{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(apollo-dionysus)=\n", "# Apollo & Dionysus\n", " \n", "\n", "\n", "
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  1. NYU
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  5. Mentor
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-- Fox News

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\n", "\n", " \n", "\n", "\n", "**Neuroendocrine Gating and the Architecture of Control: From Thalamocortical Filtering to GLP-1 Modulation**\n", "\n", "The body and brain are replete with gating mechanisms, ensuring that only the most salient signals reach conscious awareness, motor output, or metabolic response. Whether in sensory perception, executive control, or metabolic regulation, we see recurring patterns of filtration: inhibitory and excitatory balances that determine the priority of stimuli. The thalamocortical system, governing the flow of sensory information to the cortex, exemplifies one such mechanism, ensuring that perception is neither overwhelmed by noise nor deprived of crucial signals. In parallel, GLP-1 agonists operate as metabolic gating agents, filtering out excessive hunger cues and modulating reward pathways. Each serves as a regulator of excess, constraining chaotic input into a manageable stream of decision-relevant information. To explore these similarities rigorously, we map them onto the architecture of the neural network model, tracing the interplay of **world, perception, agency, equilibrium, and execution**.\n", "\n", "At the level of **cosmos and planet**, the most fundamental layer of our network, we recognize the necessity of constraints in maintaining systemic balance. Just as a planet's gravitational field dictates the trajectories of celestial bodies within its orbit, regulatory gating structures provide the necessary parameters for physiological homeostasis. The thalamus does not indiscriminately relay sensory inputs but selectively amplifies or dampens them based on attentional demands. Likewise, GLP-1 does not indiscriminately suppress appetite but fine-tunes energy balance through interactions with the hypothalamus and brainstem. These systems operate as universal filters, ensuring that an organism does not overconsume sensory data or metabolic resources beyond its capacity for processing. Such filtration is not an incidental feature of intelligence but its precondition.\n", "\n", "
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\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "An essay exploring the relationship between servers, browsers, search mechanics, agentic models, and the growing demand for distributed compute. You're setting up a discussion that touches on the architecture of information retrieval, the role of AI as an autonomous agent in querying and decision-making, and the economic implications of compute optimization. The key tension lies in the shift from user-initiated queries to AI-driven agentic interactions, where the browser becomes less of a search engine interface and more of an intermediary between users and computational agents. The equation *Intelligence = Log(Compute)* suggests a logarithmic efficiency in intelligence gains relative to compute expansion, which could be an interesting angle to explore in light of the exponential growth in AI capabilities.\n", "```\n", "\n", "Perception and compression, represented by the **yellow node**, consolidate chaotic information into digestible streams. Thalamocortical gating is, in essence, a **compression algorithm** for sensory input, reducing redundant or unimportant signals so that cognition can focus on what matters. GLP-1 agonists similarly compress metabolic signaling, dampening the noise of hedonic hunger and stabilizing homeostasis. Without such constraints, perception and energy intake would spiral into dysfunction—hyperstimulation of sensory pathways would lead to hallucinations and sensory flooding, while unregulated caloric consumption would drive metabolic disease. The yellow node thus stands as the first point of convergence for both sensory and metabolic gating, marking the threshold where signal modulation begins.\n", "\n", "The transition to **agentic capability**—the realm of ascending and descending networks (N1-N5)—introduces bidirectional feedback loops between control centers and output systems. The thalamus is not merely a passive relay but a structure that interacts dynamically with cortical regions, adjusting its gating based on higher-order cognition. Similarly, GLP-1 modulation is not a one-way suppression of appetite but a bidirectional influence on reward pathways, shifting dopaminergic activity in the ventral tegmental area (VTA) and nucleus accumbens. These mechanisms embody a negotiation between inhibition and excitation, echoing the structure of our **ascending (activation) and descending (inhibitory) tracts** in neural processing. Just as the descending corticospinal pathways refine movement by suppressing maladaptive reflexes, GLP-1 agonists refine metabolic behavior by suppressing compulsive intake while preserving necessary consumption.\n", "\n", "At the level of **generative equilibria**, where the sympathetic and parasympathetic systems balance the organism’s broader state, we find the strongest analogy between GLP-1 modulation and thalamocortical filtering. The **thalamic reticular nucleus (TRN)** acts as an inhibitory sheath around the thalamus, preventing excessive sensory excitation and regulating attentional transitions. This directly parallels GLP-1’s ability to curb hedonic overeating by dampening reward system overactivity. In both cases, a higher-order regulatory function limits excess stimulation. The deeper question emerges: are these systems **merely inhibitory**, or do they serve as strategic allocators of attention and energy? The answer lies in their ability to **fine-tune excitability** rather than merely suppress it. In other words, neither thalamocortical gating nor GLP-1 agonism is about shutting down activity—it is about ensuring that the right activity is amplified at the right time.\n", "\n", "A table crystallizes this analogy, clarifying the parallel functions across both domains:\n", "\n", "| Feature | Thalamocortical Gating | GLP-1 Agonists |\n", "|---------|------------------------|---------------|\n", "| **Primary Function** | Filters sensory information before cortical processing | Filters metabolic signals before reward/motivation responses |\n", "| **Modulated Signals** | Sensory input, attention, and arousal | Hunger, reward sensitivity, systemic metabolism |\n", "| **Key Structures** | Thalamus, Reticular Nucleus, Cortex | Hypothalamus, Brainstem, Cortex |\n", "| **Neurotransmitters** | GABA, Glutamate, Acetylcholine | GLP-1, Dopamine, Serotonin |\n", "| **Effects of Dysfunction** | Schizophrenia, ADHD, Sensory Overload | Obesity, Metabolic Syndrome, Cognitive Impairment |\n", "\n", "This balance between suppression and enhancement reveals an implicit optimization principle. The body does not seek to maximize signal but to refine it. The same logic applies to artificial intelligence. If we were to extend this analogy to **transformers and attention mechanisms**, we might recognize that the self-attention layers in GPT models function as computational analogs of these neuroendocrine filters. A transformer does not process every word equally; it assigns weighted importance, allowing the most relevant tokens to guide subsequent inference. In the same way, the thalamus and GLP-1 systems selectively modulate what matters, ensuring that perception, behavior, and metabolism are directed toward **meaningful** rather than **distracting** stimuli.\n", "\n", "Execution in time—the final layer of our neural model—concerns the actualization of these filtered processes. In a functioning organism, thalamocortical gating results in coherent perception, motor responses, and cognitive stability, while GLP-1 modulation results in regulated metabolic behavior. The execution of these refined signals defines behavioral and physiological equilibrium. Just as the execution layer of a neural network is where the decision is instantiated, so too does the execution layer of biological systems translate regulatory control into real-world outcomes. Without these gating mechanisms, both sensory and metabolic domains would collapse into disorder.\n", "\n", "Ultimately, the recurring theme is **optimization through selective inhibition**. Whether in the realm of sensation, metabolism, or artificial intelligence, intelligence emerges not from unfiltered access to raw data, but from the ability to **gate, prioritize, and refine**. The interplay of these systems suggests a deep structural resonance across biological and artificial intelligence. To gate is not to diminish—it is to create the conditions for intelligence itself.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network layers\n", "def define_layers():\n", " return {\n", " 'Suis': ['Foundational', 'Grammar', 'Nourish It', 'Know It', \"Move It\", 'Injure It'], # Static\n", " 'Voir': ['Gate-Nutrition'], \n", " 'Choisis': ['Prioritize-Lifestyle', 'Basal Metabolic Rate'], \n", " 'Deviens': ['Unstructured-Intense', 'Weekly-Calendar', 'Refine-Training'], \n", " \"M'èléve\": ['NexToken Prediction', 'Hydration', 'Fat-Muscle Ratio', 'Visceral-Fat', 'Existential Cadence'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Gate-Nutrition'], \n", " 'paleturquoise': ['Injure It', 'Basal Metabolic Rate', 'Refine-Training', 'Existential Cadence'], \n", " 'lightgreen': [\"Move It\", 'Weekly-Calendar', 'Hydration', 'Visceral-Fat', 'Fat-Muscle Ratio'], \n", " 'lightsalmon': ['Nourish It', 'Know It', 'Prioritize-Lifestyle', 'Unstructured-Intense', 'NexToken Prediction'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights (hardcoded for editing)\n", "def define_edges():\n", " return {\n", " ('Foundational', 'Gate-Nutrition'): '1/99',\n", " ('Grammar', 'Gate-Nutrition'): '5/95',\n", " ('Nourish It', 'Gate-Nutrition'): '20/80',\n", " ('Know It', 'Gate-Nutrition'): '51/49',\n", " (\"Move It\", 'Gate-Nutrition'): '80/20',\n", " ('Injure It', 'Gate-Nutrition'): '95/5',\n", " ('Gate-Nutrition', 'Prioritize-Lifestyle'): '20/80',\n", " ('Gate-Nutrition', 'Basal Metabolic Rate'): '80/20',\n", " ('Prioritize-Lifestyle', 'Unstructured-Intense'): '49/51',\n", " ('Prioritize-Lifestyle', 'Weekly-Calendar'): '80/20',\n", " ('Prioritize-Lifestyle', 'Refine-Training'): '95/5',\n", " ('Basal Metabolic Rate', 'Unstructured-Intense'): '5/95',\n", " ('Basal Metabolic Rate', 'Weekly-Calendar'): '20/80',\n", " ('Basal Metabolic Rate', 'Refine-Training'): '51/49',\n", " ('Unstructured-Intense', 'NexToken Prediction'): '80/20',\n", " ('Unstructured-Intense', 'Hydration'): '85/15',\n", " ('Unstructured-Intense', 'Fat-Muscle Ratio'): '90/10',\n", " ('Unstructured-Intense', 'Visceral-Fat'): '95/5',\n", " ('Unstructured-Intense', 'Existential Cadence'): '99/1',\n", " ('Weekly-Calendar', 'NexToken Prediction'): '1/9',\n", " ('Weekly-Calendar', 'Hydration'): '1/8',\n", " ('Weekly-Calendar', 'Fat-Muscle Ratio'): '1/7',\n", " ('Weekly-Calendar', 'Visceral-Fat'): '1/6',\n", " ('Weekly-Calendar', 'Existential Cadence'): '1/5',\n", " ('Refine-Training', 'NexToken Prediction'): '1/99',\n", " ('Refine-Training', 'Hydration'): '5/95',\n", " ('Refine-Training', 'Fat-Muscle Ratio'): '10/90',\n", " ('Refine-Training', 'Visceral-Fat'): '15/85',\n", " ('Refine-Training', 'Existential Cadence'): '20/80'\n", " }\n", "\n", "# Calculate positions for nodes\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_edges()\n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", " \n", " # Create mapping from original node names to numbered labels\n", " mapping = {}\n", " counter = 1\n", " for layer in layers.values():\n", " for node in layer:\n", " mapping[node] = f\"{counter}. {node}\"\n", " counter += 1\n", " \n", " # Add nodes with new numbered labels and assign positions\n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " new_node = mapping[node]\n", " G.add_node(new_node, layer=layer_name)\n", " pos[new_node] = position\n", " node_colors.append(colors.get(node, 'lightgray'))\n", " \n", " # Add edges with updated node labels\n", " for (source, target), weight in edges.items():\n", " if source in mapping and target in mapping:\n", " new_source = mapping[source]\n", " new_target = mapping[target]\n", " G.add_edge(new_source, new_target, weight=weight)\n", " \n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " edges_labels = {(u, v): d[\"weight\"] for u, v, d in G.edges(data=True)}\n", " \n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color='gray',\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " nx.draw_networkx_edge_labels(G, pos, edge_labels=edges_labels, font_size=8)\n", " plt.title(\"Pearls & Irritations\", fontsize=25)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "```{figure} ../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Change of Guards_. In Grand Illusion, Renoir was dealing the final blow to the Ancién Régime. And in Rules of the Game, he was hinting at another change of guards, from agentic mankind to one in a mutualistic bind with machines (unsupervised pianos & supervised airplanes). How priscient! Fox and our papers are the only faintly conservative voices against the monolithic liberal media. I believe maintaining this is vital to the future of the English-speaking world. Source: [Pearls & Irritations](https://johnmenadue.com/what-the-murdoch-kids-said-on-the-stand-in-project-harmony-trial/)\n", "```\n", "\n", " \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }