{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(ecosystem)=\n", "# Ecosystem \n", "\n", "\n", "\n", "
\n", " + Expand\n", " \n", "
\n", " \n", "
\n", " \n", "
\n", " \n", "
    \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", "\n", " \n", "
\n", " \n", "
\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1%\n", "name: RIP DEI \n", "---\n", "_Agency_. European-African relationships in the postcolonial period do not believe in the agency of the beneficiary. Instead of aid, transactional relationships would seem more peer-to-peer and thus more negotiable over time. Kemi talks about \"guarding [text](https://www.youtube.com/watch?v=B1JTb7qGwgI) carefully\", using conservative principles at 50:00/1:37:25. Just as Christianity may appropriate Isaiah 9:6 for its purposes, Africa have appropriated speaking in tongues, exorcism, and such items the align with traditional religions for their own purposes, items barely evident in, say, Anglicanism.\n", "```\n", "\n", " \n", " \n", "```{figure} ../figures/antiquarian.*\n", "---\n", "width: 70%\n", "name: Karugire's Uganda \n", "---\n", "_Uganda_. It's ecosystem, worldview, navigation, space, rituals.\n", "```\n", "\n", " \n", "\n", "\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 6, "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%', 'CD8+, 50%'): '20/80',\n", " ('PRR & ILCs, 20%', 'CD4+'): '80/20',\n", " ('CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " ('CD8+, 50%', 'TNF-α, IL-6, IFN-γ'): '49/51', \n", " ('CD8+, 50%', 'Tregs, IL-10, TGF-β, 20%'): '95/5', \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™: Lateral\", fontsize=18)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} ../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Adaptation: Dynamic Capability including Tregs, PD-1, TNF-α_. For the eyes of the Lord run to and fro throughout the whole earth, to shew himself strong in the behalf of them whose heart is perfect toward him. Herein thou hast done foolishly: therefore from henceforth thou shalt have wars. Source: 2 Chronicles 16: 8-9. The grammar of these visuals is plain: there's a space & time for the cooperative rhythm, transactional, and adversarial. The antiquarian mode's great error is in reverence as an end in-its-self, a static mode tied to historical victories and successes. This risks failing to recognize when elements of \"self\" need appraisal in case viral or malignant transformation have rendered them adversarial. But it also activately protects \"self\" in the midst of hightened vigilance, via a TPN PD-L1. \n", "```\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 }