{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(revolution)=\n", "# Revolution\n", "\n", "\n", "\n", "
\n", " + Expand\n", " \n", "
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    \n", "
  • What makes for a suitable problem for AI (Demis Hassabis, Nobel Lecture)?\n", "
      \n", "
    • Space: Massive combinatorial search space
    • \n", "
    • Function: Clear objective function (metric) to optimize against
    • \n", "
    • Time: Either lots of data and/or an accurate and efficient simulator
    • \n", "
    \n", "
  • \n", "
  • Guess what else fits the bill (Yours truly, amateur philosopher)?\n", "
      \n", "
    • Space\n", "
        \n", "
      1. Intestines/villi
      2. \n", "
      3. Lungs/bronchioles
      4. \n", "
      5. Capillary trees
      6. \n", "
      7. Network of lymphatics
      8. \n", "
      9. Dendrites in neurons
      10. \n", "
      11. Tree branches
      12. \n", "
      \n", "
    • \n", "
    • Function\n", "
        \n", "
      1. Energy
      2. \n", "
      3. Aerobic respiration
      4. \n", "
      5. Delivery to \"last mile\" (minimize distance)
      6. \n", "
      7. Response time (minimize)
      8. \n", "
      9. Information
      10. \n", "
      11. Exposure to sunlight for photosynthesis
      12. \n", "
      \n", "
    • \n", "
    • Time\n", "
        \n", "
      1. Nourishment
      2. \n", "
      3. Gaseous exchange
      4. \n", "
      5. Oxygen & Nutrients (Carbon dioxide & \"Waste\")
      6. \n", "
      7. Surveillance for antigens
      8. \n", "
      9. Coherence of functions
      10. \n", "
      11. Water and nutrients from soil
      12. \n", "
      \n", "
    • \n", "
    \n", "
  • \n", "
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\n", "

-- Nobel Prize in Chemistry, 2024

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\n", "\n", "The OPRAH™ system’s refined five-network model—Suis, Voir, Choisis, Deviens, and M’élève—steps back from grand claims of a “singular, mirrored intelligence” and instead pitches a humbler convergence: immune and nervous systems aligning not in essence but in function, shaped by evolution to tackle similar problems with distinct tools. It’s a shift from metaphysical overreach to pragmatic analogy, mapping parallels like reflex, attention, control, identity, and law across biology and computation. Yet even this toned-down version stumbles, leaning too heavily on surface similarities while dodging the hard limits of its comparisons. The framework dazzles with its RACIAL heuristic—reflex to law as a signal rising from noise—but its sharpness dulls under scrutiny, revealing a model that’s more illustrative than explanatory, and certainly not as precise as it pretends.\n", "\n", "
\n", " \n", "
\n", "\n", "```{figure} https://as1.ftcdn.net/v2/jpg/01/44/78/68/1000_F_144786810_dXkhu6jR1eM1KcsIFpPcrDsnJnnDJtNm.jpg\n", "---\n", "width: 30%\n", "height: 30%\n", "---\n", "The **midcingulo-insular system** stands as the oldest, the primal scaffold upon which all later networks were draped. Before there was fine motor control, before there was deliberative planning or executive function, there was the insula—an ancient sentinel of interoception, regulating the body's hidden symphony of autonomic rhythms. It is here, in the depths of the **salience network**, that vertebrates first learned to detect the signals of survival: pain, hunger, temperature, and the visceral stirrings of self-preservation. The **midcingulate cortex**, though more evolved than its limbic predecessors, still bears the signature of this foundational system—tasked with evaluating effort, action, and adversity. This is the neural network that **bridges raw sensation with decision**, the fulcrum of attention-switching, ensuring that the organism responds to what **matters** in the moment. The other networks arrived later, **layered refinements upon this ancient core**. The **pericentral system**, with its precise somatomotor control, is an invention of mammals, honed in primates to craft tools and wield symbols. The **dorsal stream**, a navigator of goals, emerged with complex movement and spatial reasoning. The **lateral system**, seat of abstraction and executive function, belongs to the neocortical expansion of higher mammals, where foresight and flexibility reign. And the **medial network**, weaving self-regulation into the fabric of cognition, belongs to the **default mode**, where identity and reflection consolidate. But beneath them all, the **midcingulo-insular** remains—the **oldest sentinel of salience**, the network that does not think but **knows**, the one that ensures existence **before action, before reason, before anything else.**\n", "```\n", "\n", "\n", "\n", "Suis kicks off with the pericentral network’s reflexes alongside the innate immune system’s pattern recognition receptors, framed as analogous first responders—servers handling raw input. The comparison’s clean: both snap into action without deliberation, guarding the system’s edges. But the analogy frays at the seams. Neural reflexes fire in milliseconds, a tight loop of sensory-motor wiring, while PRRs trigger sprawling cellular cascades over minutes to hours. Calling them “first-response architecture” papers over this chasm—speed and scale differ so starkly that the server metaphor feels flimsy, a tech gloss on processes that don’t truly align. Evolution may have handed them similar jobs, but the tools and timelines diverge, and Suis’s insistence on convergence sidesteps this inconvenient truth.\n", "\n", "Voir pairs the dorsal stream’s goal-directed precision with inflammation’s resource-directing cascades, casting them as a client-server duo—perception requests, action delivers. It’s a slick pitch: both steer systems toward relevant targets. Yet inflammation’s blunt, systemic sprawl—often overshooting into collateral damage—clashes with the dorsal stream’s pinpoint calibration. The framework admits this divergence in specificity but shrugs it off, banking on a shared “goal-directed” label to hold it together. That’s a dodge. A client-server model implies coordination, but inflammation’s crude escalation lacks the dorsal stream’s finesse. The analogy works only if you squint, ignoring how these systems’ outputs—motion versus molecular floods—diverge in execution and consequence.\n", "\n", "Choisis ties the lateral network’s adaptive control to immune memory, framing both as agents refining responses over time—working memory tweaking behavior, antigen presentation sharpening immunity. The problem-solving parallel is the model’s tightest fit: both encode experience to boost efficiency. But the cracks show fast. Cognitive control pivots in real-time, a flexible dance of neurons, while immune memory builds slowly, etched in cellular lineages over years. The agent-client analogy strains here—decentralized decision-making sounds neat, but the immune system’s “agents” aren’t adapting on the fly; they’re banking on past wins. Choisis oversells this as convergence, when it’s really just two systems solving memory differently, their functional overlap stretched thin by mismatched dynamics.\n", "\n", "Deviens aligns the medial network’s identity policing—introspection and social clarity—with immune self-regulation via Tregs, both guarding against self-inflicted chaos. The decentralized node metaphor fits: both define boundaries without a central boss. It’s a clever hook—identity as a universal challenge. But the leap falters. The medial network wrestles with subjective, layered selfhood, while immune identity is a binary molecular handshake—self or not, no nuance. The framework calls this a “necessity” intersection, but that’s generous; it’s a superficial parallel, not a shared logic. Autoimmunity and cognitive confusion may both be boundary failures, but their mechanisms and stakes are worlds apart. Deviens banks on vibes over rigor, and it shows.\n", "\n", "M’élève caps it with the salience network and immune homeostasis—arbiters filtering noise into signal, mesh networks weighing what matters. The salience network’s emotional triage and the complement system’s threat escalation do prioritize selectively, a functional echo worth noting. But the mesh analogy buckles. Salience operates in fleeting, conscious bursts, while immune regulators grind through slow, systemic checks—granulocytes don’t “decide” like the insula does. The framework’s “law” label pushes a unified vibe, but these are distinct filters, not a shared governance. M’élève’s equilibrium talk sounds profound, yet it’s just two systems doing triage with different clocks and stakes, their convergence more coincidence than revelation.\n", "\n", "The OPRAH™ conclusion—that these are functional analogies, not a unified essence—tries to dodge the original’s overreach, but it still clings to a seductive symmetry. Evolution shaped these systems for survival, sure, but the claim of “similar architectures” overstates the case. Reflexes aren’t servers, inflammation isn’t a client, and homeostasis isn’t a mesh law—they’re rough sketches, not blueprints. The RACIAL heuristic, with its noise-to-signal arc, adds a slick gloss, but it’s a heuristic, not a proof. The framework’s real limit is its refusal to admit how shallow these parallels run—immune and neural systems don’t “converge” beyond basic problem-solving, and dressing them in tech jargon doesn’t deepen the link. OPRAH™ maps a compelling comparison, but its sharpness cuts only skin-deep, leaving the messy guts of biology untouched.\n", "\n", "\n", " \n", "\n", "\n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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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': ['DNA, RNA, 5%', 'Peptidoglycans, Lipoteichoics', 'Lipopolysaccharide', 'N-Formylmethionine', \"Glucans, Chitin\", 'Specific Antigens'],\n", " 'Voir': ['PRR & ILCs, 20%'], \n", " 'Choisis': ['CD8+, 50%', 'CD4+'], \n", " 'Deviens': ['TNF-α, IL-6, IFN-γ', 'PD-1 & CTLA-4', 'Tregs, IL-10, TGF-β, 20%'], \n", " \"M'èléve\": ['Complement System', 'Platelet System', 'Granulocyte System', 'Innate Lymphoid Cells, 5%', 'Adaptive Lymphoid Cells'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['PRR & ILCs, 20%'], \n", " 'paleturquoise': ['Specific Antigens', 'CD4+', 'Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'], \n", " 'lightgreen': [\"Glucans, Chitin\", 'PD-1 & CTLA-4', 'Platelet System', 'Innate Lymphoid Cells, 5%', 'Granulocyte System'], \n", " 'lightsalmon': ['Lipopolysaccharide', 'N-Formylmethionine', 'CD8+, 50%', 'TNF-α, IL-6, IFN-γ', 'Complement System'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights\n", "def define_edges():\n", " return {\n", " ('DNA, RNA, 5%', 'PRR & ILCs, 20%'): '1/99',\n", " ('Peptidoglycans, Lipoteichoics', 'PRR & ILCs, 20%'): '5/95',\n", " ('Lipopolysaccharide', 'PRR & ILCs, 20%'): '20/80',\n", " ('N-Formylmethionine', 'PRR & ILCs, 20%'): '51/49',\n", " (\"Glucans, Chitin\", 'PRR & ILCs, 20%'): '80/20',\n", " ('Specific Antigens', 'PRR & ILCs, 20%'): '95/5',\n", " ('PRR & ILCs, 20%', 'CD8+, 50%'): '20/80',\n", " ('PRR & ILCs, 20%', 'CD4+'): '80/20',\n", " ('CD8+, 50%', 'TNF-α, IL-6, IFN-γ'): '49/51',\n", " ('CD8+, 50%', 'PD-1 & CTLA-4'): '80/20',\n", " ('CD8+, 50%', 'Tregs, IL-10, TGF-β, 20%'): '95/5',\n", " ('CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('CD4+', 'PD-1 & CTLA-4'): '20/80',\n", " ('CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " ('TNF-α, IL-6, IFN-γ', 'Complement System'): '80/20',\n", " ('TNF-α, IL-6, IFN-γ', 'Platelet System'): '85/15',\n", " ('TNF-α, IL-6, IFN-γ', 'Granulocyte System'): '90/10',\n", " ('TNF-α, IL-6, IFN-γ', 'Innate Lymphoid Cells, 5%'): '95/5',\n", " ('TNF-α, IL-6, IFN-γ', 'Adaptive Lymphoid Cells'): '99/1',\n", " ('PD-1 & CTLA-4', 'Complement System'): '1/9',\n", " ('PD-1 & CTLA-4', 'Platelet System'): '1/8',\n", " ('PD-1 & CTLA-4', 'Granulocyte System'): '1/7',\n", " ('PD-1 & CTLA-4', 'Innate Lymphoid Cells, 5%'): '1/6',\n", " ('PD-1 & CTLA-4', 'Adaptive Lymphoid Cells'): '1/5',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Complement System'): '1/99',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Platelet System'): '5/95',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Granulocyte System'): '10/90',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Innate Lymphoid Cells, 5%'): '15/85',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'): '20/80'\n", " }\n", "\n", "# Define edges to be highlighted in black\n", "def define_black_edges():\n", " return {\n", " ('PRR & ILCs, 20%', 'CD4+'): '80/20',\n", " ('CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('CD4+', 'PD-1 & CTLA-4'): '20/80',\n", " ('CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " }\n", "\n", "# Calculate node positions\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", " black_edges = define_black_edges()\n", " \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", " edge_colors = []\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", " edge_colors.append('black' if (source, target) in black_edges else 'lightgrey')\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=edge_colors,\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(\"OPRAH™: Connectome\", fontsize=18)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_The Human Connectome_. Beyond the cellular intelligence of genome, exposome, transcriptome, proteome, metabolome. We grapple with servers, client, agent, decentralization, mesh. Metaphors from the nervous system, immune system, artificial intelligence, and C-suit principal-agent affairs find convergence in this space. Herein we interrogate the [current landscape](https://pmc.ncbi.nlm.nih.gov/articles/PMC7325607/) to identify five macro-scale brain network naming schemes and conventions utilized in the literature, ignoring inconsistencies while pointing out convergence across disparate human endeavors to delineate the noise/signal ratio as guide, avoiding confusion as a matter of design.\n", "```" ] } ], "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 }