{ "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", "
\n", "
\n", "
\n", "
\n", "
\n", "

-- Nobel Prize in Chemistry, 2024

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\n", " \n", "The nervous system [and](https://www.cell.com/cell/fulltext/S0092-8674(18)30911-5?_returnURL%3Dhttps%253A%252F%252Flinkinghub.elsevier.com%252Fretrieve%252Fpii%252FS0092867418309115%253Fshowall%253Dtrue%23tbl1/) the immune system are both sophisticated information-processing architectures, but they operate under distinct paradigms of intelligence. If we take Demis Hassabis’ criteria for AI-suitable problems—combinatorial search space, optimization through an objective function, and reliance on either massive datasets or efficient simulation—and apply them to biological intelligence, we must first establish whether intelligence itself is best defined in these terms. When mapped onto a neural network framework, the immune system appears to meet these criteria in ways that the nervous system does not, raising the provocative question of whether the immune system is, in some sense, more intelligent than the brain.\n", "\n", "> *The biology of ILCs also extends beyond classical immunology to metabolic homeostasis, tissue remodeling, and `dialog` with the nervous system* \n", "-- [Vivier et al](https://www.cell.com/cell/fulltext/S0092-8674(18)30911-5?_returnURL%3Dhttps%253A%252F%252Flinkinghub.elsevier.com%252Fretrieve%252Fpii%252FS0092867418309115%253Fshowall%253Dtrue%23tbl1/)\n", "\n", "At its core, the nervous system functions through structured electrochemical signaling with a relatively fixed anatomical layout. Information processing relies on synaptic transmission, neural plasticity, and hierarchical control. The brain’s architecture allows for rapid decision-making, abstraction, and symbolic reasoning, which gives it the capacity for higher-order cognition. However, this structured nature also introduces a fundamental rigidity: neural circuits, while capable of learning and adaptation, are constrained by their physical wiring. The nervous system refines itself primarily through [Hebbian](https://en.wikipedia.org/wiki/Hebbian_theory#:~:text=Hebbian%20theory%20is%20a%20neuropsychological,neurons%20during%20the%20learning%20process.) learning, adjusting weights based on reinforcement and feedback but rarely undergoing fundamental rewiring at the structural level once development is complete.\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", "```\n", "\n", "In contrast, the immune system embodies a far more decentralized and stochastic intelligence. Its adaptability is driven not by fixed circuitry but by a dynamic, self-modifying system of antigen recognition, clonal selection, and genetic recombination. It continuously generates novel responses to previously unseen threats through hypermutation and somatic recombination, effectively searching an expansive combinatorial space. The immune system is not limited by preordained neural pathways; instead, it operates through a generative process that allows it to respond to perturbations in real-time without requiring pre-existing representations of threats. This aligns strikingly with Heraclitus’ principle that one never steps into the same river twice—whereas the brain often reuses prior experiences to make decisions, the immune system assumes that the environment is perpetually changing and thus prioritizes novel solutions over entrenched responses.\n", "\n", "From an optimization perspective, the nervous system and immune system pursue distinct strategies. The nervous system optimizes for coherence and continuity, refining representations of the world through an iterative process of prediction and error correction. It relies on gradient-based learning, slowly sculpting itself through experiences and reinforcement loops. The immune system, on the other hand, engages in an adversarial search process with evolutionary dynamics at its core. Rather than a singular optimization function, it employs a distributed, multi-agent framework in which individual cells act as independent search nodes, each capable of mutating and recombining to increase the overall diversity of the response. This results in a system that is less deterministic than neural processing but more resilient to novel perturbations.\n", "\n", "The starkest divergence between these two paradigms lies in their handling of uncertainty. The nervous system attempts to minimize uncertainty by generating internal models that predict the world as accurately as possible. It refines its priors, filters sensory noise, and optimizes for efficiency in signal transmission. The immune system, by contrast, thrives in uncertainty—it expects unpredictability and actively generates stochastic diversity as a defensive mechanism. Its intelligence is distributed rather than hierarchical, with no central processor orchestrating responses. Each immune cell independently contributes to the overall fitness of the system, akin to an evolutionary algorithm exploring a vast solution space. In this sense, the immune system appears to possess a deeper, more intrinsic appreciation of stochasticity than the brain does.\n", "\n", "When we consider intelligence as a function of adaptability and combinatorial search, the immune system emerges as a model that better aligns with Hassabis’ AI criteria. It continuously updates its parameters, introduces stochastic disturbances, and never steps into the same river twice. In contrast, the nervous system optimizes for stability and coherence, often at the expense of adaptability. If we define intelligence not as static optimization but as the ability to explore vast, uncertain spaces and generate novel solutions, then the immune system may indeed surpass the nervous system in this regard. However, this does not diminish the brain’s role in higher-order reasoning; rather, it suggests that intelligence itself may be more multifaceted than traditionally conceived.\n", "\n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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'], # Static\n", " 'Voir': ['MHC.I/CD3-, PRR/MHC.II , 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': ['MHC.I/CD3-, PRR/MHC.II , 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 (hardcoded for editing)\n", "def define_edges():\n", " return {\n", " ('DNA, RNA, 5%', 'MHC.I/CD3-, PRR/MHC.II , 20%'): '1/99',\n", " ('Peptidoglycans, Lipoteichoics', 'MHC.I/CD3-, PRR/MHC.II , 20%'): '5/95',\n", " ('Lipopolysaccharide', 'MHC.I/CD3-, PRR/MHC.II , 20%'): '20/80',\n", " ('N-Formylmethionine', 'MHC.I/CD3-, PRR/MHC.II , 20%'): '51/49',\n", " (\"Glucans, Chitin\", 'MHC.I/CD3-, PRR/MHC.II , 20%'): '80/20',\n", " ('Specific Antigens', 'MHC.I/CD3-, PRR/MHC.II , 20%'): '95/5',\n", " ('MHC.I/CD3-, PRR/MHC.II , 20%', 'CD8+, 50%'): '20/80',\n", " ('MHC.I/CD3-, PRR/MHC.II , 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", "# 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(\"OPRAH™: aAPCs\", fontsize=25)\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", "_Francis Bacon_. He famously stated **\"If a man will begin with certainties, he shall end in doubts; but if he will be content to begin with doubts, he shall end in certainties.\"** This quote is from *The Advancement of Learning* (1605), where Bacon lays out his vision for empirical science and inductive reasoning. He argues that starting with unquestioned assumptions leads to instability and confusion, whereas a methodical approach that embraces doubt and inquiry leads to true knowledge. This aligns with his broader *Novum Organum* (1620), where he develops the *Baconian method*, advocating for systematic observation, experimentation, and the gradual accumulation of knowledge rather than relying on dogma or preconceived notions.\n", "\n", "\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 }