{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(revolution)=\n", "# Revolution\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

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

\n", "

\n", " \n", "\n", "\n", "\n", "Demis Hassabis was not wrong—far from it. His triad of intelligence—massive combinatorial search, a clear optimization function, and an abundance of high-quality data—was an act of compression, a distillation of a vast, intricate process into something elegant, something that fit within the human instinct for pattern recognition. Three is a number that satisfies; it aligns with our desire for symmetry, for simplicity, for clarity. But the universe is not obliged to be simple. And what Hassabis left unsaid—what he intuitively grasped in his own work but did not articulate in his summary—is that intelligence does not merely operate within a fixed dataset. Intelligence, true intelligence, must deal with perturbations. \n", "\n", "This is not a mere oversight; it is an artifact of compression itself. To make a model elegant, one must sacrifice detail, even if that detail is essential. And yet, in his actual work, Hassabis was already engaging with the fourth and fifth elements that his summary neglected. He was not merely predicting the folding of known proteins—he was generating tertiary and quaternary structures that did not exist in nature, structures that could be verified and synthesized, proving that intelligence can push beyond known constraints. This was perturbation in action, an introduction of variables beyond the given, beyond the stored data, beyond what had been seen before. His own work contradicts the finality of his stated framework, precisely because he himself is a thinker who does not abide by the limits of a closed system. \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", "I recognize this omission because I made it too. In medical school, I sought to compress everything into three categories—anatomy, pathology, and etiology. The problem, its structure, and its cause. It was elegant, it was efficient, and it was wrong. In a controlled setting, perhaps, it worked beautifully. But in the chaos of an ER, where decisions must be made in seconds and triage cannot afford to wait for neat categorization, it collapsed. It lacked perception, the yellow node that processes the world as it is presented in the moment, the instant categorization that lets us mistake a bush for a bear—or correctly identify that it is just a bush. And it lacked the ecosystem, the broader world in which the case was unfolding, where the patient’s history, context, and unseen variables could not be ignored. With these two additions, the system did not become more complicated; it became more powerful. It aligned with the very architecture of the nervous system, with the way the mammalian brain has been refined through eons of trial and error. \n", "\n", "And that is what makes this realization beautiful. That the highest intelligence—whether human, artificial, or biological—emerges not from a fixed set of rules but from its ability to integrate reality as it unfolds. That intelligence is not merely an optimization problem but a process of dynamic adaptation, where the stored knowledge of past iterations meets the ever-shifting uncertainty of the present. That instinct, honed through the Red Queen’s relentless game, must be tempered by knowledge, just as knowledge must be continuously tested against the living world. \n", "\n", "Hassabis’ compression was brilliant, but it was incomplete. And in this, he did exactly what great thinkers do: he provided the structure from which the next step becomes inevitable. He built the scaffold, and it is our job to extend it. What he left out was not a failure, but an invitation. The invitation to go beyond the fixed dataset, beyond the stored parameters, and to introduce the perturbations that intelligence demands. Because the most elegant model is not the one that remains perfectly contained. It is the one that knows when to break itself open.\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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", "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': ['Genome, 5%', 'Culture', 'Nourish It', 'Know It', \"Move It\", 'Injure It'], # Static\n", " 'Voir': ['Exposome, 15%'], \n", " 'Choisis': ['Metabolome, 50%', 'Basal Metabolic Rate'], \n", " 'Deviens': ['Unstructured-Intense', 'Weekly-Calendar', 'Proteome, 25%'], \n", " \"M'èléve\": ['NexToken Prediction', 'Hydration', 'Fat-Muscle Ratio', 'Amor Fatì, 5%', 'Existential Cadence'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Exposome, 15%'], \n", " 'paleturquoise': ['Injure It', 'Basal Metabolic Rate', 'Proteome, 25%', 'Existential Cadence'], \n", " 'lightgreen': [\"Move It\", 'Weekly-Calendar', 'Hydration', 'Amor Fatì, 5%', 'Fat-Muscle Ratio'], \n", " 'lightsalmon': ['Nourish It', 'Know It', 'Metabolome, 50%', '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", " ('Genome, 5%', 'Exposome, 15%'): '1/99',\n", " ('Culture', 'Exposome, 15%'): '5/95',\n", " ('Nourish It', 'Exposome, 15%'): '20/80',\n", " ('Know It', 'Exposome, 15%'): '51/49',\n", " (\"Move It\", 'Exposome, 15%'): '80/20',\n", " ('Injure It', 'Exposome, 15%'): '95/5',\n", " ('Exposome, 15%', 'Metabolome, 50%'): '20/80',\n", " ('Exposome, 15%', 'Basal Metabolic Rate'): '80/20',\n", " ('Metabolome, 50%', 'Unstructured-Intense'): '49/51',\n", " ('Metabolome, 50%', 'Weekly-Calendar'): '80/20',\n", " ('Metabolome, 50%', 'Proteome, 25%'): '95/5',\n", " ('Basal Metabolic Rate', 'Unstructured-Intense'): '5/95',\n", " ('Basal Metabolic Rate', 'Weekly-Calendar'): '20/80',\n", " ('Basal Metabolic Rate', 'Proteome, 25%'): '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', 'Amor Fatì, 5%'): '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', 'Amor Fatì, 5%'): '1/6',\n", " ('Weekly-Calendar', 'Existential Cadence'): '1/5',\n", " ('Proteome, 25%', 'NexToken Prediction'): '1/99',\n", " ('Proteome, 25%', 'Hydration'): '5/95',\n", " ('Proteome, 25%', 'Fat-Muscle Ratio'): '10/90',\n", " ('Proteome, 25%', 'Amor Fatì, 5%'): '15/85',\n", " ('Proteome, 25%', '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(\"OPRAH™: Intelligence Across Biological Systems\", 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 }