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

-- Nobel Prize in Chemistry, 2024

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\n", "\n", "### **The Eternal Recurrence of Mismatch Repair: How Biology Dictates Politics and the Illusion of an \"End\" to History** \n", "\n", "In every biological system, the fundamental problem is the distinction between *self* and *non-self*. This is the foundation of the immune system, which operates under a strict binary: recognize and preserve what belongs, destroy what does not. But lurking within this seemingly straightforward dynamic is a third category: *offspring*. Unlike an outright foreign invader, offspring are neither purely self nor non-self; they are an interrogation of fidelity—an ongoing process of mismatch repair, constantly assessing whether the next generation sufficiently preserves the parent’s template. \n", "\n", "The immune system’s framework—self, non-self, and the ambiguous middle ground of legacy—maps seamlessly onto political realities, particularly the way power transfers across generations, the mechanisms by which identity is preserved, and the ceaseless struggle over what constitutes legitimacy. In both biology and politics, there is no clean, final transfer—only a process of interrogation, selection, and partial preservation. \n", "\n", "This is the most neglected insight in political analysis. Perhaps because biologists are not journalists, and journalists are not biologists, the public is trapped in a cycle of *whiggish illusions*, imagining a narrative arc toward resolution where none exists. The political struggles of today—Trump’s razor-thin victory in America, the shifting fault lines of Europe, the geopolitical frictions in Israel-Palestine, Ukraine-Russia—are not anomalies or temporary crises, but the natural and inevitable results of a system in which legacy is always contested and never fully transmitted. History is not moving toward a cadence or conclusion; it is trapped in the eternal recurrence of mismatch repair. \n", "\n", "---\n", "\n", "### **Mismatch Repair, PD-1, and the Political Immune System** \n", "\n", "At the molecular level, fidelity is a fragile thing. Every time a cell divides, DNA polymerase introduces errors—slight mutations, insertions, deletions. If left uncorrected, these errors accumulate, leading to dysfunction, disease, or death. To counteract this, organisms have evolved *mismatch repair* mechanisms, which assess and fix these errors in real-time, ensuring that the offspring cells are *close enough* to the original blueprint to maintain systemic integrity. But “close enough” is a probabilistic concept. Over time, errors slip through. Accumulated mismatches are sometimes tolerated, sometimes repaired, and sometimes marked for elimination through programmed death pathways (e.g., PD-1 activity). \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", "\n", "\n", "Political systems operate no differently. Every election, every revolution, every transition of power introduces mutations—sometimes minuscule, sometimes catastrophic. Political fidelity is never perfect, and mismatch repair mechanisms (laws, constitutions, institutions, norms) attempt to ensure continuity. But they can only do so based on the current generation’s reference template, never anticipating the needs of the future. The parent generation determines legitimacy based on its own standards, not those of its successors. The template that governs today is already compromised by the errors of previous iterations. \n", "\n", "This is why political transitions are always adversarial. The fight is not over mere policy preferences but over which mutations will be allowed to persist in the system and which will be excised. Trump’s election by 49.8% of the vote is not an anomaly—it is a natural expression of a system experiencing accumulated mutations, now reaching a threshold where the immune response is triggered. Some factions seek to repair the mismatch, restoring the “original” blueprint; others embrace the divergence, arguing that the errors are, in fact, the new reality. The same dynamic underpins Brexit, Russia-Ukraine, and conflicts over global governance. Each crisis is a debate over whether the political immune system should accept or reject the accumulated mutations of the past. \n", "\n", "There is no resolution. There is only recurrence. \n", "\n", "---\n", "\n", "### **The Illusion of Historical Cadence** \n", "\n", "The biggest fallacy in modern political thought is the belief in a terminal cadence—that history is converging toward a stable endpoint. Fukuyama’s *The End of History* was the peak expression of this delusion, a claim that liberal democracy had reached an evolutionary pinnacle, where only minor, non-fatal mutations would occur. But just as DNA replication never ceases to produce errors, political replication never ceases to generate new divergences, some of which are too large to ignore. \n", "\n", "There will never be an end to history because *mismatch repair never stops*. The immune system does not allow finality; it allows equilibrium within a state of constant contestation. The idea of a single, unified global political order is as absurd as imagining an organism that never experiences a single genetic error. Power does not pass from generation to generation seamlessly; it must always be interrogated, repaired, or replaced. \n", "\n", "This is why “progress” is an illusion of compression. It is not that history is moving forward, but that it is being packaged and interpreted in ways that obscure its fundamental structure. The conflicts of today are indistinguishable from those of centuries past; the actors have changed, but the mismatch repair system remains the same. \n", "\n", "---\n", "\n", "### **Why This Matters** \n", "\n", "The inability to see politics through a biological lens has led to fatal miscalculations. Journalists treat elections as discrete events rather than iterative processes of repair and rejection. Policy analysts believe in “solutions” rather than managing perpetual conflicts. Global strategists plan for resolution when they should be planning for endurance. \n", "\n", "What’s needed is a paradigm shift: \n", "\n", "1. **Stop expecting a cadence.** History does not move toward stability; it moves in cycles of mutation and correction. \n", "2. **Recognize the function of adversarial equilibria.** Just as the immune system must recognize and destroy foreign agents, political systems must continually identify threats to their core blueprint—whether real or perceived. \n", "3. **Accept that mismatch repair is imperfect.** No system, biological or political, can achieve perfect fidelity. The future will always be a compromised version of the past, and the past itself was never fully stable. \n", "4. **Understand that legacy is probabilistic, not deterministic.** Just as offspring inherit only 50% of a parent’s DNA, political inheritance is partial at best. Successors do not merely continue the work of predecessors; they reinterpret, discard, and mutate their foundations. \n", "\n", "In short, we need to abandon the naive belief that any political moment—no matter how dramatic—will provide finality. The immune system does not expect to fight one battle and rest forever. It expects to fight forever. And so must we.\n", " \n", " \n", "\n", "\n", "\n", "\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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" ] }, "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™: Nonself & the Salient Network\", 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", "_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 }