{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(life)=\n", "# Life ⚓️ \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", "The **Polonius variant** of your model is a study in theme and variation, a deliberate structuring of complexity that remains bounded by 17 fixed placeholders. This insistence on invariance is not a constraint but a necessity—just as a fugue requires its subject, just as a sonnet adheres to its meter. The architecture, as you have constructed it, is not an open-ended expansion but a closed system where every node, every connection, and every transition is a modulation within a predetermined framework. This is a mathematical insistence, a symphonic order that resists chaos even as it absorbs it into its structure.\n", "\n", "```{raw} html\n", "\n", "\n", "
\n", " \"Eco-Green\n", "

Semaglutide, a glucagon-like peptide-1 receptor agonist, has been shown to reduce the risk of adverse cardiovascular events in patients with diabetes. Whether semaglutide can reduce cardiovascular risk associated with overweight and obesity in the absence of diabetes is unknown.

\n", "
\n", "```\n", "\n", "At its foundation, the model begins in **Tragedy,** the realm of pattern recognition, where the fundamental sciences—Cosmology, Geology, Biology, Ecology, Teleology—lay the groundwork. Here, the raw material of existence is neither narrative nor interpretation but a record of forces in motion. This is the realm of the immutable, where the recognition of patterns is not yet burdened by choice, where the structures of reality present themselves before human agency imposes a will upon them. But within this layer, Symbiotology is already embedded, not as an external construct but as an intrinsic truth of the system. It is not a resolution but an inescapable property of existence, the recognition that no element in this network operates in isolation.\n", "\n", "The introduction of **History,** defined here as Non-Self Surveillance, marks a fundamental shift. This is where the observational force becomes embedded within the model, where pattern recognition is no longer passive but begins to generate responses. Non-Self Surveillance is the first pivot, the moment where tragedy ceases to be merely observed and becomes a force that must be managed, interpreted, and ultimately navigated. In a biological system, this is the first line of immune response. In a narrative system, this is the historian’s lens, shaping the account of what has occurred and rendering it into a comprehensible structure.\n", "\n", "
\n", " You, from crimes
\n", " Art, to enchant
\n", " Relieved, by prayer
\n", " Spirits, to enforce
\n", " Ending, in despair
\n", " — Prospero\n", "
\n", "\n", "The transition into **Epic** is the movement from recognition to negotiation. Here, identity is no longer a static property but a field of possibilities, shaped by competing forces. The placeholders assigned to this layer—Synthetic Teleology and Organic Fertilizer—are almost provocations. They suggest the tension between an imposed structure and an emergent, self-sustaining one. Synthetic Teleology implies a construct, an engineered pathway, whereas Organic Fertilizer suggests something that emerges from the system itself, a byproduct that nourishes future growth. This is the pivot between deterministic and adaptive systems, the first true divergence within the model.\n", "\n", "The domain of **Drama,** framed as Self vs. Non-Self, is where the system enters its most volatile state. Resistance Factors, Purchasing Behaviors, Knowledge Diffusion—each of these nodes introduces a feedback mechanism, a response to the surveillance that has occurred and the identities that have been negotiated. Resistance here is not merely opposition but an adaptive force, a necessary element of any complex system that seeks to maintain equilibrium. Purchasing Behaviors and Knowledge Diffusion may seem like economic or informational constructs, but within this framework, they are deeper: they are the conduits by which systems absorb and transmit information, the mechanisms by which order is either preserved or overthrown.\n", "```{raw} html\n", "\n", "\n", "
\n", " \"Eco-Green\n", "

With 40 beer taps Fells Point is centrally located half a block from the water on the south side of the square. We offer outdoor seating with views of the water. Fell’s Point has more than 20 televisions and can show most sporting events. Fells Point pledges allegiance to local sports teams, specifically the Capitals, Ravens, and Orioles. Additionally, Fells Point is the home for West Ham Soccer, and Browns football. (upstairs)

\n", "
\n", "```\n", "\n", "Finally, the system finds its resolution in **Comedy,** though resolution here does not imply finality. The nodes in this layer—Policy Reintegration, Reducing Import Dependency, Scaling EcoGreen Production, Gender Equality & Social Inclusion, Regenerative Agriculture—suggest not an end but a restructuring, an attempt to take the conflicts of the previous layers and reincorporate them into a stable, sustainable form. This is where iterative adaptation occurs, where the chaotic movements of Drama are reabsorbed into a larger framework. It is no accident that these resolutions are all systemic; they are not individual victories but collective restructurings, adaptations that seek to harmonize rather than merely conclude.\n", "\n", "The black edges embedded within the model—following the sequence 4 → 7 → 9 → 11 → [13-17]—establish a strict causality, a predetermined skeleton within which the variations must unfold. These edges do not negate flexibility; rather, they enforce the logic of transitions. Each theme can manifest in countless ways, but the pathway through the system remains invariant. The fixed placeholders are not constraints on creativity but the very structure that enables variation to have meaning. Without them, the network would be an amorphous collection of ideas. With them, it becomes a polyphonic structure, a system where every movement is both an echo and a transformation of what came before.\n", "\n", "This is why the **Polonius variant** is so aptly named. Polonius, in *Hamlet*, is often dismissed as a fool, a windbag whose speech patterns mirror his inability to grasp the full scope of the tragedy unfolding around him. But Polonius is also a structural force, a figure who, despite his verbosity, adheres to a rigid internal logic. His fate—mistaken, misinterpreted, yet ultimately necessary—mirrors the necessity of structure within variation. The model bearing his name operates under a similar paradox: it is expansive, yet constrained; it is flexible, yet immutable. The 17 placeholders are not just thematic—they are the architecture that makes the system comprehensible.\n", "\n", "To engage with this model is to accept its paradoxes. It is not a free-form structure but a disciplined one, where every variation occurs within a predetermined framework. Like a fugue, like a sonnet, like a tragedy unfolding toward its inevitable resolution, the Polonius variant does not exist to be broken. It exists to be understood.\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", " 'Tragedy (Pattern Recognition)': ['Cosmology', 'Geology', 'Biology', 'Ecology', \"Symbiotology\", 'Teleology'],\n", " 'History (Non-Self Surveillance)': ['Non-Self Surveillance'], \n", " 'Epic (Negotiated Identity)': ['Synthetic Teleology', 'Organic Fertilizer'], \n", " 'Drama (Self vs. Non-Self)': ['Resistance Factors', 'Purchasing Behaviors', 'Knowledge Diffusion'], \n", " \"Comedy (Resolution)\": ['Policy-Reintegration', 'Reducing Import Dependency', 'Scaling EcoGreen Production', 'Gender Equality & Social Inclusion', 'Regenerative Agriculture'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Non-Self Surveillance'], \n", " 'paleturquoise': ['Teleology', 'Organic Fertilizer', 'Knowledge Diffusion', 'Regenerative Agriculture'], \n", " 'lightgreen': [\"Symbiotology\", 'Purchasing Behaviors', 'Reducing Import Dependency', 'Gender Equality & Social Inclusion', 'Scaling EcoGreen Production'], \n", " 'lightsalmon': ['Biology', 'Ecology', 'Synthetic Teleology', 'Resistance Factors', 'Policy-Reintegration'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edges\n", "def define_edges():\n", " return [\n", " ('Cosmology', 'Non-Self Surveillance'),\n", " ('Geology', 'Non-Self Surveillance'),\n", " ('Biology', 'Non-Self Surveillance'),\n", " ('Ecology', 'Non-Self Surveillance'),\n", " (\"Symbiotology\", 'Non-Self Surveillance'),\n", " ('Teleology', 'Non-Self Surveillance'),\n", " ('Non-Self Surveillance', 'Synthetic Teleology'),\n", " ('Non-Self Surveillance', 'Organic Fertilizer'),\n", " ('Synthetic Teleology', 'Resistance Factors'),\n", " ('Synthetic Teleology', 'Purchasing Behaviors'),\n", " ('Synthetic Teleology', 'Knowledge Diffusion'),\n", " ('Organic Fertilizer', 'Resistance Factors'),\n", " ('Organic Fertilizer', 'Purchasing Behaviors'),\n", " ('Organic Fertilizer', 'Knowledge Diffusion'),\n", " ('Resistance Factors', 'Policy-Reintegration'),\n", " ('Resistance Factors', 'Reducing Import Dependency'),\n", " ('Resistance Factors', 'Scaling EcoGreen Production'),\n", " ('Resistance Factors', 'Gender Equality & Social Inclusion'),\n", " ('Resistance Factors', 'Regenerative Agriculture'),\n", " ('Purchasing Behaviors', 'Policy-Reintegration'),\n", " ('Purchasing Behaviors', 'Reducing Import Dependency'),\n", " ('Purchasing Behaviors', 'Scaling EcoGreen Production'),\n", " ('Purchasing Behaviors', 'Gender Equality & Social Inclusion'),\n", " ('Purchasing Behaviors', 'Regenerative Agriculture'),\n", " ('Knowledge Diffusion', 'Policy-Reintegration'),\n", " ('Knowledge Diffusion', 'Reducing Import Dependency'),\n", " ('Knowledge Diffusion', 'Scaling EcoGreen Production'),\n", " ('Knowledge Diffusion', 'Gender Equality & Social Inclusion'),\n", " ('Knowledge Diffusion', 'Regenerative Agriculture')\n", " ]\n", "\n", "# Define black edges (1 → 7 → 9 → 11 → [13-17])\n", "black_edges = [\n", " (4, 7), (7, 9), (9, 11), (11, 13), (11, 14), (11, 15), (11, 16), (11, 17)\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 with correctly assigned black edges\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_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 in edges:\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)\n", " edge_colors[(new_source, new_target)] = 'lightgrey'\n", "\n", " # Define and add black edges manually with correct node names\n", " numbered_nodes = list(mapping.values())\n", " black_edge_list = [\n", " (numbered_nodes[3], numbered_nodes[6]), # 4 -> 7\n", " (numbered_nodes[6], numbered_nodes[8]), # 7 -> 9\n", " (numbered_nodes[8], numbered_nodes[10]), # 9 -> 11\n", " (numbered_nodes[10], numbered_nodes[12]), # 11 -> 13\n", " (numbered_nodes[10], numbered_nodes[13]), # 11 -> 14\n", " (numbered_nodes[10], numbered_nodes[14]), # 11 -> 15\n", " (numbered_nodes[10], numbered_nodes[15]), # 11 -> 16\n", " (numbered_nodes[10], numbered_nodes[16]) # 11 -> 17\n", " ]\n", "\n", " for src, tgt in black_edge_list:\n", " G.add_edge(src, tgt)\n", " edge_colors[(src, tgt)] = 'black'\n", "\n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, \n", " edge_color=[edge_colors.get(edge, 'lightgrey') for edge in G.edges],\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " \n", " plt.title(\"Polonius Variant\", 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", "_Innovation: Veni-Vidi, Veni-Vidi-Vici_. If you're protesting then you're not running fast enough. Thus spake the Red Queens\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 }