,,1,0,-1,"metabolic_ramp_per_sec=5.037 max_atrophy=3.651 metabolic_rate_abs_cap_multiple=59.79 idle_explore_seconds=1.327 explore_probability=0.72745 mate_cooldown_seconds=13 circadian_cycle_ticks=323 num_hidden_neurons_default=8 connection_probability=0.43357 afferent_synapse_strength=1.207 firing_threshold_excitatory=0.69001 firing_threshold_inhibitory=-0.63546 spontaneous_firing_rate=0.0133 intrinsic_timescale_default=9.112 resting_potential_decay=0.22372 sensorimotor_coupling=2.647 symmetric_stdp=True refractory_period_ticks=2 post_spike_mp_reset=0.26835 sphere_topology=chc6 cross_sphere_coupling=1.098 cryst_capacity=1.301 free_energy_beta=1.269 learning_rate=0.03057 plasticity_threshold=0.47237 autoreceptor_coefficient=0.22649 adaptation_tau_ticks=39.1 fitness_g_weight=0.19466 intrinsic_timescale_jitter=4.034 firing_threshold_jitter=0.11466 mutation_strength=0.05636 metabolic_rate_multiplier_range=[0.7936280243174031, 1.0904424623585631]",0
+48,2026-05-26T12:46:24,4.3696,17.0,26.0,21.0,20.0,18.0,19.00,0.1753,0.1047,0.9884,0.0000,0.0000,2.20,4.70,1.0000,0.3968,0.0630,0.0000,0.0000,0.0000,0.6614,0.6652,1.0000,0.5666,4.0955,9102,7205.9,,1,0,-1,"metabolic_ramp_per_sec=13.771 max_atrophy=8.237 metabolic_rate_abs_cap_multiple=28.123 idle_explore_seconds=1.536 explore_probability=0.35707 mate_cooldown_seconds=10 circadian_cycle_ticks=1020 num_hidden_neurons_default=20 connection_probability=0.21437 afferent_synapse_strength=1.334 firing_threshold_excitatory=0.60819 firing_threshold_inhibitory=-0.40041 spontaneous_firing_rate=0.00871 intrinsic_timescale_default=10.986 resting_potential_decay=0.11851 sensorimotor_coupling=0.51797 symmetric_stdp=True refractory_period_ticks=0 post_spike_mp_reset=0.40526 sphere_topology=chc6 cross_sphere_coupling=2.674 cryst_capacity=2.203 free_energy_beta=1.51 learning_rate=0.04504 plasticity_threshold=0.69463 autoreceptor_coefficient=0.18357 adaptation_tau_ticks=38.382 fitness_g_weight=0.92732 intrinsic_timescale_jitter=4.07 firing_threshold_jitter=0.0182 mutation_strength=0.04613 metabolic_rate_multiplier_range=[0.8231950078974056, 1.4865330111147517]",0
+57,2026-05-26T12:46:24,5.0337,10.0,31.0,26.0,19.0,17.0,18.00,0.2458,0.1192,0.9743,0.2227,0.3061,5.06,7.73,0.9962,0.4357,0.1324,-0.0002,1.0000,0.0358,0.4498,0.5840,0.5903,0.1692,1.4015,9772,7204.5,,1,0,-1,"metabolic_ramp_per_sec=16.961 max_atrophy=13.358 metabolic_rate_abs_cap_multiple=32.827 idle_explore_seconds=0.7388 explore_probability=0.77835 mate_cooldown_seconds=11 circadian_cycle_ticks=592 num_hidden_neurons_default=7 connection_probability=0.42238 afferent_synapse_strength=0.70735 firing_threshold_excitatory=0.57224 firing_threshold_inhibitory=-0.53945 spontaneous_firing_rate=0.03713 intrinsic_timescale_default=28.607 resting_potential_decay=0.32831 sensorimotor_coupling=0.52519 symmetric_stdp=False refractory_period_ticks=0 post_spike_mp_reset=0.49859 sphere_topology=chc6 cross_sphere_coupling=2.63 cryst_capacity=0.51853 free_energy_beta=1.266 learning_rate=0.00718 plasticity_threshold=0.49815 autoreceptor_coefficient=0.23732 adaptation_tau_ticks=48.485 fitness_g_weight=0.1073 intrinsic_timescale_jitter=7.913 firing_threshold_jitter=0.0815 mutation_strength=0.08421 metabolic_rate_multiplier_range=[0.9440478609298522, 1.2065089087925256]",0
+47,2026-05-26T12:46:24,5.9053,16.0,33.0,24.0,21.0,17.0,19.50,0.1966,0.0960,1.0452,0.5807,0.9895,39.02,1.87,1.0000,0.3923,0.0614,0.0000,0.8159,0.0708,0.4185,0.5636,0.8379,0.2646,1.1172,9664,7206.2,,1,0,-1,"metabolic_ramp_per_sec=16.586 max_atrophy=9.8 metabolic_rate_abs_cap_multiple=30.617 idle_explore_seconds=1.707 explore_probability=0.67489 mate_cooldown_seconds=6 circadian_cycle_ticks=376 num_hidden_neurons_default=18 connection_probability=0.25899 afferent_synapse_strength=1.561 firing_threshold_excitatory=0.60382 firing_threshold_inhibitory=-0.41416 spontaneous_firing_rate=0.00743 intrinsic_timescale_default=21.367 resting_potential_decay=0.29533 sensorimotor_coupling=0.1044 symmetric_stdp=False refractory_period_ticks=1 post_spike_mp_reset=0.38926 sphere_topology=chc6 cross_sphere_coupling=2.846 cryst_capacity=1.244 free_energy_beta=1.597 learning_rate=0.0065 plasticity_threshold=0.45314 autoreceptor_coefficient=0.16345 adaptation_tau_ticks=34.204 fitness_g_weight=0.57392 intrinsic_timescale_jitter=5.196 firing_threshold_jitter=0.03744 mutation_strength=0.03475 metabolic_rate_multiplier_range=[0.7853109585377014, 1.2689187252738474]",0
+50,2026-05-26T12:46:26,5.7594,31.0,37.0,31.0,34.0,36.0,33.00,0.1214,0.2815,1.0606,0.0257,0.3223,5.20,3.81,0.3981,0.5568,0.0295,-0.0033,0.2069,0.0385,0.3576,0.7146,0.7389,0.1884,1.5676,4535,7208.3,,1,0,-1,"metabolic_ramp_per_sec=5.608 max_atrophy=14.291 metabolic_rate_abs_cap_multiple=34.983 idle_explore_seconds=0.92491 explore_probability=0.24732 mate_cooldown_seconds=9 circadian_cycle_ticks=950 num_hidden_neurons_default=23 connection_probability=0.23234 afferent_synapse_strength=1.35 firing_threshold_excitatory=0.58433 firing_threshold_inhibitory=-0.67197 spontaneous_firing_rate=0.02957 intrinsic_timescale_default=21.02 resting_potential_decay=0.24516 sensorimotor_coupling=0.5136 symmetric_stdp=True refractory_period_ticks=4 post_spike_mp_reset=0.0206 sphere_topology=chc6 cross_sphere_coupling=1.953 cryst_capacity=2.034 free_energy_beta=1.008 learning_rate=0.03225 plasticity_threshold=0.33249 autoreceptor_coefficient=0.23971 adaptation_tau_ticks=40.841 fitness_g_weight=0.63899 intrinsic_timescale_jitter=2.317 firing_threshold_jitter=0.1435 mutation_strength=0.08278 metabolic_rate_multiplier_range=[0.7743133210476406, 1.3949402056639464]",0
+58,2026-05-26T12:46:27,5.2357,15.0,39.0,30.0,37.0,33.0,28.75,0.2704,0.1902,0.9204,0.0574,0.4678,125.97,4.25,0.7367,0.6785,0.0469,0.0064,0.4299,0.0516,0.4328,0.6399,0.8243,0.2545,2.1088,5292,7207.1,,1,0,-1,"metabolic_ramp_per_sec=17.017 max_atrophy=12.989 metabolic_rate_abs_cap_multiple=32.337 idle_explore_seconds=0.72419 explore_probability=0.26759 mate_cooldown_seconds=8 circadian_cycle_ticks=1048 num_hidden_neurons_default=20 connection_probability=0.34449 afferent_synapse_strength=1.462 firing_threshold_excitatory=0.40423 firing_threshold_inhibitory=-0.59887 spontaneous_firing_rate=0.01133 intrinsic_timescale_default=22.837 resting_potential_decay=0.14829 sensorimotor_coupling=1.833 symmetric_stdp=True refractory_period_ticks=3 post_spike_mp_reset=0.25764 sphere_topology=chc6 cross_sphere_coupling=2.807 cryst_capacity=0.51366 free_energy_beta=0.95208 learning_rate=0.00264 plasticity_threshold=0.5677 autoreceptor_coefficient=0.08696 adaptation_tau_ticks=15.624 fitness_g_weight=0.44674 intrinsic_timescale_jitter=4.66 firing_threshold_jitter=0.08593 mutation_strength=0.054 metabolic_rate_multiplier_range=[0.693448014437498, 1.231293916822003]",0
+61,2026-05-26T12:46:28,6.3071,43.0,43.0,33.0,35.0,36.0,36.75,0.0853,0.2898,1.1618,-0.6514,0.8749,9.13,3.46,0.3087,0.5046,0.0264,0.0094,0.2866,0.0408,0.3337,0.5536,0.5485,0.0777,1.4525,4553,7208.0,,1,0,-1,"metabolic_ramp_per_sec=14.304 max_atrophy=11.839 metabolic_rate_abs_cap_multiple=58.873 idle_explore_seconds=1.721 explore_probability=0.45222 mate_cooldown_seconds=20 circadian_cycle_ticks=691 num_hidden_neurons_default=20 connection_probability=0.41089 afferent_synapse_strength=1.688 firing_threshold_excitatory=0.51269 firing_threshold_inhibitory=-0.49518 spontaneous_firing_rate=0.03132 intrinsic_timescale_default=19.865 resting_potential_decay=0.26338 sensorimotor_coupling=1.043 symmetric_stdp=False refractory_period_ticks=4 post_spike_mp_reset=0.19653 sphere_topology=chc6 cross_sphere_coupling=1.389 cryst_capacity=1.938 free_energy_beta=1.021 learning_rate=0.00301 plasticity_threshold=0.69149 autoreceptor_coefficient=0.21696 adaptation_tau_ticks=40.247 fitness_g_weight=0.37928 intrinsic_timescale_jitter=1.241 firing_threshold_jitter=0.02827 mutation_strength=0.13378 metabolic_rate_multiplier_range=[0.6803824233757645, 1.303343903201728]",0
+73,2026-05-26T13:48:34,0.0000,1.0,2.0,2.0,2.0,2.0,1.75,0.4606,0.0000,1.0029,0.1180,0.1180,2.08,2.23,1.0000,0.1655,0.0527,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,9772,3731.4,,1,0,-1,"metabolic_ramp_per_sec=7.752 max_atrophy=13.589 metabolic_rate_abs_cap_multiple=35.919 idle_explore_seconds=1.704 explore_probability=0.25099 mate_cooldown_seconds=18 circadian_cycle_ticks=554 num_hidden_neurons_default=17 connection_probability=0.1999 afferent_synapse_strength=1.335 firing_threshold_excitatory=0.56897 firing_threshold_inhibitory=-0.50649 spontaneous_firing_rate=0.03004 intrinsic_timescale_default=29.27 resting_potential_decay=0.1829 sensorimotor_coupling=2.389 symmetric_stdp=False refractory_period_ticks=0 post_spike_mp_reset=0.0493 sphere_topology=sensory_association_motor cross_sphere_coupling=1.337 cryst_capacity=1.282 free_energy_beta=1.613 learning_rate=0.00409 plasticity_threshold=0.59874 autoreceptor_coefficient=0.1616 adaptation_tau_ticks=37.507 fitness_g_weight=0.58859 intrinsic_timescale_jitter=0.1965 firing_threshold_jitter=0.01568 mutation_strength=0.07408 metabolic_rate_multiplier_range=[0.775163023566907, 1.239732063179735]",0

20260526_084612/nas_top1.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t046",
+    "version": "NxonArchNAS v0.7 (v188)",
+    "description": "Architecture found by NAS \u2014 trial 46, fitness 6.6074. 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": 46,
+    "fitness": 6.607362696445784,
+    "saved_at": "2026-05-26T13:48:34",
+    "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": 5.057654891742574,
+    "_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": 6.319151376477406,
+    "_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": 48.6037614828781,
+    "_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": 1118,
+    "idle_explore_seconds": 2.204756209571727,
+    "explore_probability": 0.39915481182880674,
+    "_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": 17,
+    "_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": 0.28108541493748096,
+    "afferent_synapse_strength": 1.0800261295733544,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.5319209901123587,
+    "firing_threshold_inhibitory": -0.413056384652902,
+    "spontaneous_firing_rate": 0.012800023985420165,
+    "intrinsic_timescale_default": 12.109978786978653,
+    "resting_potential_decay": 0.2730171227781537,
+    "sensorimotor_coupling": 1.102040780879046,
+    "_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": 0,
+    "_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": 0.36354066217131786,
+    "_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": 0.3077937233463429,
+    "cryst_capacity": 1.1558398106831196,
+    "free_energy_beta": 0.8025879138785819
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.0025784885973109345,
+    "plasticity_threshold": 0.5409813195320908,
+    "adaptation_tau_ticks": 31.818975893785478,
+    "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": 0.21446825590797736,
+    "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": 0.44591576309965264
+  },
+  "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": [
+      0.8511820189590797,
+      1.1416546246362527
+    ],
+    "_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": 3.551267048808752,
+    "_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": 0.06706944895053858,
+    "_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": 0.11448587144244338,
+    "_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
+    ]
+  }
+}

20260526_084612/nas_top2.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t036",
+    "version": "NxonArchNAS v0.7 (v188)",
+    "description": "Architecture found by NAS \u2014 trial 36, fitness 6.4288. 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": 36,
+    "fitness": 6.428763235155377,
+    "saved_at": "2026-05-26T13:48:34",
+    "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": 16.133474952293493,
+    "_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": 3.600328695960593,
+    "_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": 47.230665714499246,
+    "_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": 977,
+    "idle_explore_seconds": 0.4094774833525058,
+    "explore_probability": 0.2489489165191479,
+    "_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": 19,
+    "_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": 0.29569851146729886,
+    "afferent_synapse_strength": 1.130453024037335,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.48195005330943086,
+    "firing_threshold_inhibitory": -0.4735170568994888,
+    "spontaneous_firing_rate": 0.00685519700730214,
+    "intrinsic_timescale_default": 17.458099934753587,
+    "resting_potential_decay": 0.1708116175201123,
+    "sensorimotor_coupling": 2.035458764280399,
+    "_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": 4,
+    "_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": 0.3335662793681748,
+    "_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": 2.835972261679932,
+    "cryst_capacity": 2.0346990546172083,
+    "free_energy_beta": 1.599073522794121
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.002314838750907513,
+    "plasticity_threshold": 0.45810535843505157,
+    "adaptation_tau_ticks": 10.307483435995316,
+    "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": 0.1698649913888901,
+    "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": 0.2894471312174376
+  },
+  "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": [
+      0.6419945202969422,
+      1.3235619307373299
+    ],
+    "_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": 3.4452400908288237,
+    "_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": 0.019377855263882242,
+    "_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": 0.0892357052227651,
+    "_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
+    ]
+  }
+}

20260526_084612/nas_top3.json

@@ -0,0 +1,154 @@
+{
+  "_meta": {
+    "name": "nas_best_t061",
+    "version": "NxonArchNAS v0.7 (v188)",
+    "description": "Architecture found by NAS \u2014 trial 61, fitness 6.3071. 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": 61,
+    "fitness": 6.307112218397129,
+    "saved_at": "2026-05-26T13:48:34",
+    "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": 14.303553001335723,
+    "_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": 11.838673719470108,
+    "_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": 58.873330816053254,
+    "_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": 20,
+    "circadian_cycle_ticks": 691,
+    "idle_explore_seconds": 1.7209377998137598,
+    "explore_probability": 0.45221716332939677,
+    "_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": 0.4108860855932126,
+    "afferent_synapse_strength": 1.6881207738294872,
+    "proprioceptive_afferent_gain": 1.8,
+    "sensory_input_gain": 0.9,
+    "firing_threshold_excitatory": 0.5126936601405963,
+    "firing_threshold_inhibitory": -0.49518089376953756,
+    "spontaneous_firing_rate": 0.031321865756042795,
+    "intrinsic_timescale_default": 19.864605806214925,
+    "resting_potential_decay": 0.2633835246046755,
+    "sensorimotor_coupling": 1.0433096614174509,
+    "_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": 4,
+    "_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": 0.19652931589202038,
+    "_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": 1.38901170358434,
+    "cryst_capacity": 1.938187950021704,
+    "free_energy_beta": 1.0210176505467827
+  },
+  "operating_ranges": {
+    "_doc": "Plasticity / adaptation / brake tunables. Change these to test different learning dynamics.",
+    "learning_rate": 0.00301337779712465,
+    "plasticity_threshold": 0.6914897508105343,
+    "adaptation_tau_ticks": 40.247176594357285,
+    "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": 0.21696432233374313,
+    "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": 0.3792764680337938
+  },
+  "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": [
+      0.6803824233757645,
+      1.303343903201728
+    ],
+    "_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": 1.2409709856301383,
+    "_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": 0.028272067685511357,
+    "_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": 0.13377706270108455,
+    "_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
+    ]
+  }
+}

20260526_084612/trial_000/nxon2_430391171__LifespanLog.txt

@@ -0,0 +1,59 @@
+# Neuraxon Game of Life v5.03 — Per-NxEr lifespan log
+# game_id=nxon2_430391171
+# deaths=32  survivors_listed=20
+# founders_at_start=30
+# founders_still_alive_at_export=13
+# 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
+8	1	535	534	1	DIED
+33	414	830	416	0	DIED
+6	1	936	935	1	DIED
+34	490	1013	523	0	DIED
+9	1	1015	1014	1	DIED
+16	1	1176	1175	1	DIED
+27	1	1356	1355	1	DIED
+32	355	1705	1350	0	DIED
+5	1	1890	1889	1	DIED
+24	1	2008	2007	1	DIED
+38	1202	2015	813	0	DIED
+30	252	2027	1775	0	DIED
+2	1	2103	2102	1	DIED
+35	525	2308	1783	0	DIED
+21	1	2357	2356	1	DIED
+11	1	2424	2423	1	DIED
+41	1575	2822	1247	0	DIED
+1	1	3365	3364	1	DIED
+37	1033	3562	2529	0	DIED
+44	2450	3562	1112	0	DIED
+36	814	3697	2883	0	DIED
+39	1354	3834	2480	0	DIED
+0	1	3851	3850	1	DIED
+28	1	3862	3861	1	DIED
+10	1	4010	4009	1	DIED
+45	3328	4164	836	0	DIED
+13	1	4207	4206	1	DIED
+40	1381	4410	3029	0	DIED
+49	4540	4817	277	0	DIED
+20	1	5566	5565	1	DIED
+46	3386	5631	2245	0	DIED
+19	1	6500	6499	1	DIED
+3	1	-1	6825	1	ALIVE
+4	1	-1	6825	1	ALIVE
+7	1	-1	6825	1	ALIVE
+12	1	-1	6825	1	ALIVE
+14	1	-1	6825	1	ALIVE
+15	1	-1	6825	1	ALIVE
+17	1	-1	6825	1	ALIVE
+18	1	-1	6825	1	ALIVE
+22	1	-1	6825	1	ALIVE
+23	1	-1	6825	1	ALIVE
+25	1	-1	6825	1	ALIVE
+26	1	-1	6825	1	ALIVE
+29	1	-1	6825	1	ALIVE
+31	276	-1	6550	0	ALIVE
+42	1808	-1	5018	0	ALIVE
+43	2262	-1	4564	0	ALIVE
+47	3391	-1	3435	0	ALIVE
+48	3701	-1	3125	0	ALIVE
+50	4921	-1	1905	0	ALIVE
+51	6152	-1	674	0	ALIVE

20260526_084612/trial_000/nxon2_430391171__MembraneDiag.txt

@@ -0,0 +1,1229 @@
+# Neuraxon Game of Life v5.03 — Membrane diagnostics
+# game_id=nxon2_430391171
+# rows=1224
+# 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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+100	0	2	input	-0.610452	0.284705	0.058942	0	0.286140	3	58.775792
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+100	1	7	hidden	-0.732992	0.174649	0.039394	-1	0.200017	1	6.425520
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+100	2	7	hidden	0.566981	0.223088	0.043825	1	0.207457	1	54.454368
+100	2	8	hidden	-0.852781	0.211372	0.052082	0	0.224158	3	8.221094
+100	2	0	input	0.334681	0.150177	0.037743	1	0.179923	1	76.674272
+100	2	1	input	0.941720	0.204870	0.031106	0	0.152425	1	93.099853
+100	2	2	input	0.075718	0.193176	0.046010	1	0.209902	1	8.856620
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20260526_084612/trial_000__arch.json

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20260526_084612/trial_001/8122857402_nxon2_024722855_1_Completed_2026-05-26T08-14-37Z.json

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20260526_084612/trial_001/nxon2_024722855__LifespanLog.txt

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+# Neuraxon Game of Life v5.03 — Per-NxEr lifespan log
+# game_id=nxon2_024722855
+# deaths=42  survivors_listed=0
+# founders_at_start=30
+# founders_still_alive_at_export=1
+# format: tab-separated, header row. status=DIED|ALIVE; ALIVE rows have death_tick=-1 and age_ticks = ticks lived so far.
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20260526_084612/trial_001__arch.json

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+    "cross_sphere_coupling": 1.8273930170009645,
+    "cryst_capacity": 0.842277296396194,
+    "free_energy_beta": 1.5395155565155936
+  },
+  "operating_ranges": {
+    "learning_rate": 0.006472074310795082,
+    "plasticity_threshold": 0.44807238684675305,
+    "autoreceptor_coefficient": 0.09190140615429754,
+    "adaptation_tau_ticks": 20.679112881964535,
+    "fitness_g_weight": 0.1634024937619284
+  },
+  "healthy_bands": {},
+  "genetic_lottery": {
+    "intrinsic_timescale_jitter": 5.119998078832743,
+    "firing_threshold_jitter": 0.08354246156619693,
+    "mutation_strength": 0.10899985262868371,
+    "metabolic_rate_multiplier_range": [
+      0.7328094046151767,
+      1.5942378428501276
+    ]
+  }
+}

20260526_084612/trial_002/nxon2_117492643__LifespanLog.txt

@@ -0,0 +1,59 @@
+# Neuraxon Game of Life v5.03 — Per-NxEr lifespan log
+# game_id=nxon2_117492643
+# deaths=37  survivors_listed=15
+# founders_at_start=30
+# founders_still_alive_at_export=10
+# 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
+1	1	710	709	1	DIED
+29	1	773	772	1	DIED
+18	1	1143	1142	1	DIED
+31	596	1303	707	0	DIED
+17	1	1345	1344	1	DIED
+36	868	1546	678	0	DIED
+11	1	1552	1551	1	DIED
+14	1	1600	1599	1	DIED
+28	1	1901	1900	1	DIED
+34	762	1961	1199	0	DIED
+15	1	2040	2039	1	DIED
+27	1	2100	2099	1	DIED
+39	1117	2156	1039	0	DIED
+45	1675	2253	578	0	DIED
+32	630	2300	1670	0	DIED
+23	1	2472	2471	1	DIED
+49	2048	2488	440	0	DIED
+47	1957	2585	628	0	DIED
+43	1530	2712	1182	0	DIED
+42	1505	2740	1235	0	DIED
+37	1013	2773	1760	0	DIED
+13	1	2864	2863	1	DIED
+48	1975	3098	1123	0	DIED
+33	695	3202	2507	0	DIED
+35	862	3205	2343	0	DIED
+20	1	3562	3561	1	DIED
+25	1	3595	3594	1	DIED
+19	1	3755	3754	1	DIED
+30	406	3802	3396	0	DIED
+26	1	3863	3862	1	DIED
+50	2810	3894	1084	0	DIED
+51	3134	4414	1280	0	DIED
+2	1	4460	4459	1	DIED
+3	1	4500	4499	1	DIED
+9	1	4570	4569	1	DIED
+0	1	4734	4733	1	DIED
+6	1	5700	5699	1	DIED
+4	1	-1	6484	1	ALIVE
+5	1	-1	6484	1	ALIVE
+7	1	-1	6484	1	ALIVE
+8	1	-1	6484	1	ALIVE
+10	1	-1	6484	1	ALIVE
+12	1	-1	6484	1	ALIVE
+16	1	-1	6484	1	ALIVE
+21	1	-1	6484	1	ALIVE
+22	1	-1	6484	1	ALIVE
+24	1	-1	6484	1	ALIVE
+38	1112	-1	5373	0	ALIVE
+40	1168	-1	5317	0	ALIVE
+41	1183	-1	5302	0	ALIVE
+44	1532	-1	4953	0	ALIVE
+46	1860	-1	4625	0	ALIVE

20260526_084612/trial_002/nxon2_117492643__MembraneDiag.txt

@@ -0,0 +1,1157 @@
+# Neuraxon Game of Life v5.03 — Membrane diagnostics
+# game_id=nxon2_117492643
+# rows=1152
+# 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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+100	1	7	hidden	0.150277	0.142354	0.026824	0	0.131256	1	104.305802
+100	1	8	hidden	-0.580167	0.050483	0.015191	0	0.085551	7	117.265359
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20260526_084612/trial_002__arch.json

@@ -0,0 +1,51 @@
+{
+  "_meta": {
+    "source": "NxonArchNAS",
+    "trial_id": 2,
+    "sampled_at": "2026-05-26T08:46:12"
+  },
+  "biology": {
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+    "circadian_cycle_ticks": 367
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+    "adaptation_tau_ticks": 33.34131699782625,
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+  "healthy_bands": {},
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+      1.1103070216928626
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+  }
+}

20260526_084612/trial_003/nxon2_729357211__LifespanLog.txt

@@ -0,0 +1,54 @@
+# Neuraxon Game of Life v5.03 — Per-NxEr lifespan log
+# game_id=nxon2_729357211
+# deaths=42  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
+2	1	843	842	1	DIED
+9	1	1750	1749	1	DIED
+0	1	2144	2143	1	DIED
+33	1285	2640	1355	0	DIED
+5	1	2830	2829	1	DIED
+34	1323	2882	1559	0	DIED
+31	881	2920	2039	0	DIED
+27	1	2946	2945	1	DIED
+38	2737	3062	325	0	DIED
+32	1021	3496	2475	0	DIED
+28	1	3816	3815	1	DIED
+40	4211	4661	450	0	DIED
+36	2522	4870	2348	0	DIED
+24	1	5518	5517	1	DIED
+11	1	5620	5619	1	DIED
+21	1	5690	5689	1	DIED
+15	1	5790	5789	1	DIED
+25	1	5962	5961	1	DIED
+10	1	6068	6067	1	DIED
+43	5943	6307	364	0	DIED
+3	1	6427	6426	1	DIED
+20	1	6431	6430	1	DIED
+16	1	6746	6745	1	DIED
+7	1	6826	6825	1	DIED
+39	4092	7128	3036	0	DIED
+42	5126	7287	2161	0	DIED
+44	6086	7360	1274	0	DIED
+26	1	7510	7509	1	DIED
+45	7492	7803	311	0	DIED
+17	1	8184	8183	1	DIED
+12	1	8703	8702	1	DIED
+41	4526	8930	4404	0	DIED
+14	1	9017	9016	1	DIED
+35	2065	9648	7583	0	DIED
+8	1	9887	9886	1	DIED
+30	690	10040	9350	0	DIED
+19	1	10576	10575	1	DIED
+6	1	11355	11354	1	DIED
+22	1	11904	11903	1	DIED
+46	9085	12402	3317	0	DIED
+13	1	14420	14419	1	DIED
+1	1	18940	18939	1	DIED
+4	1	-1	22226	1	ALIVE
+18	1	-1	22226	1	ALIVE
+23	1	-1	22226	1	ALIVE
+29	1	-1	22226	1	ALIVE
+37	2555	-1	19672	0	ALIVE

20260526_084612/trial_003__arch.json

@@ -0,0 +1,51 @@
+{
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+    "trial_id": 3,
+    "sampled_at": "2026-05-26T08:46:12"
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+    "sensorimotor_coupling": 2.8614477825632405,
+    "symmetric_stdp": true,
+    "refractory_period_ticks": 4,
+    "post_spike_mp_reset": 0.3809810995260323,
+    "sphere_topology": "sensory_association_motor",
+    "cross_sphere_coupling": 0.45851780564890443,
+    "cryst_capacity": 2.0250216001503025,
+    "free_energy_beta": 1.2169443512033638
+  },
+  "operating_ranges": {
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+}