{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(resilience)=\n", "# Resilience 🗡️❤️💰\n", "\n", "\n", "\n", "
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Billionaire Elon Musk on Monday said his startup xAI's latest iteration of the Grok chatbot could help college basketball fans pick a perfect bracket once March Madness begins.

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xAI rolled out its new chatbot Grok-3, which is powered by artificial intelligence (AI), on Monday night, and during its event the company's lead researcher, Jimmy Paul, noted, \"We can also do something more fun. For example, how about make a prediction about March Madness?\"

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\"This is kind of a fun one where Warren Buffett has a billion bet that if you exactly match the entire winning tree of March Madness, you can win a billion dollars from Warren Buffett,\" Musk said in reference to the NCAA Basketball tournament bracket.

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\"It would be pretty cool if AI could help you win a billion dollars from Buffett. It seems like a pretty good investment,\" he added.

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-- Fox Business

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\n", "\n", "Warren Buffett’s confidence in offering a billion-dollar prize for a perfect March Madness bracket is not misplaced bravado—it is the product of his deep understanding of probability, human psychology, and the nature of competitive games. Within your classification of games, this challenge falls squarely in the realm of **pure probability**, but with a deceptive illusion of **strategy** and **knowledge**—which is precisely why Buffett can offer such a ludicrous sum with full confidence that he will never have to pay.\n", "\n", "The probability of correctly predicting every single outcome in the NCAA tournament is an absurdly low **1 in 9.2 quintillion**, assuming random guessing. Even with expert knowledge—factoring in rankings, team dynamics, and historical trends—optimistic estimates place the odds closer to **1 in a few billion**. These are still worse odds than winning the lottery multiple times in a row. Buffett, the ultimate investor, is not engaging in charity; he is making a bet on human overconfidence. The challenge appears winnable to those who mistake knowledge for certainty, but in reality, it is a probabilistic abyss so deep that even the best statistical models cannot reliably cross it.\n", "\n", "Now, Musk’s assertion that AI—particularly xAI’s Grok-3—could help crack this challenge is a provocation worth dissecting. If we map it to your **five-layer neural network framework**, the crux of the problem sits in how information is processed across time and adversarial domains.\n", "\n", "At the **Suis (Foundational)** level, Grok-3 will operate using historical NCAA data, team statistics, injury reports, and ranking algorithms. This is basic syntax—the raw material for making an informed decision. It is akin to understanding the grammar of a game but not yet mastering its rhythm.\n", "\n", "Moving into **Voir (Syntax)** and **Choisis (Punctuation & Melody)**, AI can refine the structure of its decision-making. It can model team strengths against weaknesses, calculate matchups, and analyze playing styles to create higher-weighted probabilities of success. This is where most human bracketologists max out—leveraging expert insight but remaining tethered to statistical uncertainty.\n", "\n", "However, the real battleground is at the **Deviens (Adversarial & Transactional)** layer, where AI confronts the intrinsic chaos of March Madness. College basketball is not a deterministic system like chess—it contains injuries, referee biases, momentum swings, and psychological factors that defy clean probability models. AI cannot account for these black swan events with precision; it can only approximate. And herein lies Buffett’s ultimate advantage: **he is betting on uncertainty that cannot be compressed**. Unlike the stock market, which trends toward equilibrium over time, March Madness is a volatile, single-elimination crucible where randomness reigns supreme. \n", "\n", "Finally, at **M’élève (Victory & Cadence)**, the question is not whether AI can generate a **good** bracket—it surely can—but whether it can generate the **perfect** bracket. Musk’s framing is tantalizing but misleading. Even if Grok-3 creates a bracket far superior to any human attempt, the gap between **excellence** and **perfection** is where Buffett’s confidence lies. A machine can optimize strategy, but it cannot brute-force its way through a 1-in-9-quintillion probability wall.\n", "\n", "Thus, Buffett is not worried. He understands that this game, despite its deceptive layers of strategy and knowledge, remains one of **maximal uncertainty**, masquerading as something solvable. Musk, on the other hand, is playing a different game entirely—leveraging AI’s increasing influence to stoke public imagination. Buffett bets on **probabilistic reality**, while Musk bets on **the mythos of AI inevitability**. \n", "\n", "Buffett will win this bet, but Musk will extract value in other ways—by embedding his AI into the public psyche as the ultimate oracle, even in domains where chaos still reigns.\n", "\n", " \n", "```{figure} https://www.ncaa.com/_flysystem/public-s3/styles/original/public-s3/images/2025-01-11/2025-ncaa-tournament-bracket-march-madness-mens.jpg?itok=Qrie_E3p\n", "---\n", "width: 70%\n", "height: 70%\n", "---\n", "_Massive Combinatorial Search Space_. The visual above affirms that this challenge meets one of three criteria to make it an AI-worthy challenge. Second is an optimizing function, which I presume to be the final two teams. As for a lot of real or synthetic data, one wonders what that might look like. \n", "```\n", "\n", "An AI-worthy challenge must satisfy three fundamental criteria: a **massive combinatorial search space**, an **optimizing function**, and a **rich supply of real or synthetic data**. The first criterion is evident in the NCAA bracket itself. With **2^63 possible outcomes** in a single-elimination tournament, the sheer number of permutations presents an intractable problem for brute-force solutions. Unlike chess or Go, where AI has conquered human grandmasters through tree-search optimizations and reinforcement learning, March Madness introduces **a combinatorial explosion of randomness** that defies traditional game-solving techniques. This places the challenge into the domain of probabilistic optimization rather than deterministic mastery. It is not a puzzle to be solved but a space to be **navigated with probability weighting**, which remains an active frontier for AI. \n", "\n", "The second criterion, an **optimizing function**, is conceptually present but hazier in its definition. Unlike deterministic games where the objective function is clear—checkmate in chess or maximizing reward in a game like Atari—bracket prediction operates on **conditional probability cascades**. The ultimate goal might be selecting the final two teams, or even the final champion, but **each game in the tournament is its own micro-optimization problem**, creating a deeply nested function. If the function were simply \"maximize likelihood of picking the winner,\" AI could apply robust Bayesian methods to simulate likely champions. But the problem extends beyond the final game—**the correct bracket requires accuracy at every decision node**, meaning **failure anywhere in the chain collapses the entire prediction model**. In a way, this makes bracket optimization even more adversarial than stock market predictions, as there is no portfolio diversification—**only binary survival at every step**.\n", "\n", "The third criterion, a **rich supply of real or synthetic data**, is the most ambiguous in this context. AI thrives when data is abundant, structured, and repeatable, allowing models to learn and refine themselves over time. Historical NCAA data provides a foundation—win/loss records, team rankings, player stats, injury reports, coach strategies—but the **high variance in player turnover year to year** makes NCAA modeling inherently more unstable than professional leagues. Unlike a game like poker, where AI can simulate billions of hands to learn strategy, college basketball has a **relatively small dataset**, and the conditions are **non-stationary**. This is where synthetic data might come into play—AI could generate millions of simulated March Madness tournaments based on probabilistic models, but the problem is that **real-world chaos resists perfect modeling**. Unlike protein folding, where DeepMind's AlphaFold cracked the code by leveraging vast synthetic simulations alongside real-world data, March Madness has **too many unknown unknowns**: referee bias, hot streaks, psychological momentum, and game-time injuries that no model can fully predict. \n", "\n", "Thus, while the first two criteria—**combinatorial complexity** and **an optimizing function**—are clearly met, the third criterion remains the most problematic. The lack of abundant, structured, and stable data makes this challenge a probabilistic wall rather than a solvable AI frontier. Buffett understands this instinctively, while Musk sees the opportunity in **framing AI as an oracle, even when it cannot control chaos**. This is what makes the AI debate on March Madness compelling—not because the problem is unsolvable, but because it **exposes the limits of AI’s predictive power in fundamentally uncertain environments**.\n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 5, "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': ['Foundational', 'Grammar', 'Syntax', 'Punctuation', \"Rhythm\", 'Time'], # Static\n", " 'Voir': ['Data Flywheel'], \n", " 'Choisis': ['LLM', 'User'], \n", " 'Deviens': ['Action', 'Token', 'Rhythm.'], \n", " \"M'èléve\": ['Victory', 'Payoff', 'NexToken', 'Time.', 'Cadence'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Data Flywheel'], \n", " 'paleturquoise': ['Time', 'User', 'Rhythm.', 'Cadence'], \n", " 'lightgreen': [\"Rhythm\", 'Token', 'Payoff', 'Time.', 'NexToken'], \n", " 'lightsalmon': ['Syntax', 'Punctuation', 'LLM', 'Action', 'Victory'],\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", " ('Foundational', 'Data Flywheel'): '1/99',\n", " ('Grammar', 'Data Flywheel'): '5/95',\n", " ('Syntax', 'Data Flywheel'): '20/80',\n", " ('Punctuation', 'Data Flywheel'): '51/49',\n", " (\"Rhythm\", 'Data Flywheel'): '80/20',\n", " ('Time', 'Data Flywheel'): '95/5',\n", " ('Data Flywheel', 'LLM'): '20/80',\n", " ('Data Flywheel', 'User'): '80/20',\n", " ('LLM', 'Action'): '49/51',\n", " ('LLM', 'Token'): '80/20',\n", " ('LLM', 'Rhythm.'): '95/5',\n", " ('User', 'Action'): '5/95',\n", " ('User', 'Token'): '20/80',\n", " ('User', 'Rhythm.'): '51/49',\n", " ('Action', 'Victory'): '80/20',\n", " ('Action', 'Payoff'): '85/15',\n", " ('Action', 'NexToken'): '90/10',\n", " ('Action', 'Time.'): '95/5',\n", " ('Action', 'Cadence'): '99/1',\n", " ('Token', 'Victory'): '1/9',\n", " ('Token', 'Payoff'): '1/8',\n", " ('Token', 'NexToken'): '1/7',\n", " ('Token', 'Time.'): '1/6',\n", " ('Token', 'Cadence'): '1/5',\n", " ('Rhythm.', 'Victory'): '1/99',\n", " ('Rhythm.', 'Payoff'): '5/95',\n", " ('Rhythm.', 'NexToken'): '10/90',\n", " ('Rhythm.', 'Time.'): '15/85',\n", " ('Rhythm.', '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™\", fontsize=25)\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", "_Resources, Needs, Costs, Means, Ends_. This is an updated version of the script with annotations tying the neural network layers, colors, and nodes to specific moments in *Vita è Bella*, enhancing the connection to the film’s narrative and themes:\n", "```\n", "\n", "
\n", " \n", "\n", "\n", "\n", "
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