{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Eternal\n", "\n", "\n", "\n", "
\n", " + Expand\n", "\n", " \n", "\n", "
\n", "
\n", " Analysis\n", "

In designing the scenery and costumes...

\n", "
\n", "

-- The Truth of Masks 🎭

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

\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "**I. Introduction: The Criterion of Compulsion**\n", "\n", "**The Unmoved Man: A Life of Not Compelling**. There once lived a man for whom life was a pitch meeting, and everything—love, death, beauty, truth—was a presentation he did not greenlight. \n", "\n", "\n", "
\n", " \n", "\n", " \n", "
\n", "
\n", "
\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "name: autism-youtube-ghost\n", "---\n", "_The Specter of Autism_. Video propaganda and conspiratorial mythology in a fractal age. The figure above does not speak for itself.\n", "```\n", "\n", "
\n", "\n", "His catchphrase, etched into the faces of exasperated friends and lovers, was always the same: *“Not compelling.”* A book recommended? *Not compelling.* \n", "\n", "A wedding toast? *Not compelling.* A sunset over the Pyrenees? *Meh. Too much chiaroscuro. Not compelling.* His name doesn’t matter. He never let anyone say it with drama. This is the story of a man who spent his entire life underwhelmed—and why it mattered. {cite}`alighieri1984purgatorio`\n", "\n", "**II. Aesthetic Nihilism as Armor**\n", "\n", "To say *not compelling* is to wield the scalpel of critique without ever lifting the pen of creation. It's easy to imagine this man as a genius unfulfilled, a critic savant whose standards were simply too high. But that’s a flattering lie. His resistance to compulsion was not rooted in rigor, but in fear. The fear that to be moved was to be vulnerable. To be compelled was to yield, to admit that something outside himself could enter uninvited and rearrange the furniture of his interior life.\n", "\n", "
\n", " \n", " \n", " \"Paranoid\n", " \n", " \n", " \n", "
\n", "
\n", "
\n", " \n", " \n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "name: figures/autism\n", "---\n", "_Digital vs. Analog_. Non-trivial question. One emergent phenomenon of this binary is a start-up brand called MAGA. And several emergent phenomena including the Kennedy's, autism, and more. Study the neural net above to see if you might deduce some specifics from its general riff. But one thing is for sure: start-ups are their boosters are very selective about the data they quote!\n", "```\n", "\n", "
\n", "\n", "By saying *not compelling*, he didn’t have to engage. He could float above the mess, maintain ironic distance, stay invulnerable. In a culture obsessed with takes, he became a black hole of takes—a critic whose refusal to be captivated became his identity. But as anyone who has ever tried to hug a marble statue knows: cool detachment is not the same as warmth, and it is certainly not the same as love.\n", "\n", "
\n", "\n", "```{seealso}\n", "[whatsApp auto-scrawl!](https://abikesa.github.io/ulysses/)\n", "```\n", "\n", "
\n", "\n", "**III. The Erosion of Mystery**\n", "\n", "To live a life seeking what is compelling implies that there exists something out there with the capacity to *compel*. But our man inverted that assumption: he presumed that if he wasn’t already enthralled, nothing could make him be. He confused the absence of immediate affect for the absence of depth. Like the worst kind of algorithm, he discarded entire genres of experience after one lukewarm encounter.\n", "\n", "A cello solo: *Too melancholic.* \n", "A breakup: *Too predictable.* \n", "A child’s drawing: *Derivative.* \n", "\n", "His standard for the compelling grew narrower over time. He mistook novelty for depth, intensity for meaning. But in doing so, he lost the capacity to be surprised. Mystery evaporated. Wonder retreated. And with it, the possibility of being transformed.\n", "\n", "**IV. Compulsion and Surrender**\n", "\n", "The compelling compels *because* it takes you where you didn’t expect to go. To be compelled is not to judge, but to be seized. This is a fundamentally erotic posture, not in the sexual sense, but in the original Greek: *eros*—the movement of the soul outward toward the other. To say *not compelling* over and over is to practice an anti-erotic life. It is a life without yearning, without surrender, without song.\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 fractal\n", "def define_layers():\n", " return {\n", " 'Suis': ['Services', 'Agents', 'Principals', 'Risks', 'Data', 'Research', ], # Static\n", " 'Voir': ['Info'], \n", " 'Choisis': ['Digital', 'Analog'], \n", " 'Deviens': ['War', 'Start-ups', 'Ventures'], \n", " \"M'èléve\": ['Exile', 'Epistemic', 'Vulnerable', 'Mythic', 'Talent'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = { # Dynamic\n", " 'yellow': ['Info'], \n", " 'paleturquoise': ['Research', 'Analog', 'Ventures', 'Talent'], \n", " 'lightgreen': ['Data', 'Start-ups', 'Epistemic', 'Mythic', 'Vulnerable'], \n", " 'lightsalmon': [\n", " 'Principals', 'Risks', 'Digital', \n", " 'War', 'Exile'\n", " ],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\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", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", "\n", " # Add nodes 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", " G.add_node(node, layer=layer_name)\n", " pos[node] = position\n", " node_colors.append(colors.get(node, 'lightgray')) \n", "\n", " # Add edges (automated for consecutive layers)\n", " layer_names = list(layers.keys())\n", " for i in range(len(layer_names) - 1):\n", " source_layer, target_layer = layer_names[i], layer_names[i + 1]\n", " for source in layers[source_layer]:\n", " for target in layers[target_layer]:\n", " G.add_edge(source, target)\n", "\n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color='gray',\n", " node_size=3000, font_size=15, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " plt.title(\"US Research Ecosystem\", fontsize=23) \n", " # ✅ Save the actual image *after* drawing it\n", " plt.savefig(\"../figures/us-research-ecosystem.jpeg\", dpi=300, bbox_inches='tight')\n", " # plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "
\n", "
\n", "
\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "name: us research ecosystem\n", "---\n", "_Perverse Academic Incentives_. Government agencies risk $200 billion in R&D per year. Start-ups [emerging](https://en.wikipedia.org/wiki/Analog_signal) from this R&D draw in almost dollar-for-dollar venture capital investments. Most technological advancements scale-up the most promising of these efforts into peace-time, war-time, and money-time products and implements. But if we turn to **infrastructure**: no one's funding you to build infrastructure. NIH doesn’t give R01s for epistemic elegance. They want data, statistical significance, and a manuscript in NEJM. But MyST shines not in raw data—it excels at narrative explanation, cross-domain integration, reproducibility, and transparency. Until reproducibility gets financial incentives, MyST & `.ipynb` won’t have institutional traction.\n", "```\n", "\n", "
\n", "
\n", "\n", "He lived for 84 years. He died in a hospital bed surrounded by white noise and chart updates. No one read poetry at his funeral because he had deemed every poem ever written either trite or incoherent. His eulogy was an email. The subject line read: *Not Compelling: A Life*.\n", "\n", "**V. The Moral and the Mirror**\n", "\n", "This man is no isolated freak. He is an exaggerated version of a disease many of us carry: the critic’s disease, the self-styled connoisseur's fatigue, the cynic’s allergy to earnestness. We curate our feeds, our friends, our families, according to what immediately compels. And if it doesn’t? *Swipe.* We say we crave resonance, but we flee from anything that would demand we resonate in return.\n", "\n", "To live well is to risk being compelled. To say: *This moved me and I do not fully understand why.* It’s to allow the world to enter your pores without first passing through the TSA of taste. The compelling is rarely immediate. It sneaks up. It germinates. It offends before it awakens. It resists perfect explanation. That’s why it’s compelling.\n", "\n", "Let something in. Let something move you. Let something wreck you and leave you changed.\n", "\n", "That is what it means to be compelled. And that, finally, is what it means to be alive.\n", "\n", "**VI. Epilogue: Let the World In**\n", "\n", "If you’ve read this far, I hope it’s not because the argument was water-tight. I hope it’s because something *called* to you. That’s the difference. The compelling is not what you approve of—it’s what you can’t walk away from.\n", "\n", "Beware the safety of the perpetual *meh*. It is the loneliest fortress you will ever build." ] } ], "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": "3.11.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }