{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(born-to-etiquette)=\n", "# Born to Etiquette\n", "\n", "\n", "\n", "
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OPRAH™: Overarching, Perception, Reason, Agency, Heaven. These are placeholders for the evolution of human intelligence

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-- Dr. Sarah Kayongo

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\n", "\n", "Nvidia's cosmos AI represents a daring leap into the future of intelligent systems, one that boldly unites the seemingly disparate realms of perceptual, agentic, generative, and physical AI into a single, harmonious ecosystem. Much like a meticulously designed neural network where each layer contributes a distinct function, this approach challenges the outdated notion of monolithic AI systems and dares to reimagine intelligence as a dynamic interplay of specialized, yet interdependent components.\n", "\n", "At its core, perceptual AI within the Nvidia cosmos framework is not merely about processing data—it is about imbuing machines with an almost human-like ability to interpret and react to the sensory world. The underlying architecture, reminiscent of foundational layers such as 'Foundational', 'Grammar', and 'Syntax' in a neural network, reflects a deliberate, almost poetic commitment to structure and nuance. In my view, this is not just an incremental improvement; it is a transformative approach that promises a richer, more intuitive interaction between artificial systems and the environment they perceive.\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", "\n", "Agentic AI, as envisioned in this cosmos, takes the impressive capabilities of perceptual systems a step further by endowing machines with genuine decision-making prowess. This is the domain where raw data transforms into decisive action, mirroring the strategic interplay of nodes like 'Action' and 'Token' in a network graph. Such a shift from passive computation to active, autonomous engagement is, in my opinion, nothing short of revolutionary. It challenges the very definition of agency and suggests a future where AI systems might operate with a semblance of self-determination—a prospect both thrilling and, for some, deeply unsettling.\n", "\n", "The realm of generative AI within Nvidia's cosmos is perhaps the most artistically audacious. It is here that the system's capacity to create transcends traditional boundaries, echoing the vibrant, ever-evolving interplay of elements that transform static data into a flowing, creative rhythm. When a machine not only understands language but also composes it with originality akin to a human artist, we are witnessing a radical shift in what technology can achieve. This creative revolution is not just technical wizardry; it is an expressive, almost soulful dialogue between man and machine, one that I believe will redefine creative industries in ways we can scarcely imagine.\n", "\n", "Physical AI, the tangible manifestation of these digital innovations, bridges the gap between abstract computation and real-world application. It is the embodiment of intelligence in motion—a sophisticated convergence of sensors, actuators, and algorithms that translates theoretical models into practical, observable phenomena. Nvidia’s commitment to integrating physical AI within its cosmos framework signals a robust understanding that intelligence is not confined to the digital realm alone. In a world where the physical and digital increasingly coalesce, this integration is a clarion call to reimagine technology as a seamless extension of human capability.\n", "\n", "In sum, Nvidia's cosmos AI is not just an aggregation of advanced technologies but a visionary tapestry that interweaves perceptual acuity, agentic dynamism, generative creativity, and physical embodiment into a cohesive, transformative whole. This is a bold and unapologetic challenge to conventional AI paradigms—a call to arms for innovation that is as intellectually stimulating as it is practically groundbreaking. I am convinced that this holistic, layered approach is not only the future of artificial intelligence but also a necessary evolution that will redefine our relationship with technology, pushing us to reconsider what it means to think, create, and exist in an increasingly interconnected world.\n", "\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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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': ['Syntax.'], \n", " 'Choisis': ['Punctuation.', 'Melody'], \n", " 'Deviens': ['Adversarial', 'Transactional', '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': ['Syntax.'], \n", " 'paleturquoise': ['Time', 'Melody', 'Rhythm.', 'Cadence'], \n", " 'lightgreen': [\"Rhythm\", 'Transactional', 'Payoff', 'Time.', 'NexToken'], \n", " 'lightsalmon': ['Syntax', 'Punctuation', 'Punctuation.', 'Adversarial', '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', 'Syntax.'): '1/99',\n", " ('Grammar', 'Syntax.'): '5/95',\n", " ('Syntax', 'Syntax.'): '20/80',\n", " ('Punctuation', 'Syntax.'): '51/49',\n", " (\"Rhythm\", 'Syntax.'): '80/20',\n", " ('Time', 'Syntax.'): '95/5',\n", " ('Syntax.', 'Punctuation.'): '20/80',\n", " ('Syntax.', 'Melody'): '80/20',\n", " ('Punctuation.', 'Adversarial'): '49/51',\n", " ('Punctuation.', 'Transactional'): '80/20',\n", " ('Punctuation.', 'Rhythm.'): '95/5',\n", " ('Melody', 'Adversarial'): '5/95',\n", " ('Melody', 'Transactional'): '20/80',\n", " ('Melody', 'Rhythm.'): '51/49',\n", " ('Adversarial', 'Victory'): '80/20',\n", " ('Adversarial', 'Payoff'): '85/15',\n", " ('Adversarial', 'NexToken'): '90/10',\n", " ('Adversarial', 'Time.'): '95/5',\n", " ('Adversarial', 'Cadence'): '99/1',\n", " ('Transactional', 'Victory'): '1/9',\n", " ('Transactional', 'Payoff'): '1/8',\n", " ('Transactional', 'NexToken'): '1/7',\n", " ('Transactional', 'Time.'): '1/6',\n", " ('Transactional', '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", " # 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 with weights\n", " for (source, target), weight in edges.items():\n", " if source in G.nodes and target in G.nodes:\n", " G.add_edge(source, 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(\"Grammar, Prosody and Brodmann's Area 22\", fontsize=15)\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", "Glenn Gould and Leonard Bernstein famously disagreed over the tempo and interpretation of Brahms' First Piano Concerto during a 1962 New York Philharmonic concert, where Bernstein, conducting, publicly distanced himself from Gould's significantly slower-paced interpretation before the performance began, expressing his disagreement with the unconventional approach while still allowing Gould to perform it as planned; this event is considered one of the most controversial moments in classical music history. \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 }