{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "(probability)=\n", "# Probability, ∂Y 🎶 ✨ 👑\n", "\n", "\n", "\n", "
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  1. The first portrait of Gen. Milley, from his time as the U.S. military's top officer, was removed from the Pentagon last week on Inauguration Day less than two hours after President Trump was sworn into office.
  2. \n", "
  3. The now retired Gen. Milley and other former senior Trump aides had been assigned personal security details ever since Iran vowed revenge for the killing of Qasem Soleimani in a drone strike in 2020 ordered by Trump in his first term.
  4. \n", "
  5. On \"Fox News Sunday,\" the chairman of the Senate Intelligence Committee, Tom Cotton, said he hoped President Trump would \"revisit\" the decision to pull the protective security details from John Bolton, Mike Pompeo, and Brian Hook who previously served under Trump.
  6. \n", "
  7. A senior administration official who requested anonymity replied, \"There is a new era of accountability in the Defense Department under President Trump's leadership—and that's exactly what the American people expect.\"
  8. \n", "
  9. Gen. Milley served as chairman of the Joint Chiefs of Staff from 2019 to 2023 under both Presidents Trump and Biden.
  10. \n", "
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-- Fox News

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\n", "\n", "\n", "## 🪙 🎲 🎰 🐜 🗡️ 🪖 🛡️ \n", "The model begins with the premise that the [ecosystem](https://www.cell.com/cell/fulltext/S0092-8674(18)30911-5?_returnURL%3Dhttps%253A%252F%252Flinkinghub.elsevier.com%252Fretrieve%252Fpii%252FS0092867418309115%253Fshowall%253Dtrue%23tbl1/) is to be navigated, not imposed upon. At a 95/5 noise-to-signal ratio, the sheer expanse of unknowns, contingencies, and shifting equilibria dwarfs any singular interpretation of order. The world does not conform to preordained structures; it is an ocean of variables in which the agent is a mere speck. To navigate it is not to dictate its terms but to extract meaningful paths through an overwhelming landscape of noise. This is the foundation upon which intelligence must function—not as an autonomous architect but as an adaptive system that filters chaos into coherence. The ecosystem provides the combinatorial search space, and intelligence is, at best, a process of tracking transient footholds within it.\n", "\n", "| PRR Type | Receptor Family | Ligands Recognized | Location | Key Functions |\n", "|--------------------|----------------|--------------------|----------|--------------|\n", "| **Scavenger Receptors (SRs)** | SR-A, CD36 | Modified LDL, apoptotic cells, microbial components | Cell membrane | Phagocytosis, lipid metabolism, immune clearance |\n", "| **Fc Receptors (FcRs)** | FcγR, FcεR | Antibody-antigen complexes | Cell membrane | Antibody-dependent immune activation, phagocytosis |\n", "| **C-type Lectin Receptors (CLRs)** | CLRs (e.g., Dectin-1, DC-SIGN) | Carbohydrates from fungi, bacteria, and viruses | Cell membrane | Fungal recognition, phagocytosis, cytokine modulation |\n", "| **Toll-like Receptors (TLRs)** | TLRs (e.g., TLR1-TLR10) | PAMPs (LPS, dsRNA, flagellin) | Cell membrane & endosomes | Innate immune activation, cytokine production |\n", "| **NOD-like Receptors (NLRs)** | NLRs (e.g., NOD1, NOD2, NLRP3) | Bacterial peptidoglycan, DAMPs | Cytoplasm | Intracellular pathogen sensing, inflammasome activation |\n", "| **RIG-I-like Receptors (RLRs)** | RLRs (e.g., RIG-I, MDA5) | Viral RNA (dsRNA, ssRNA) | Cytoplasm | Antiviral immune response, IFN production |\n", "| **AIM2-like Receptors (ALRs)** | AIM2, IFI16 | Cytoplasmic DNA (viral, bacterial, self-DNA) | Cytoplasm | Inflammasome activation, IL-1β production |\n", "\n", "```{figure} figures/oprah.*\n", "---\n", "width: 20%\n", "height: 20%\n", "---\n", "_Digital Library_. Our color-coded QR code library with a franchize model for the digital twin will be launched in a month. The books will explore struggle, exchange, and consolidation as dynamic equilibria that emerge from the oscillation and rhythm of existence.\n", "```\n", "\n", "## 🎭\n", "Pattern recognition, hardcoded at 80/20, emerges as the first line of filtration. This is where noise is first tempered into partial structure. The sensory ganglia, G1 and G2, function as gatekeepers, automatically encoding patterns that have evolutionary weight. These are not learned truths but precomputed [heuristics](https://en.wikipedia.org/wiki/Daniel_Kahneman), the scaffolding upon which later cognition will be built. The high noise ratio here acknowledges that even within these pre-hardwired processes, ambiguity persists—hence, the 20% allowance for correction. This suggests that what appears to be innate is itself an iterative product of past iterations, a record of what has worked but not necessarily what will continue to work. Intelligence does not emerge ex nihilo; it refines inherited biases, selectively overriding static interpretations when the noise-to-signal ratio demands it.\n", "\n", "\n", "| Feature | MHC (Major Histocompatibility Complex) | PRRs (Pattern Recognition Receptors) |\n", "|-------------------|---------------------------------|--------------------------------|\n", "| **Type of Immunity** | Adaptive immunity (T-cell activation) | Innate immunity (pathogen sensing) |\n", "| **Function** | Presents antigens to T cells | Detects conserved molecular patterns of pathogens |\n", "| **Molecular Class** | Polymorphic surface glycoproteins | Germline-encoded pattern recognition proteins |\n", "| **Ligands** | Peptides derived from pathogens or self-proteins | Pathogen-Associated Molecular Patterns (PAMPs) & Damage-Associated Molecular Patterns (DAMPs) |\n", "| **Cellular Expression** | MHC-I: All nucleated cells; MHC-II: Professional APCs (dendritic cells, $\\text{m}\\Phi$, B cells) | Primarily innate immune cells ($\\text{m}\\Phi$, dendritic cells, neutrophils) |\n", "| **Pathogen Response** | Indirect—activates T cells for specific immunity | Direct—triggers immediate immune responses (inflammation, phagocytosis) |\n", "\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_[Musk Off](https://www.youtube.com/watch?v=xvZqHgFz51I)_. The `genome` encodes self, other, and mutual interactions within the ecosystem, while the `exposome` shapes our immune interface through sentinel PRRs, MHC-II, MHC-I, and CD3-ILCs. When these interact with the TCR, `transcriptomic` shifts drive clonal expansion, triggering a `proteasome`-mediated cytokine storm from both innate and adaptive systems, ultimately directing the `metabolome` to mount a robust yet balanced immune response. NK cells (the best known ILC subtype) accounts for 5-[20%](https://en.wikipedia.org/wiki/Natural_killer_cell) of circulating lymphocytes. Somatic mutations have the potential to encode “non-self” immunogenic antigens. We hypothesized that tumors with a large number of somatic mutations due to mismatch-repair defects may be susceptible to immune checkpoint blockade. Source: [Dung T. Le et al](https://www.nejm.org/doi/full/10.1056/NEJMoa1500596)\n", "```\n", "\n", "## 🌊 🏄🏾\n", "At the learned level, fixed versus dynamic processes engage in a 50/50 struggle, each vying for epistemic authority. Fixed learning relies on stored priors, memory encoded through descending fibers, while dynamic learning operates on live input, a function of sensory-driven thalamocortical processing. The equilibrium here is crucial. Lean too heavily on the fixed, and the system stagnates, favoring preemptive conclusions over adaptation. Lean too heavily on the dynamic, and the system becomes noise-chasing, mistaking every transient input for a meaningful shift in structure. This is the pivot upon which intelligence either ossifies or remains fluid. The role of cerebellar-pontine integration, in this sense, is not just computational but existential—determining whether a being remains bound to the past or remains in play within the unfolding uncertainty of the present.\n", "\n", "```{figure} https://pbs.twimg.com/media/GkoYzuKXgAAV7OP?format=jpg&name=medium\n", "---\n", "width: 70%\n", "height: 70%\n", "---\n", "_Lifestyle is a stronger predictor of aging and mortality than genetics._ A new Nature [study](https://www.nature.com/articles/s41591-024-03483-9) of ~500,000 people found: 🎯 17% of mortality variation was linked to lifestyle (exposome 🚬 🥃 ). 🧬 <2% of was explained by genetics. Here’s what you need to know ☝🏾 🧵 1/10\n", "```\n", "\n", "\n", "## 🤺 💵 🦘 \n", "The classification of discoveries within the ecosystem follows the triadic structure of Other, Mutual, and Self, mapped onto a 20/80 noise-to-signal ratio. This is where [Kantian](https://www.nejm.org/doi/full/10.1056/NEJMoa1500596) categorical imperatives find their footing. The moral architecture of intelligence emerges not from the void but from the necessity of sorting relational structures within the combinatorial search space. The Self, dominant at 80%, operates as the primary locus of computation, while the Other and the Mutual, at 20%, serve as correctives. This is an admission that intelligence, by default, is egocentric. The raw signal of survival demands that the self take primacy. However, the 20% remainder forces engagement with externality, ensuring that intelligence does not collapse into solipsism. The Kantian imperative arises here as a tension: if the model is to extend beyond immediate survival, it must recognize the validity of the Other, transitioning from purely adversarial play to cooperative and [transactional](https://www.nobelprize.org/prizes/medicine/2018/allison/facts/) equilibria.\n", "\n", "```{danger}\n", "- Self (cooperative)\n", "- Nonself (adversarial)\n", "- Mismatch-Repair (transactional)\n", "\n", "*Cited by 10200 by 10th Anniversary* \n", "-- by DT Le 2015\n", "```\n", "\n", "## 🏇 🧘🏾‍♀️ 🪺 🎶 🛌\n", "Navigation, at 5/95, represents the final and most precarious stage. It is here that hubris arises—the belief that what is static and structured is all that matters, that self-generated order has subdued the ecosystem’s entropy. But this is a false finality. What appears as a dominant equilibrium—the Ubermensch who believes they have conquered all—is itself a momentary illusion. The 5% noise in navigation can metastasize into something that ripples across the ecosystem, exposing vulnerability when aging and frailty emerge-thus a system must never mistake fixed coordinates for immutable truths. The Ubermensch will be usurped, not because of moral failing, but because the ecosystem does not tolerate stagnation, the Red Queen reigns in perpetuity throughout the universe and you [never](https://en.wikipedia.org/wiki/Heraclitus) step in the same river twice. All intelligence is a momentary scaffold upon which future iterations will stand, only to be dismantled again. The true lesson of navigation is not mastery but the inevitability of recalibration.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 23, "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': ['DNA, RNA, 5%', 'Peptidoglycans, Lipoteichoics', 'Lipopolysaccharide', 'N-Formylmethionine', \"Glucans, Chitin\", 'Specific Antigens'], # Static\n", " 'Voir': ['PRR & ILCs, 20%'], \n", " 'Choisis': ['CD8+, 50%', 'CD4+'], \n", " 'Deviens': ['TNF-α, IL-6, IFN-γ', 'PD-1 & CTLA-4', 'Tregs, IL-10, TGF-β, 20%'], \n", " \"M'èléve\": ['Complement System', 'Platelet System', 'Granulocyte System', 'Innate Lymphoid Cells, 5%', 'Adaptive Lymphoid Cells'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['PRR & ILCs, 20%'], \n", " 'paleturquoise': ['Specific Antigens', 'CD4+', 'Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'], \n", " 'lightgreen': [\"Glucans, Chitin\", 'PD-1 & CTLA-4', 'Platelet System', 'Innate Lymphoid Cells, 5%', 'Granulocyte System'], \n", " 'lightsalmon': ['Lipopolysaccharide', 'N-Formylmethionine', 'CD8+, 50%', 'TNF-α, IL-6, IFN-γ', 'Complement System'],\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", " ('DNA, RNA, 5%', 'PRR & ILCs, 20%'): '1/99',\n", " ('Peptidoglycans, Lipoteichoics', 'PRR & ILCs, 20%'): '5/95',\n", " ('Lipopolysaccharide', 'PRR & ILCs, 20%'): '20/80',\n", " ('N-Formylmethionine', 'PRR & ILCs, 20%'): '51/49',\n", " (\"Glucans, Chitin\", 'PRR & ILCs, 20%'): '80/20',\n", " ('Specific Antigens', 'PRR & ILCs, 20%'): '95/5',\n", " ('PRR & ILCs, 20%', 'CD8+, 50%'): '20/80',\n", " ('PRR & ILCs, 20%', 'CD4+'): '80/20',\n", " ('CD8+, 50%', 'TNF-α, IL-6, IFN-γ'): '49/51',\n", " ('CD8+, 50%', 'PD-1 & CTLA-4'): '80/20',\n", " ('CD8+, 50%', 'Tregs, IL-10, TGF-β, 20%'): '95/5',\n", " ('CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('CD4+', 'PD-1 & CTLA-4'): '20/80',\n", " ('CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " ('TNF-α, IL-6, IFN-γ', 'Complement System'): '80/20',\n", " ('TNF-α, IL-6, IFN-γ', 'Platelet System'): '85/15',\n", " ('TNF-α, IL-6, IFN-γ', 'Granulocyte System'): '90/10',\n", " ('TNF-α, IL-6, IFN-γ', 'Innate Lymphoid Cells, 5%'): '95/5',\n", " ('TNF-α, IL-6, IFN-γ', 'Adaptive Lymphoid Cells'): '99/1',\n", " ('PD-1 & CTLA-4', 'Complement System'): '1/9',\n", " ('PD-1 & CTLA-4', 'Platelet System'): '1/8',\n", " ('PD-1 & CTLA-4', 'Granulocyte System'): '1/7',\n", " ('PD-1 & CTLA-4', 'Innate Lymphoid Cells, 5%'): '1/6',\n", " ('PD-1 & CTLA-4', 'Adaptive Lymphoid Cells'): '1/5',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Complement System'): '1/99',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Platelet System'): '5/95',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Granulocyte System'): '10/90',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Innate Lymphoid Cells, 5%'): '15/85',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'): '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™: aAPCs\", 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", "_**EIN**: Grammar is Ecosystem-Integration, Prosody is the Navigation_. It is not merely a set of rules but the living architecture of expression, where phonetics sketches the raw material of sound (5%), syntax assembles structure and hierarchy (20%), melody breathes life and motion (50%), rhythm imposes order and inevitability (20%), and cadence seals the imprint of finality (5%). This is the calculus of language, the unseen scaffolding beneath poetry, music, and even the genome itself—an interplay of inherited structure and emergent dynamism. To those with long legs, those who see farther, this is no mere taxonomy of speech but the very logic of [existence](https://www.nature.com/articles/s41591-024-03483-9), the encoded grammar of fate itself. For what is language but a `genome` of thought (fixed, proximate, time, space, change), an `exposome` ([attention](https://en.wikipedia.org/wiki/Innate_lymphoid_cell)) of influence, a `transcriptome` (express, suppress) of captured energies, evolving through a `proteome` of dynamism and necessity (immuno-neuro-endocrine), bending syntax into meaning as nature bends species into the `metabolome` of vitality. To summarize, we have the architecture of the ecosystem wherein: An agent has some wiggle room **(95/5)**, Hardcoded heuristics for pattern recognition **(80/20)**, Learning occurs in the context of fixed vs. dynamic rules of engagement **(50/50)**, Relational categorical imperatives include **other, mutual, self (20/80)**. Ultimately, fully integrated, conscious, adapting navigational agency emerges **(5/95)**. Dynamic capability is harnessed by introducing perturbations to the parameters of the ecosystem architecture on a randomly determined time scale and rhythm so that intelligence emerges from high-quality real and synthetic data—remaining ever relevant to Heraclitus' wisdom: *You can't step in the same river twice!*\n", "\n", "```\n", "\n", "The immune system operates as a complex and layered network of surveillance, recognition, and response mechanisms, structured to maintain homeostasis while distinguishing between self and non-self. At its foundation, the genome encodes the intrinsic blueprint of immunity, categorizing interactions within the ecosystem into self, other, and mutual elements. The exposome—comprising environmental exposures—modulates immune recognition through key sentinels such as Pattern Recognition Receptors (PRRs), Major Histocompatibility Complex (MHC) molecules, and innate lymphoid cells. PRRs, including Toll-like receptors (TLRs), detect [conserved](https://en.wikipedia.org/wiki/Al_Ries) microbial patterns, while MHC molecules coordinate antigen presentation. Class I MHC primarily interacts with CD8+ cytotoxic T cells, surveilling intracellular infections, whereas Class II MHC engages CD4+ helper T cells, orchestrating adaptive immunity against extracellular threats. These molecular interactions initiate a cascade of immune responses, mediated through transcriptomic shifts and clonal expansion of T cells following engagement with the T-cell receptor (TCR).\n", "\n", "> *Why the iPhone will fail, published in 2007* \n", "-- [Al](https://news.ycombinator.com/item?id=30246) [Ries](https://forums.thehuddle.com/topic/207016-why-the-iphone-will-fail/)\n", "\n", "Upon TCR activation, intracellular signaling pathways trigger a proteasome-mediated degradation of foreign peptides, followed by cytokine production to refine and direct immune activity. Pro-inflammatory cytokines such as TNF-α, IL-6, and IFN-γ amplify innate defenses, while regulatory molecules, including PD-1 and CTLA-4, temper excessive activation to prevent autoimmunity. The metabolome—the biochemical output of immune signaling—ultimately integrates these signals to fine-tune physiological responses. This dynamic interplay between innate and adaptive immunity ensures a robust yet controlled defense, preserving host integrity while adapting to evolving microbial threats.\n", "\n", "Mapping this immunological framework onto a neural network architecture offers an intriguing model for conceptualizing information processing in biological systems. Both immune and neural networks rely on layers of signal transduction, feedback mechanisms, and adaptability to maintain equilibrium. However, the analogy breaks down when considering the fundamental distinctions between the two systems. Neural networks operate through electrochemical signaling with a relatively fixed wiring pattern and continuous feedback loops, whereas immune responses rely on stochastic gene recombination, clonal selection, and transient cellular interactions. While neural circuits emphasize precision and hierarchical decision-making, immune signaling involves probabilistic encounters, dynamic plasticity, and decentralized control. Thus, while the immune system shares computational parallels with neural networks in terms of pattern recognition and adaptive responses, its stochastic, population-based decision-making diverges from the structured, gradient-based optimization of artificial intelligence models. Any attempt to superimpose neural architecture onto immune dynamics must account for these fundamental disparities in information processing and evolutionary constraints.\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 }