{
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  "version": "1.1",
  "codename": "VideoSim-Cognitive",
  "architecture_type": "cognitive-video",
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  "d_ff": 2048,
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  "n_heads": 8,
  "dropout": 0.1,
  "latent_dim": 256,
  "temporal_latent_dim": 512,
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  "max_frames": 64,
  "context_frames": 16,
  "prediction_frames": 8,
  "encoder_channels": [
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    512
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  "decoder_channels": [
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  "use_lpol": true,
  "memory_size": 256,
  "memory_slots_per_domain": 32,
  "memory_k": 8,
  "domain_types": [
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    "appearance",
    "temporal",
    "spatial",
    "object",
    "scene",
    "action",
    "causality",
    "physics"
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  "use_gqa": true,
  "gqa_num_heads": 8,
  "gqa_num_kv_groups": 2,
  "expert_types": [
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    "Prediction",
    "Generation"
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  "max_experts": 12,
  "growth_threshold_coherence": 0.3,
  "growth_patience": 10,
  "neurogenesis_enabled": true,
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  "neuron_birth_threshold": 0.8,
  "neuron_death_threshold": 0.05,
  "energy_enabled": true,
  "energy_cost_encode": 0.01,
  "energy_cost_decode": 0.02,
  "energy_cost_predict": 0.03,
  "energy_regeneration": 0.05,
  "dream_enabled": true,
  "dream_cycle_length": 100,
  "dream_duration": 20,
  "temporal_coherence_weight": 0.1,
  "flow_prediction": true,
  "perceptual_loss_weight": 0.05,
  "batch_size": 4,
  "learning_rate": 0.0001,
  "epochs": 20,
  "gradient_accumulation": 4,
  "warmup_steps": 100,
  "push_to_hub": true,
  "hub_model_id": "amewebstudio/nexus-videomodel-v1.1",
  "video": {
    "height": 64,
    "width": 64,
    "channels": 3,
    "n_frames": 16,
    "fps": 8,
    "temporal_downsample": 4,
    "spatial_downsample": 8
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  "_class_name": "NexusVideoModel",
  "_version": "1.1",
  "_architecture": "cognitive-video-world-model",
  "_dynamic_state": {
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    "neuro_proj_in": 512,
    "expert_counts": [
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      6,
      6,
      6
    ]
  },
  "_training_info": {
    "loss": 0.11174756550678501,
    "psnr": 19.581612381307334
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}