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+python_embed/Scripts/pyuic6.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/Scripts/tiny-agents.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/Scripts/tqdm.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/Scripts/transformers-cli.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/Scripts/transformers.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/Scripts/ttx.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/Scripts/wheel.exe filter=lfs diff=lfs merge=lfs -text
+python_embed/sqlite3.dll filter=lfs diff=lfs merge=lfs -text
+python_embed/unicodedata.pyd filter=lfs diff=lfs merge=lfs -text

Start_Lab.bat

@@ -0,0 +1,5 @@
+@echo off
+title Perception Lab
+cd app
+..\python_embed\python.exe perceptionlab12.py
+pause

app/graph workflows/01.json

@@ -0,0 +1,222 @@
+{
+  "global_settings": {
+    "coupling": 100
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "ConstantSignalNode",
+      "pos_x": -372.0,
+      "pos_y": 178.0,
+      "width": 200.0,
+      "height": 100.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "signal": "signal"
+        },
+        "input_data": {},
+        "node_title": "Constant Signal",
+        "value": 1.0
+      }
+    },
+    {
+      "id": 1,
+      "class_name": "RealVAENode",
+      "pos_x": -152.0,
+      "pos_y": -39.0,
+      "width": 307.0,
+      "height": 319.0,
+      "config": {
+        "inputs": {
+          "image_in": "image",
+          "latent_in": "spectrum",
+          "train": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "image_out": "image",
+          "latent_out": "spectrum",
+          "loss": "signal"
+        },
+        "node_title": "Real VAE",
+        "latent_dim": 16,
+        "img_size": 64,
+        "current_loss": 5.213509559631348,
+        "training_steps": 21540
+      }
+    },
+    {
+      "id": 2,
+      "class_name": "LatentAnnealerNode",
+      "pos_x": -140.0,
+      "pos_y": 320.0,
+      "width": 296.0,
+      "height": 200.0,
+      "config": {
+        "inputs": {
+          "latent_in": "spectrum",
+          "force_in": "spectrum",
+          "diffusion": "signal",
+          "seed": "signal"
+        },
+        "outputs": {
+          "latent_out": "spectrum"
+        },
+        "node_title": "Latent Annealer",
+        "current_diffusion": 0.01,
+        "current_seed": 1234
+      }
+    },
+    {
+      "id": 3,
+      "class_name": "RealVAENode",
+      "pos_x": 398.0,
+      "pos_y": -51.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "image_in": "image",
+          "latent_in": "spectrum",
+          "train": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "image_out": "image",
+          "latent_out": "spectrum",
+          "loss": "signal"
+        },
+        "node_title": "Real VAE",
+        "latent_dim": 16,
+        "img_size": 64,
+        "current_loss": 0.07438112795352936,
+        "training_steps": 9109
+      }
+    },
+    {
+      "id": 4,
+      "class_name": "ConstantSignalNode",
+      "pos_x": 174.0,
+      "pos_y": 151.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "signal": "signal"
+        },
+        "input_data": {},
+        "node_title": "Constant Signal",
+        "value": 1.0
+      }
+    },
+    {
+      "id": 5,
+      "class_name": "LatentAnnealerNode",
+      "pos_x": 389.0,
+      "pos_y": 315.0,
+      "width": 209.0,
+      "height": 221.0,
+      "config": {
+        "inputs": {
+          "latent_in": "spectrum",
+          "force_in": "spectrum",
+          "diffusion": "signal",
+          "seed": "signal"
+        },
+        "outputs": {
+          "latent_out": "spectrum"
+        },
+        "node_title": "Latent Annealer",
+        "current_diffusion": 0.01,
+        "current_seed": 1234
+      }
+    },
+    {
+      "id": 6,
+      "class_name": "MediaSourceNode",
+      "pos_x": -549.0,
+      "pos_y": -55.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "signal": "signal",
+          "image": "image"
+        },
+        "input_data": {},
+        "node_title": "Source (Webcam)",
+        "device_id": 0,
+        "source_type": "Webcam",
+        "w": 160,
+        "h": 120,
+        "sample_rate": 44100,
+        "signal_output": 0.19903043300653595
+      }
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "signal",
+      "to_node_id": 1,
+      "to_port": "train"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "latent_out",
+      "to_node_id": 2,
+      "to_port": "latent_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "latent_out",
+      "to_node_id": 1,
+      "to_port": "latent_in"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "signal",
+      "to_node_id": 3,
+      "to_port": "train"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "latent_out",
+      "to_node_id": 2,
+      "to_port": "force_in"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "latent_out",
+      "to_node_id": 5,
+      "to_port": "latent_in"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "latent_out",
+      "to_node_id": 3,
+      "to_port": "latent_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "latent_out",
+      "to_node_id": 5,
+      "to_port": "force_in"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "image",
+      "to_node_id": 1,
+      "to_port": "image_in"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "latent_out",
+      "to_node_id": 3,
+      "to_port": "latent_in"
+    }
+  ]
+}

app/graph workflows/01_synesthetic_machine.json

@@ -0,0 +1,145 @@
+{
+  "global_settings": {
+    "coupling": 70
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "MediaSourceNode",
+      "pos_x": 50,
+      "pos_y": 100,
+      "width": 200,
+      "height": 180,
+      "config": {
+        "source_type": "Microphone",
+        "device_id": 0
+      }
+    },
+    {
+      "id": 1,
+      "class_name": "FFTCochleaNode",
+      "pos_x": 300,
+      "pos_y": 100,
+      "width": 200,
+      "height": 180,
+      "config": {
+        "freq_bins": 64
+      }
+    },
+    {
+      "id": 2,
+      "class_name": "SpectrumAnalyzerNode",
+      "pos_x": 550,
+      "pos_y": 100,
+      "width": 200,
+      "height": 180,
+      "config": {
+        "low_split": 0.1,
+        "high_split": 0.5
+      }
+    },
+    {
+      "id": 3,
+      "class_name": "ReactiveSpaceNode",
+      "pos_x": 550,
+      "pos_y": 350,
+      "width": 400,
+      "height": 300,
+      "config": {
+        "particle_count": 300,
+        "width": 400,
+        "height": 300,
+        "color_scheme": "plasma"
+      }
+    },
+    {
+      "id": 4,
+      "class_name": "ImageDisplayNode",
+      "pos_x": 1000,
+      "pos_y": 350,
+      "width": 300,
+      "height": 250,
+      "config": {}
+    },
+    {
+      "id": 5,
+      "class_name": "WaveletDecomposeNode",
+      "pos_x": 300,
+      "pos_y": 350,
+      "width": 200,
+      "height": 180,
+      "config": {
+        "wavelet_name": "haar",
+        "size": 128
+      }
+    },
+    {
+      "id": 6,
+      "class_name": "iFFTCochleaNode",
+      "pos_x": 50,
+      "pos_y": 350,
+      "width": 200,
+      "height": 180,
+      "config": {}
+    },
+    {
+      "id": 7,
+      "class_name": "ImageDisplayNode",
+      "pos_x": 50,
+      "pos_y": 580,
+      "width": 250,
+      "height": 200,
+      "config": {}
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "signal",
+      "to_node_id": 1,
+      "to_port": "signal"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "spectrum",
+      "to_node_id": 2,
+      "to_port": "spectrum_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "bass",
+      "to_node_id": 3,
+      "to_port": "bass_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "high",
+      "to_node_id": 3,
+      "to_port": "highs_in"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "image",
+      "to_node_id": 4,
+      "to_port": "image"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "image",
+      "to_node_id": 5,
+      "to_port": "image"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "LL",
+      "to_node_id": 6,
+      "to_port": "complex_spectrum"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "image",
+      "to_node_id": 7,
+      "to_port": "image"
+    }
+  ]
+}

app/graph workflows/02_quantum_consciousness.json

@@ -0,0 +1,138 @@
+{
+  "global_settings": {
+    "coupling": 70
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "EEGSimulatorNode",
+      "pos_x": 50,
+      "pos_y": 50,
+      "width": 200,
+      "height": 180,
+      "config": {}
+    },
+    {
+      "id": 1,
+      "class_name": "NeuralFieldNode",
+      "pos_x": 300,
+      "pos_y": 50,
+      "width": 250,
+      "height": 200,
+      "config": {}
+    },
+    {
+      "id": 2,
+      "class_name": "FractalAnalyzerNode",
+      "pos_x": 600,
+      "pos_y": 50,
+      "width": 200,
+      "height": 180,
+      "config": {}
+    },
+    {
+      "id": 3,
+      "class_name": "QuantumWaveNode",
+      "pos_x": 300,
+      "pos_y": 300,
+      "width": 250,
+      "height": 220,
+      "config": {}
+    },
+    {
+      "id": 4,
+      "class_name": "BlochQubitNode",
+      "pos_x": 600,
+      "pos_y": 300,
+      "width": 200,
+      "height": 180,
+      "config": {}
+    },
+    {
+      "id": 5,
+      "class_name": "TopologicalXORNode",
+      "pos_x": 850,
+      "pos_y": 300,
+      "width": 200,
+      "height": 180,
+      "config": {}
+    },
+    {
+      "id": 6,
+      "class_name": "ImageDisplayNode",
+      "pos_x": 300,
+      "pos_y": 570,
+      "width": 250,
+      "height": 200,
+      "config": {}
+    },
+    {
+      "id": 7,
+      "class_name": "SignalDisplayNode",
+      "pos_x": 600,
+      "pos_y": 570,
+      "width": 200,
+      "height": 100,
+      "config": {}
+    },
+    {
+      "id": 8,
+      "class_name": "SignalDisplayNode",
+      "pos_x": 850,
+      "pos_y": 570,
+      "width": 200,
+      "height": 100,
+      "config": {}
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "signal",
+      "to_node_id": 1,
+      "to_port": "theta"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "signal",
+      "to_node_id": 4,
+      "to_port": "rx_angle"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "image",
+      "to_node_id": 2,
+      "to_port": "image_in"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "image",
+      "to_node_id": 3,
+      "to_port": "momentum_x"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "fractal_beta",
+      "to_node_id": 5,
+      "to_port": "input_A"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "image",
+      "to_node_id": 6,
+      "to_port": "image"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "bloch_z",
+      "to_node_id": 7,
+      "to_port": "signal"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "output_C",
+      "to_node_id": 8,
+      "to_port": "signal"
+    }
+  ]
+}

app/graph workflows/03_fractal_telescope.json

@@ -0,0 +1,101 @@
+{
+  "global_settings": {
+    "coupling": 100
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "MandelbrotNode",
+      "pos_x": 400,
+      "pos_y": 250,
+      "width": 250,
+      "height": 200,
+      "config": {
+        "resolution": 128,
+        "max_iterations": 50
+      }
+    },
+    {
+      "id": 1,
+      "class_name": "FractalSteeringPilotNode",
+      "pos_x": 100,
+      "pos_y": 250,
+      "width": 250,
+      "height": 200,
+      "config": {
+        "nudge_factor": 0.005,
+        "complexity_smoothing": 0.95
+      }
+    },
+    {
+      "id": 2,
+      "class_name": "ConstantSignalNode",
+      "pos_x": 400,
+      "pos_y": 50,
+      "width": 200,
+      "height": 100,
+      "config": {
+        "value": 0.05
+      }
+    },
+    {
+      "id": 3,
+      "class_name": "ImageDisplayNode",
+      "pos_x": 700,
+      "pos_y": 250,
+      "width": 300,
+      "height": 250,
+      "config": {
+        "width": 160,
+        "height": 120
+      }
+    },
+    {
+      "id": 4,
+      "class_name": "SignalDisplayNode",
+      "pos_x": 100,
+      "pos_y": 50,
+      "width": 250,
+      "height": 100,
+      "config": {}
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "image",
+      "to_node_id": 1,
+      "to_port": "image_in"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "x_nudge",
+      "to_node_id": 0,
+      "to_port": "x_pos"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "y_nudge",
+      "to_node_id": 0,
+      "to_port": "y_pos"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "signal",
+      "to_node_id": 0,
+      "to_port": "zoom"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "image",
+      "to_node_id": 3,
+      "to_port": "image"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "complexity",
+      "to_node_id": 4,
+      "to_port": "signal"
+    }
+  ]
+}

app/graph workflows/04_iht_reality.json

@@ -0,0 +1,114 @@
+{
+  "global_settings": {
+    "coupling": 85
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "IHTPhaseFieldNode",
+      "pos_x": 50,
+      "pos_y": 100,
+      "width": 250,
+      "height": 220,
+      "config": {}
+    },
+    {
+      "id": 1,
+      "class_name": "IHTAttractorWNode",
+      "pos_x": 350,
+      "pos_y": 50,
+      "width": 200,
+      "height": 200,
+      "config": {}
+    },
+    {
+      "id": 2,
+      "class_name": "ImageDisplayNode",
+      "pos_x": 600,
+      "pos_y": 50,
+      "width": 250,
+      "height": 200,
+      "config": {}
+    },
+    {
+      "id": 3,
+      "class_name": "EmergentGravityNode",
+      "pos_x": 350,
+      "pos_y": 300,
+      "width": 200,
+      "height": 200,
+      "config": {}
+    },
+    {
+      "id": 4,
+      "class_name": "PhiWorldNode",
+      "pos_x": 600,
+      "pos_y": 300,
+      "width": 250,
+      "height": 220,
+      "config": {}
+    },
+    {
+      "id": 5,
+      "class_name": "ImageDisplayNode",
+      "pos_x": 900,
+      "pos_y": 300,
+      "width": 300,
+      "height": 250,
+      "config": {}
+    },
+    {
+      "id": 6,
+      "class_name": "SignalDisplayNode",
+      "pos_x": 350,
+      "pos_y": 550,
+      "width": 200,
+      "height": 100,
+      "config": {}
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "phase_field",
+      "to_node_id": 1,
+      "to_port": "phase_field"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "projected_field",
+      "to_node_id": 2,
+      "to_port": "image"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "constraint_density",
+      "to_node_id": 3,
+      "to_port": "constraint_density"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "gravity_potential",
+      "to_node_id": 4,
+      "to_port": "perturb_in"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "total_mass",
+      "to_node_id": 4,
+      "to_port": "energy_in"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "particles",
+      "to_node_id": 5,
+      "to_port": "image"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "coherence",
+      "to_node_id": 6,
+      "to_port": "signal"
+    }
+  ]
+}

app/graph workflows/05_strange_symphony.json

@@ -0,0 +1,254 @@
+{
+  "global_settings": {
+    "coupling": 75
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "ChaoticControlNode",
+      "pos_x": 50.0,
+      "pos_y": 100.0,
+      "width": 200.0,
+      "height": 200.0,
+      "config": {
+        "inputs": {
+          "control_nudge": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "chaos_x": "signal",
+          "chaos_y": "signal",
+          "phase_image": "image"
+        },
+        "input_data": {
+          "control_nudge": [],
+          "reset": []
+        },
+        "node_title": "Chaotic Control (Lorenz)",
+        "sigma": 10.0,
+        "rho": 28.0,
+        "beta": 2.6666666666666665,
+        "dt": 0.01,
+        "history_len": 1000,
+        "output_x": -4.979905161362859,
+        "output_y": -4.709349588695708
+      }
+    },
+    {
+      "id": 1,
+      "class_name": "SignalAttractorNode",
+      "pos_x": 300.0,
+      "pos_y": 100.0,
+      "width": 300.0,
+      "height": 250.0,
+      "config": {
+        "inputs": {
+          "signal_a": "signal",
+          "signal_b": "signal"
+        },
+        "outputs": {
+          "image": "image",
+          "x_out": "signal",
+          "y_out": "signal"
+        },
+        "input_data": {
+          "signal_a": [
+            -3.763215004882534
+          ],
+          "signal_b": [
+            -3.3997828506932883
+          ]
+        },
+        "node_title": "Signal Attractor",
+        "w": 128,
+        "h": 128,
+        "x": 0.36080326307907173,
+        "y": 0.49027112527145034,
+        "param_c": 1.0,
+        "param_d": 0.7
+      }
+    },
+    {
+      "id": 2,
+      "class_name": "FFTCochleaNode",
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+}

app/graph workflows/06_superfluid_computer.json

@@ -0,0 +1,157 @@
+{
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+}

app/graph workflows/07.json

@@ -0,0 +1,386 @@
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+}

app/graph workflows/07_emergent_engine.json

@@ -0,0 +1,132 @@
+{
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app/graph workflows/08_planck_consciousness.json

@@ -0,0 +1,150 @@
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app/graph workflows/1.json

@@ -0,0 +1,357 @@
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app/graph workflows/10_ultimate_everything.json

@@ -0,0 +1,310 @@
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+      "to_port": "amplitude"
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+}

app/graph workflows/11.json

@@ -0,0 +1,140 @@
+{
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+}

app/graph workflows/1111.json

@@ -0,0 +1,283 @@
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+}

app/graph workflows/11111.json

@@ -0,0 +1,412 @@
+{
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+      "to_node_id": 7,
+      "to_port": "lobe_activation"
+    }
+  ]
+}

app/graph workflows/1112.json

@@ -0,0 +1,438 @@
+{
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+          "delta_out": "signal",
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+}

app/graph workflows/1122.json

@@ -0,0 +1,103 @@
+{
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+          "image": "image"
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+        "input_data": {},
+        "node_title": "Source (Webcam)",
+        "device_id": 0,
+        "source_type": "Webcam",
+        "w": 160,
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+      "config": {
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+        "node_title": "Resonance Morphogenesis",
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+  ]
+}

app/graph workflows/123.json

@@ -0,0 +1,312 @@
+{
+  "global_settings": {
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+    "speed": 100
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+          "complex_modes": "complex_spectrum",
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+          "learning_rate": "signal",
+          "field_strength": "signal",
+          "threshold_mod": "signal",
+          "coupling_mod": "signal",
+          "reset": "signal",
+          "freeze": "signal"
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+        "outputs": {
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+          "thought_field": "image",
+          "weight_map": "image",
+          "spike_map": "image",
+          "potential_map": "image",
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+          "field_spectrum": "spectrum"
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+        "node_title": "Base Node",
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+        "center": 64,
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+          "resonance_q": "signal",
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+          "qualia_region": "image",
+          "radial_profile": "spectrum",
+          "standing_wave": "image",
+          "collapsed_field": "image",
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+}

app/graph workflows/123456.json

@@ -0,0 +1,395 @@
+{
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+}

app/graph workflows/16bandexplorationtothestarpattern.json

@@ -0,0 +1,174 @@
+{
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+        "node_title": "EEG 16-Band (Occipital)",
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+}

app/graph workflows/16jointantennae.json

@@ -0,0 +1,358 @@
+{
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+}

app/graph workflows/1brain.json

@@ -0,0 +1,257 @@
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+}

app/graph workflows/2.json

@@ -0,0 +1,356 @@
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app/graph workflows/22.json

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app/graph workflows/222.json

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app/graph workflows/22222.json

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+}

app/graph workflows/2brains.json

@@ -0,0 +1,473 @@
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+  ]
+}

app/graph workflows/2brains2.json

@@ -0,0 +1,448 @@
+{
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+        "input_data": {},
+        "node_title": "EEG (Occipital)",
+        "edf_file_path": "e:\\docshouse\\450\\1.edf",
+        "selected_region": "Occipital",
+        "_last_path": "e:\\docshouse\\450\\1.edf",
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+          "beta_in": "signal",
+          "gamma_in": "signal",
+          "raw_in": "signal",
+          "scale_mod": "signal"
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+        "outputs": {
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+          "delta_out": "signal",
+          "theta_out": "signal",
+          "alpha_out": "signal",
+          "beta_out": "signal",
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+      "config": {
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+          "use_injection": "signal"
+        },
+        "outputs": {
+          "reconstruction": "image",
+          "latent_out": "spectrum",
+          "loss": "signal"
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+        "node_title": "Real VAE (Injectable)",
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+          "noise_field": "image"
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+        "outputs": {
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+          "constraint_violation": "signal",
+          "temporal_flow": "image"
+        },
+        "node_title": "Retrocausal Constraint",
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+      "width": 200.0,
+      "height": 207.0,
+      "config": {
+        "inputs": {
+          "image": "image",
+          "signal": "signal"
+        },
+        "outputs": {
+          "spectrum": "spectrum",
+          "signal": "signal",
+          "image": "image",
+          "complex_spectrum": "complex_spectrum"
+        },
+        "node_title": "FFT Cochlea",
+        "freq_bins": 64,
+        "x": 0.0,
+        "internal_freq": 10.524507038017447
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+      "custom_state_file": null
+    },
+    {
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+      "width": 222.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "complex_spectrum": "complex_spectrum"
+        },
+        "outputs": {
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+        },
+        "node_title": "iFFT Cochlea",
+        "h": 180,
+        "w": 222
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+      "custom_state_file": null
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+    {
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+      "width": 926.0,
+      "height": 638.0,
+      "config": {
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+          "reset": "signal"
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+        "outputs": {
+          "image_out": "image"
+        },
+        "node_title": "Temporal Blur (Ghosting)",
+        "feedback": 0.9
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+      "learned_weight": 1.0
+    },
+    {
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+      "to_port": "delta_in",
+      "learned_weight": 1.0
+    },
+    {
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+      "from_port": "theta",
+      "to_node_id": 4,
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+      "learned_weight": 1.0
+    },
+    {
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+      "from_port": "alpha",
+      "to_node_id": 4,
+      "to_port": "alpha_in",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "beta",
+      "to_node_id": 4,
+      "to_port": "beta_in",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "gamma",
+      "to_node_id": 4,
+      "to_port": "gamma_in",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "signal",
+      "to_node_id": 5,
+      "to_port": "train",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "latent_out",
+      "to_node_id": 5,
+      "to_port": "latent_in",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "latent_out",
+      "to_node_id": 5,
+      "to_port": "latent_in",
+      "learned_weight": 1.0
+    },
+    {
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+      "from_port": "signal",
+      "to_node_id": 5,
+      "to_port": "use_injection",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "reconstruction",
+      "to_node_id": 6,
+      "to_port": "state_in",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "temporal_flow",
+      "to_node_id": 7,
+      "to_port": "image",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 7,
+      "from_port": "complex_spectrum",
+      "to_node_id": 8,
+      "to_port": "complex_spectrum",
+      "learned_weight": 1.0
+    },
+    {
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+      "to_node_id": 9,
+      "to_port": "image_in",
+      "learned_weight": 1.0
+    }
+  ]
+}

app/graph workflows/2vaesonewebcam.json

@@ -0,0 +1,222 @@
+{
+  "global_settings": {
+    "coupling": 100
+  },
+  "nodes": [
+    {
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+      "class_name": "ConstantSignalNode",
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+      "width": 200.0,
+      "height": 100.0,
+      "config": {
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+        "outputs": {
+          "signal": "signal"
+        },
+        "input_data": {},
+        "node_title": "Constant Signal",
+        "value": 1.0
+      }
+    },
+    {
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+      "class_name": "RealVAENode",
+      "pos_x": -152.0,
+      "pos_y": -39.0,
+      "width": 307.0,
+      "height": 319.0,
+      "config": {
+        "inputs": {
+          "image_in": "image",
+          "latent_in": "spectrum",
+          "train": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "image_out": "image",
+          "latent_out": "spectrum",
+          "loss": "signal"
+        },
+        "node_title": "Real VAE",
+        "latent_dim": 16,
+        "img_size": 64,
+        "current_loss": 2.667429208755493,
+        "training_steps": 22301
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+    },
+    {
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+      "class_name": "LatentAnnealerNode",
+      "pos_x": -140.0,
+      "pos_y": 320.0,
+      "width": 296.0,
+      "height": 200.0,
+      "config": {
+        "inputs": {
+          "latent_in": "spectrum",
+          "force_in": "spectrum",
+          "diffusion": "signal",
+          "seed": "signal"
+        },
+        "outputs": {
+          "latent_out": "spectrum"
+        },
+        "node_title": "Latent Annealer",
+        "current_diffusion": 0.01,
+        "current_seed": 1234
+      }
+    },
+    {
+      "id": 3,
+      "class_name": "RealVAENode",
+      "pos_x": 398.0,
+      "pos_y": -51.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "image_in": "image",
+          "latent_in": "spectrum",
+          "train": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "image_out": "image",
+          "latent_out": "spectrum",
+          "loss": "signal"
+        },
+        "node_title": "Real VAE",
+        "latent_dim": 16,
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+      "config": {
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+          "force_in": "spectrum",
+          "diffusion": "signal",
+          "seed": "signal"
+        },
+        "outputs": {
+          "latent_out": "spectrum"
+        },
+        "node_title": "Latent Annealer",
+        "current_diffusion": 0.01,
+        "current_seed": 1234
+      }
+    },
+    {
+      "id": 6,
+      "class_name": "MediaSourceNode",
+      "pos_x": -549.0,
+      "pos_y": -55.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "signal": "signal",
+          "image": "image"
+        },
+        "input_data": {},
+        "node_title": "Source (Webcam)",
+        "device_id": 0,
+        "source_type": "Webcam",
+        "w": 160,
+        "h": 120,
+        "sample_rate": 44100,
+        "signal_output": 0.20580841503267974
+      }
+    }
+  ],
+  "edges": [
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+      "from_port": "signal",
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+      "to_port": "train"
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+    {
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+      "from_port": "latent_out",
+      "to_node_id": 2,
+      "to_port": "latent_in"
+    },
+    {
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+      "from_port": "latent_out",
+      "to_node_id": 1,
+      "to_port": "latent_in"
+    },
+    {
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+      "from_port": "signal",
+      "to_node_id": 3,
+      "to_port": "train"
+    },
+    {
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+      "to_node_id": 2,
+      "to_port": "force_in"
+    },
+    {
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+      "from_port": "latent_out",
+      "to_node_id": 5,
+      "to_port": "latent_in"
+    },
+    {
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+      "from_port": "latent_out",
+      "to_node_id": 3,
+      "to_port": "latent_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "latent_out",
+      "to_node_id": 5,
+      "to_port": "force_in"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "image",
+      "to_node_id": 1,
+      "to_port": "image_in"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "latent_out",
+      "to_node_id": 3,
+      "to_port": "latent_in"
+    }
+  ]
+}

app/graph workflows/2worlds.json

@@ -0,0 +1,138 @@
+{
+  "global_settings": {
+    "coupling": 100,
+    "speed": 100
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "GatedResonanceNode",
+      "pos_x": -593.0,
+      "pos_y": 37.0,
+      "width": 200.0,
+      "height": 188.0,
+      "config": {
+        "inputs": {
+          "frequency_input": "spectrum",
+          "threshold_mod": "signal",
+          "coupling_mod": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "potential_map": "image",
+          "spike_map": "image",
+          "refractory_map": "image",
+          "eigen_image": "image",
+          "firing_rate": "signal",
+          "synchrony": "signal",
+          "eigenfrequencies": "spectrum"
+        },
+        "node_title": "Base Node",
+        "size": 128,
+        "center": 64,
+        "threshold": 0.05,
+        "refractory_period": 5,
+        "leak": 0.05,
+        "coupling": 0.15,
+        "input_gain": 0.3,
+        "kernel_type": "Star 5",
+        "_last_kernel_type": "Star 5",
+        "t": 1389
+      },
+      "custom_state_file": null
+    },
+    {
+      "id": 1,
+      "class_name": "ImageToVectorNode",
+      "pos_x": -597.0,
+      "pos_y": -213.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "image_in": "image"
+        },
+        "outputs": {
+          "vector_out": "spectrum"
+        },
+        "node_title": "Image -> Vector",
+        "output_dim": 256
+      },
+      "custom_state_file": null
+    },
+    {
+      "id": 2,
+      "class_name": "MediaSourceNode",
+      "pos_x": -575.0,
+      "pos_y": -362.0,
+      "width": 160.0,
+      "height": 120.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "signal": "signal",
+          "image": "image"
+        },
+        "input_data": {},
+        "node_title": "Source (Webcam)",
+        "device_id": 0,
+        "source_type": "Webcam",
+        "w": 160,
+        "h": 120,
+        "sample_rate": 44100,
+        "signal_output": 0.1931701388888889
+      },
+      "custom_state_file": null
+    },
+    {
+      "id": 3,
+      "class_name": "SelfConsistentResonanceNode",
+      "pos_x": -331.0,
+      "pos_y": -383.0,
+      "width": 739.0,
+      "height": 600.0,
+      "config": {
+        "inputs": {
+          "frequency_input": "spectrum",
+          "feedback_modulation": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
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+          "tension_map": "image",
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+}

app/graph workflows/3.json

@@ -0,0 +1,436 @@
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+}

app/graph workflows/34.json

@@ -0,0 +1,549 @@
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+        "inputs": {
+          "lobe_activation": "image",
+          "growth_rate": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "thickness_map": "image",
+          "structure_3d": "image",
+          "fold_density": "signal",
+          "fractal_estimate": "signal",
+          "surface_area": "signal",
+          "morph_signal": "signal",
+          "dominant_mode_power": "signal"
+        },
+        "node_title": "HighRes Cortical Folding",
+        "resolution": 512,
+        "base_growth": 0.1,
+        "dt": 1.0,
+        "fold_threshold": 0.7,
+        "compression_strength": 0.3,
+        "diffusion_sigma": 0.1,
+        "max_thickness": 12,
+        "min_thickness": 0.1,
+        "spectral_window": 32,
+        "smooth_output": 1.0,
+        "scale_display": 1.0,
+        "time_step": 2092,
+        "area_history": [],
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+        "fractal_dim_value": 1.3509045952728203,
+        "morph_signal_value": 0.5615956701300906,
+        "dominant_mode_power": 0.26895585656166077
+      }
+    },
+    {
+      "id": 8,
+      "class_name": "TurbulenceEnhancedGrowthNode",
+      "pos_x": 981.0,
+      "pos_y": -518.0,
+      "width": 828.0,
+      "height": 621.0,
+      "config": {
+        "inputs": {
+          "lobe_activation": "image",
+          "growth_rate": "signal",
+          "turbulence_signal": "signal",
+          "turbulence_field": "image",
+          "reset": "signal"
+        },
+        "outputs": {
+          "thickness_map": "image",
+          "fold_density": "signal",
+          "surface_area": "signal",
+          "fractal_estimate": "signal",
+          "structure_3d": "image",
+          "turbulence_response": "signal"
+        },
+        "node_title": "Turbulence Growth",
+        "resolution": 128,
+        "dt": 0.01,
+        "base_growth": 0.5,
+        "fold_threshold": 0.005,
+        "compression_strength": 3,
+        "diffusion": 0.1,
+        "turbulence_amplification": 2,
+        "turbulence_mode": "signal",
+        "time_step": 1964,
+        "turbulence_response_value": 0.0,
+        "area_history": [],
+        "fractal_dim_value": 1.7823946181848738
+      }
+    },
+    {
+      "id": 9,
+      "class_name": "Cortical3DGrowthNode",
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+      "height": 617.0,
+      "config": {
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+          "growth_rate": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "thickness_map": "image",
+          "fold_density": "signal",
+          "surface_area": "signal",
+          "fractal_estimate": "signal",
+          "structure_3d": "image"
+        },
+        "node_title": "3D Cortical Growth",
+        "resolution": 128,
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+        "fractal_dim_value": 1.4212938794914682
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+    {
+      "id": 10,
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+      "width": 642.0,
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+      "config": {
+        "inputs": {
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+          "growth_rate": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "resonance_map": "image",
+          "consistency_map": "image",
+          "thickness_map": "image",
+          "structure_3d": "image",
+          "fold_density": "signal",
+          "fractal_estimate": "signal",
+          "surface_area": "signal",
+          "morph_signal": "signal",
+          "dominant_mode_power": "signal"
+        },
+        "node_title": "Resonance Morphogenesis",
+        "resolution": 512,
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+        "stability_threshold": 4,
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+        "morph_signal_value": 0.2801400567341531,
+        "dominant_mode_power": 0.26895585656166077
+      }
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "delta",
+      "to_node_id": 2,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "theta",
+      "to_node_id": 4,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "beta",
+      "to_node_id": 3,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "alpha",
+      "to_node_id": 1,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "gamma",
+      "to_node_id": 5,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "delta"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "theta"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "alpha"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "beta"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "gamma"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 7,
+      "to_port": "lobe_activation"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 8,
+      "to_port": "lobe_activation"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 9,
+      "to_port": "lobe_activation"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 10,
+      "to_port": "lobe_activation"
+    }
+  ]
+}

app/graph workflows/3corticalnodes.json

@@ -0,0 +1,496 @@
+{
+  "global_settings": {
+    "coupling": 70
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "TurbulenceFieldNode",
+      "pos_x": -1088.0,
+      "pos_y": -430.0,
+      "width": 260.0,
+      "height": 265.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "turbulence_matrix": "image",
+          "turbulence_scalar": "signal",
+          "max_turbulence": "signal",
+          "phase_field": "image",
+          "dominant_mode": "signal",
+          "delta": "signal",
+          "theta": "signal",
+          "alpha": "signal",
+          "beta": "signal",
+          "gamma": "signal"
+        },
+        "input_data": {},
+        "node_title": "Turbulence (8ch)",
+        "edf_file_path": "e:\\docshouse\\450\\2.edf",
+        "selected_region": "Occipital",
+        "window_size": 1.0,
+        "history_length": 100,
+        "smoothing_sigma": 1,
+        "fs": 100.0,
+        "phase_weight": 0.4,
+        "coherence_weight": 0.3,
+        "activity_weight": 0.3,
+        "current_time": 59.86666666666583,
+        "_last_path": "e:\\docshouse\\450\\2.edf",
+        "_last_region": "Occipital",
+        "num_channels": 8,
+        "channel_names": [
+          "O1",
+          "O2",
+          "OZ",
+          "POZ",
+          "PO3",
+          "PO4",
+          "PO7",
+          "PO8"
+        ],
+        "turbulence_scalar": 0.2811235189437866,
+        "max_turb": 0.34930992126464844,
+        "band_powers": {
+          "delta": 8.914038575124281e-10,
+          "theta": 1.886516835239167e-10,
+          "alpha": 2.40493459082865e-10,
+          "beta": 3.5011843636911004e-10,
+          "gamma": 1.8416760259369815e-10
+        }
+      }
+    },
+    {
+      "id": 1,
+      "class_name": "SignalAmplifierNode",
+      "pos_x": -762.0,
+      "pos_y": -220.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "signal_in": "signal"
+        },
+        "outputs": {
+          "signal_out": "signal"
+        },
+        "input_data": {
+          "signal_in": [
+            1.7586120269353109e-10
+          ]
+        },
+        "node_title": "Signal Amplifier",
+        "gain": 10000000,
+        "output_value": 0.0017586120269353109
+      }
+    },
+    {
+      "id": 2,
+      "class_name": "SignalAmplifierNode",
+      "pos_x": -771.0,
+      "pos_y": -551.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "signal_in": "signal"
+        },
+        "outputs": {
+          "signal_out": "signal"
+        },
+        "input_data": {
+          "signal_in": [
+            5.694085886630403e-10
+          ]
+        },
+        "node_title": "Signal Amplifier",
+        "gain": 10000000,
+        "output_value": 0.005694085886630403
+      }
+    },
+    {
+      "id": 3,
+      "class_name": "SignalAmplifierNode",
+      "pos_x": -763.0,
+      "pos_y": -53.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "signal_in": "signal"
+        },
+        "outputs": {
+          "signal_out": "signal"
+        },
+        "input_data": {
+          "signal_in": [
+            2.524559370288077e-10
+          ]
+        },
+        "node_title": "Signal Amplifier",
+        "gain": 10000000,
+        "output_value": 0.002524559370288077
+      }
+    },
+    {
+      "id": 4,
+      "class_name": "SignalAmplifierNode",
+      "pos_x": -766.0,
+      "pos_y": -385.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "signal_in": "signal"
+        },
+        "outputs": {
+          "signal_out": "signal"
+        },
+        "input_data": {
+          "signal_in": [
+            1.4798700220102594e-10
+          ]
+        },
+        "node_title": "Signal Amplifier",
+        "gain": 10000000,
+        "output_value": 0.0014798700220102594
+      }
+    },
+    {
+      "id": 5,
+      "class_name": "SignalAmplifierNode",
+      "pos_x": -1087.0,
+      "pos_y": -158.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {
+          "signal_in": "signal"
+        },
+        "outputs": {
+          "signal_out": "signal"
+        },
+        "input_data": {
+          "signal_in": [
+            1.344474382801802e-10
+          ]
+        },
+        "node_title": "Signal Amplifier",
+        "gain": 10000000,
+        "output_value": 0.001344474382801802
+      }
+    },
+    {
+      "id": 6,
+      "class_name": "EigenmodeResonanceNode",
+      "pos_x": -1080.0,
+      "pos_y": -18.0,
+      "width": 200.0,
+      "height": 186.0,
+      "config": {
+        "inputs": {
+          "delta": "signal",
+          "theta": "signal",
+          "alpha": "signal",
+          "beta": "signal",
+          "gamma": "signal",
+          "raw_signal": "signal"
+        },
+        "outputs": {
+          "eigenmode_activation": "image",
+          "lobe_activation_map": "image",
+          "resonance_score": "signal",
+          "dominant_mode_n": "signal",
+          "dominant_mode_m": "signal",
+          "total_activation": "signal"
+        },
+        "input_data": {
+          "delta": [
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+          ],
+          "theta": [
+            0.0011788250796442756
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+          "alpha": [
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+          "beta": [
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+          ],
+          "gamma": [
+            0.000952152316608807
+          ],
+          "raw_signal": []
+        },
+        "node_title": "EEG Eigenmode Analyzer v3",
+        "aspect_ratio": 2.0,
+        "resolution": 256,
+        "resonance_threshold": 0.3,
+        "sensitivity": 1.0,
+        "contrast_boost": 2.0,
+        "frequency_to_modes": {
+          "delta": [
+            [
+              1,
+              0
+            ],
+            [
+              1,
+              1
+            ]
+          ],
+          "theta": [
+            [
+              2,
+              0
+            ],
+            [
+              2,
+              1
+            ]
+          ],
+          "alpha": [
+            [
+              2,
+              2
+            ],
+            [
+              3,
+              1
+            ]
+          ],
+          "beta": [
+            [
+              3,
+              2
+            ],
+            [
+              4,
+              1
+            ],
+            [
+              3,
+              3
+            ]
+          ],
+          "gamma": [
+            [
+              4,
+              2
+            ],
+            [
+              5,
+              1
+            ],
+            [
+              4,
+              3
+            ]
+          ]
+        },
+        "dominant_mode_n": 1,
+        "dominant_mode_m": 0,
+        "eeg_bands": {
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+          "theta": 0.0011788250796442756,
+          "alpha": 0.0012756330434350051,
+          "beta": 0.001809674113041474,
+          "gamma": 0.000952152316608807
+        }
+      }
+    },
+    {
+      "id": 7,
+      "class_name": "HighResCorticalFoldingNode",
+      "pos_x": -541.0,
+      "pos_y": -508.0,
+      "width": 682.0,
+      "height": 624.0,
+      "config": {
+        "inputs": {
+          "lobe_activation": "image",
+          "growth_rate": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "thickness_map": "image",
+          "structure_3d": "image",
+          "fold_density": "signal",
+          "fractal_estimate": "signal",
+          "surface_area": "signal",
+          "morph_signal": "signal",
+          "dominant_mode_power": "signal"
+        },
+        "node_title": "HighRes Cortical Folding",
+        "resolution": 512,
+        "base_growth": 0.1,
+        "dt": 1.0,
+        "fold_threshold": 0.7,
+        "compression_strength": 0.3,
+        "diffusion_sigma": 0.1,
+        "max_thickness": 12,
+        "min_thickness": 0.1,
+        "spectral_window": 32,
+        "smooth_output": 1.0,
+        "scale_display": 1.0,
+        "time_step": 1924,
+        "area_history": [],
+        "fold_density_value": 636.6206665039062,
+        "surface_area_value": 88518432.0,
+        "fractal_dim_value": 1.2499212214551885,
+        "morph_signal_value": 0.5476169891655445,
+        "dominant_mode_power": 0.24608154594898224
+      }
+    },
+    {
+      "id": 8,
+      "class_name": "TurbulenceEnhancedGrowthNode",
+      "pos_x": 977.0,
+      "pos_y": -493.0,
+      "width": 828.0,
+      "height": 621.0,
+      "config": {
+        "inputs": {
+          "lobe_activation": "image",
+          "growth_rate": "signal",
+          "turbulence_signal": "signal",
+          "turbulence_field": "image",
+          "reset": "signal"
+        },
+        "outputs": {
+          "thickness_map": "image",
+          "fold_density": "signal",
+          "surface_area": "signal",
+          "fractal_estimate": "signal",
+          "structure_3d": "image",
+          "turbulence_response": "signal"
+        },
+        "node_title": "Turbulence Growth",
+        "resolution": 128,
+        "dt": 0.01,
+        "base_growth": 0.5,
+        "fold_threshold": 0.005,
+        "compression_strength": 3,
+        "diffusion": 0.1,
+        "turbulence_amplification": 2,
+        "turbulence_mode": "signal",
+        "time_step": 1796,
+        "turbulence_response_value": 0.0,
+        "area_history": [],
+        "fractal_dim_value": 1.2861768830099747
+      }
+    },
+    {
+      "id": 9,
+      "class_name": "Cortical3DGrowthNode",
+      "pos_x": 168.0,
+      "pos_y": -494.0,
+      "width": 794.0,
+      "height": 617.0,
+      "config": {
+        "inputs": {
+          "lobe_activation": "image",
+          "growth_rate": "signal",
+          "reset": "signal"
+        },
+        "outputs": {
+          "thickness_map": "image",
+          "fold_density": "signal",
+          "surface_area": "signal",
+          "fractal_estimate": "signal",
+          "structure_3d": "image"
+        },
+        "node_title": "3D Cortical Growth",
+        "resolution": 128,
+        "dt": 0.01,
+        "base_growth": 0.1,
+        "fold_threshold": 0.7,
+        "compression_strength": 0.3,
+        "diffusion": 0.1,
+        "time_step": 15,
+        "area_history": [],
+        "fractal_dim_value": 1.2861768830099747
+      }
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "delta",
+      "to_node_id": 2,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "theta",
+      "to_node_id": 4,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "beta",
+      "to_node_id": 3,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "alpha",
+      "to_node_id": 1,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "gamma",
+      "to_node_id": 5,
+      "to_port": "signal_in"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "delta"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "theta"
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "alpha"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "beta"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "signal_out",
+      "to_node_id": 6,
+      "to_port": "gamma"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 7,
+      "to_port": "lobe_activation"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 8,
+      "to_port": "lobe_activation"
+    },
+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 9,
+      "to_port": "lobe_activation"
+    }
+  ]
+}

app/graph workflows/3corticalnodes2.json

@@ -0,0 +1,497 @@
+{
+  "global_settings": {
+    "coupling": 70
+  },
+  "nodes": [
+    {
+      "id": 0,
+      "class_name": "TurbulenceFieldNode",
+      "pos_x": -1088.0,
+      "pos_y": -430.0,
+      "width": 260.0,
+      "height": 265.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "turbulence_matrix": "image",
+          "turbulence_scalar": "signal",
+          "max_turbulence": "signal",
+          "phase_field": "image",
+          "dominant_mode": "signal",
+          "delta": "signal",
+          "theta": "signal",
+          "alpha": "signal",
+          "beta": "signal",
+          "gamma": "signal"
+        },
+        "input_data": {},
+        "node_title": "Turbulence (8ch)",
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+          "gamma": "signal",
+          "raw_signal": "signal"
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+        "outputs": {
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+          "lobe_activation_map": "image",
+          "resonance_score": "signal",
+          "dominant_mode_n": "signal",
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+          "structure_3d": "image",
+          "fold_density": "signal",
+          "fractal_estimate": "signal",
+          "surface_area": "signal",
+          "morph_signal": "signal",
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+          "fold_density": "signal",
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+          "fractal_estimate": "signal",
+          "structure_3d": "image",
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+          "surface_area": "signal",
+          "fractal_estimate": "signal",
+          "structure_3d": "image"
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+      }
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+  ],
+  "edges": [
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+    {
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+      "to_node_id": 6,
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+    {
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+    {
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+      "to_port": "alpha"
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+    {
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+    {
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+      "to_node_id": 8,
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+      "from_port": "lobe_activation_map",
+      "to_node_id": 9,
+      "to_port": "lobe_activation"
+    }
+  ]
+}

app/graph workflows/3corticalnodes3.json

@@ -0,0 +1,419 @@
+{
+  "global_settings": {
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+  },
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+          "phase_field": "image",
+          "dominant_mode": "signal",
+          "delta": "signal",
+          "theta": "signal",
+          "alpha": "signal",
+          "beta": "signal",
+          "gamma": "signal"
+        },
+        "input_data": {},
+        "node_title": "Turbulence (8ch)",
+        "edf_file_path": "e:\\docshouse\\450\\2.edf",
+        "selected_region": "Occipital",
+        "window_size": 1.0,
+        "history_length": 100,
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+          "surface_area": "signal",
+          "morph_signal": "signal",
+          "dominant_mode_power": "signal"
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+        "node_title": "Resonance Morphogenesis",
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+}

app/graph workflows/4.json

@@ -0,0 +1,472 @@
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+}

app/graph workflows/4corticalfoldingsystems.json

@@ -0,0 +1,560 @@
+{
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+}

app/graph workflows/5.json

@@ -0,0 +1,50 @@
+{
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+}

app/graph workflows/64channelbrain.json

@@ -0,0 +1,459 @@
+{
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+    {
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+      "to_port": "theta"
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+      "to_node_id": 6,
+      "to_port": "alpha"
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+      "to_node_id": 6,
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+    {
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+      "to_node_id": 6,
+      "to_port": "gamma"
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+    {
+      "from_node_id": 6,
+      "from_port": "lobe_activation_map",
+      "to_node_id": 7,
+      "to_port": "lobe_activation"
+    }
+  ]
+}

app/graph workflows/64channelsandprocessordies.json

@@ -0,0 +1,459 @@
+{
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+          "dominant_mode": "signal",
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+        "input_data": {},
+        "node_title": "Turbulence (64ch)",
+        "edf_file_path": "e:\\docshouse\\450\\1.edf",
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+      "to_node_id": 7,
+      "to_port": "lobe_activation"
+    }
+  ]
+}

app/graph workflows/888.json

@@ -0,0 +1,357 @@
+{
+  "global_settings": {
+    "coupling": 100
+  },
+  "nodes": [
+    {
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+      "class_name": "SpikingEigenmodeNode",
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+      "width": 220.0,
+      "height": 250.0,
+      "config": {
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+          "dna_current": "spectrum",
+          "inhibition": "signal"
+        },
+        "outputs": {
+          "drum_surface": "image",
+          "spike_activity": "spectrum",
+          "total_energy": "signal"
+        },
+        "node_title": "The Blueprint (Anatomy)",
+        "resolution": 256,
+        "decay": 0.05,
+        "threshold": 0.2,
+        "num_modes": 55
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+    },
+    {
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+      "width": 250.0,
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+      "config": {
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+          "anatomy_mask": "image",
+          "bio_matter": "image",
+          "jamming_limit": "signal"
+        },
+        "outputs": {
+          "tissue_structure": "image",
+          "density_map": "image",
+          "active_growth": "image"
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+        "node_title": "Leggett Assembler",
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+          "in_12": "signal",
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+          "in_14": "signal",
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+        "node_title": "Current Injection",
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+      "to_node_id": 2,
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+      "to_node_id": 2,
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+      "to_node_id": 2,
+      "to_port": "in_1"
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+    {
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+      "from_port": "structure_3d",
+      "to_node_id": 1,
+      "to_port": "bio_matter"
+    }
+  ]
+}

app/graph workflows/8k.json

@@ -0,0 +1,64 @@
+{
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+          "reference_freq": "signal",
+          "reset": "signal"
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+          "peak_frequency": "signal",
+          "n_interferences": "signal",
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+  ],
+  "edges": []
+}

app/graph workflows/8k2.json

@@ -0,0 +1,137 @@
+{
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+    "speed": 100
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+}

app/graph workflows/8k3.json

@@ -0,0 +1,141 @@
+{
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+          "ring_2_boost": "signal",
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+          "reset": "signal"
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+}

app/graph workflows/EEGtetris.json

@@ -0,0 +1,179 @@
+{
+  "global_settings": {
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+          "eigen_coords": "spectrum"
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+          "raw_beta": "signal",
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+        "input_data": {
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+        "node_title": "EEG Super-Loader",
+        "edf_file": "E:/DocsHouse/450/1.edf",
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+}

app/graph workflows/Eigen constraint decoder.json

@@ -0,0 +1,110 @@
+{
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+  ]
+}

app/graph workflows/Eigen constraint decoder2.json

@@ -0,0 +1,168 @@
+{
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+    },
+    {
+      "id": 1,
+      "class_name": "EigenConstraintDecoder",
+      "pos_x": -659.0,
+      "pos_y": -394.0,
+      "width": 597.0,
+      "height": 539.0,
+      "config": {
+        "inputs": {
+          "token_stream": "spectrum",
+          "theta_phase": "signal",
+          "temperature": "signal",
+          "prior_strength": "signal"
+        },
+        "node_title": "Eigen Constraint Decoder",
+        "embed_dim": 64,
+        "n_eigenmodes": 16,
+        "history_len": 200,
+        "manifold_size": 256,
+        "latent_dim": 32,
+        "compatible_count": 67,
+        "constraint_violation": 0.06385642807266106,
+        "entropy": 4.21823234495293,
+        "epoch": 1214,
+        "eigenbasis_lr": 0.01,
+        "skull_filter_lr": 0.001,
+        "manifold_lr": 0.01
+      },
+      "custom_state_file": null
+    },
+    {
+      "id": 2,
+      "class_name": "ConstantSignalNode",
+      "pos_x": -912.0,
+      "pos_y": -38.0,
+      "width": 200.0,
+      "height": 180.0,
+      "config": {
+        "inputs": {},
+        "outputs": {
+          "signal": "signal"
+        },
+        "input_data": {},
+        "node_title": "Constant Signal",
+        "value": 0.1
+      },
+      "custom_state_file": null
+    },
+    {
+      "id": 3,
+      "class_name": "HolographicIFFTNode",
+      "pos_x": -38.0,
+      "pos_y": -390.0,
+      "width": 526.0,
+      "height": 537.0,
+      "config": {
+        "inputs": {
+          "complex_spectrum": "complex_spectrum"
+        },
+        "outputs": {
+          "reconstructed_image": "image"
+        },
+        "node_title": "Base Node"
+      },
+      "custom_state_file": null
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 0,
+      "from_port": "theta_phase",
+      "to_node_id": 1,
+      "to_port": "theta_phase",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 0,
+      "from_port": "frontal_tokens",
+      "to_node_id": 1,
+      "to_port": "token_stream",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "signal",
+      "to_node_id": 1,
+      "to_port": "temperature",
+      "learned_weight": 1.0
+    },
+    {
+      "from_node_id": 1,
+      "from_port": "constrained_manifold",
+      "to_node_id": 3,
+      "to_port": "complex_spectrum",
+      "learned_weight": 1.0
+    }
+  ]
+}

app/graph workflows/GödelParadoxEngine.json

@@ -0,0 +1,127 @@
+{
+  "global_settings": {
+    "coupling": 100,
+    "speed": 60
+  },
+  "nodes": [
+    {
+      "id": 1,
+      "class_name": "ConstantSignalNode",
+      "pos_x": -600,
+      "pos_y": 0,
+      "width": 200,
+      "height": 150,
+      "config": {
+        "node_title": "The Axiom (1.0)",
+        "value": 1.0
+      }
+    },
+    {
+      "id": 2,
+      "class_name": "SignalMathNode",
+      "pos_x": -300,
+      "pos_y": 0,
+      "width": 200,
+      "height": 180,
+      "config": {
+        "node_title": "Paradox Generator (1-A)",
+        "operation": "subtract"
+      }
+    },
+    {
+      "id": 3,
+      "class_name": "LatentAssemblerNode",
+      "pos_x": 0,
+      "pos_y": 0,
+      "width": 200,
+      "height": 180,
+      "config": {
+        "node_title": "Paradox Vectorizer",
+        "latent_dim": 16
+      }
+    },
+    {
+      "id": 4,
+      "class_name": "SelfOrganizingObserverNode",
+      "pos_x": 300,
+      "pos_y": -150,
+      "width": 300,
+      "height": 300,
+      "config": {
+        "node_title": "The Confused Observer",
+        "latent_dim": 16,
+        "growth_sensitivity": 50.0,
+        "plasticity_gain": 0.1
+      }
+    },
+    {
+      "id": 5,
+      "class_name": "FractalNoiseFieldNode",
+      "pos_x": 700,
+      "pos_y": -150,
+      "width": 300,
+      "height": 300,
+      "config": {
+        "node_title": "Cognitive Dissonance Field",
+        "field_size": 256,
+        "octaves": 4,
+        "persistence": 0.5
+      }
+    },
+    {
+      "id": 6,
+      "class_name": "DisplayNode",
+      "pos_x": 1050,
+      "pos_y": -150,
+      "width": 300,
+      "height": 300,
+      "config": {
+        "node_title": "The Scream (Visualized)"
+      }
+    }
+  ],
+  "edges": [
+    {
+      "from_node_id": 1,
+      "from_port": "signal",
+      "to_node_id": 2,
+      "to_port": "A"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "result",
+      "to_node_id": 2,
+      "to_port": "B"
+    },
+    {
+      "from_node_id": 2,
+      "from_port": "result",
+      "to_node_id": 3,
+      "to_port": "in_0"
+    },
+    {
+      "from_node_id": 3,
+      "from_port": "latent_out",
+      "to_node_id": 4,
+      "to_port": "sensation"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "free_energy",
+      "to_node_id": 5,
+      "to_port": "time_scale"
+    },
+    {
+      "from_node_id": 5,
+      "from_port": "noise_field",
+      "to_node_id": 6,
+      "to_port": "image_in"
+    },
+    {
+      "from_node_id": 4,
+      "from_port": "entropy_out",
+      "to_node_id": 5,
+      "to_port": "perturbation"
+    }
+  ]
+}