{ "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", "### **Eco Green’s Strategic Methodology, Innovation, and GESI Approach**\n", "\n", "#### **Indicative Methodology: Scientific Excellence in Action**\n", "Eco Green's approach is anchored in **precision ecological engineering**—a methodology that integrates **soil microbiome rehabilitation, adaptive agronomic modeling, and farmer-centric implementation strategies**. The project will employ **multi-tiered field trials** to benchmark the efficacy of its patented organic liquid fertilizer against synthetic inputs, focusing on **soil regeneration, crop yield enhancement, and economic feasibility**. \n", "\n", "\n", "
\n", " \n", "
\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Veni-Vidi, Veni-Vidi-Vici_. Yep, Red Queen Hypothesis all the way. This essay integrates your model’s adversarial framework, immune system parallels, and combinatorial search logic to explore racism as an error-prone interrogation mechanism. Source: [Negotiated Identity](https://psycnet.apa.org/record/2008-11667-017)\n", "```\n", "\n", "\n", "Key activities aligned with project outputs:\n", "1. **Soil Regeneration & Microbial Analysis:** Longitudinal studies will evaluate the impact of Eco Green fertilizer on **soil carbon sequestration, microbial biodiversity, and water retention**.\n", "2. **Crop-Specific Optimization Trials:** Research will establish **ideal application rates** across staple crops like teff, maize, and coffee.\n", "3. **Economic Viability Studies:** Comparative ROI analyses will assess **the financial advantage of organic inputs** over conventional fertilizers for smallholder farmers.\n", "4. **Adoption Acceleration Program:** **On-farm demonstrations, digital advisory tools, and government extension partnerships** will drive behavioral change toward sustainable agricultural practices.\n", "5. **Climate Resilience and Policy Integration:** The project will quantify the fertilizer's **GHG reduction potential**, strengthening Ethiopia’s climate mitigation policies and bolstering **local fertilizer sovereignty**.\n", "\n", "Utilizing **state-of-the-art fermentation biotechnology**, Eco Green’s organic liquid fertilizers will be systematically tested in **controlled trials and real-world farming conditions**, leveraging partnerships with **universities, research institutions, and agricultural cooperatives**. The results will be disseminated through **scientific publications, policy briefs, and farmer training materials**, ensuring a broad **adoption curve** and high-impact scalability.\n", "\n", "#### **Innovation: Disrupting the Chemical Dependency Cycle**\n", "Eco Green’s **innovative edge** lies in its ability to **biologically reprogram agricultural resilience**. This is achieved through:\n", "- **A patented organic fermentation process** that enriches soil health while **outcompeting chemical fertilizers** in cost-effectiveness.\n", "- **Microbial Activation Technology (MAT)**: A **bio-enhanced formulation** that restores microbial diversity, **triggering a self-reinforcing soil fertility cycle**.\n", "- **Farmer-Led Fertilizer Sovereignty Model**: Moving beyond subsidy dependency, Eco Green introduces a **cooperative production and distribution system** that positions farmers as **primary stakeholders in organic input manufacturing**.\n", "- **Policy Interventions & Digital Farmer Training**: Eco Green integrates a **QR-coded knowledge hub** where smallholder farmers access **customized guidance on soil nutrition, organic inputs, and market linkages**.\n", "\n", "By **challenging Ethiopia’s reliance on imported synthetic fertilizers**, Eco Green **reprograms the agricultural supply chain**, reducing **foreign currency outflows** and **empowering local production**.\n", "\n", "#### **Gender Equality and Social Inclusion (GESI): Systemic Empowerment**\n", "Eco Green embeds **gender equity and social inclusion (GESI) principles** at all project levels, ensuring **inclusive agricultural transformation**. The strategy focuses on:\n", "- **Women-Centered Agricultural Leadership**: With **55% of Eco Green’s workforce being women**, the project provides **technical training, leadership pathways, and financial literacy programs** for women farmers and agripreneurs.\n", "- **Youth Engagement in Sustainable Agriculture**: By integrating **eco-farming curricula** into vocational training institutes, Eco Green fosters a **new generation of climate-smart agribusiness leaders**.\n", "- **Barrier Reduction for Marginalized Farmers**: Smallholder farmers in **underserved regions** will receive **subsidized access to Eco Green fertilizers**, along with **microfinance-backed input packages** to **reduce entry costs and enhance long-term adoption**.\n", "\n", "This **holistic GESI framework** ensures that **women, youth, and marginalized rural farmers** are **not just beneficiaries but central agents** in Ethiopia’s agricultural revolution.\n", "\n", "---\n", "\n", "### **Conclusion: Immunizing Ethiopian Agriculture Against Synthetic Dependency**\n", "Eco Green is **not just a fertilizer company**—it is an **immune response mechanism** for Ethiopia’s **biological, economic, and climate resilience**. By embedding **scientific rigor, technological innovation, and equity-driven implementation**, the project redefines **fertilizer sovereignty**, ensuring Ethiopia’s soil **remembers itself**—not as a **dependent system**, but as a **self-sustaining, regenerative force**.\n", "\n", "\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 layers\n", "def define_layers():\n", " return {\n", " 'Suis': ['DNA, RNA, 5%', 'Peptidoglycans, Lipoteichoics', 'Lipopolysaccharide', 'N-Formylmethionine', \"Glucans, Chitin\", 'Specific Antigens'],\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\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", "# Define edges to be highlighted in black\n", "def define_black_edges():\n", " return {\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", " ('CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('CD8+, 50%', 'TNF-α, IL-6, IFN-γ'): '49/51', \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\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_edges()\n", " black_edges = define_black_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), 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", " edge_colors.append('black' if (source, target) in black_edges else 'lightgrey')\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=edge_colors,\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™: Dorsal\", 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", "## Footnotes\n", "\n", "[^1]: Kotlikoff, Laurence J., and Summers, Lawrence H. \"The Role of Intergenerational Transfers in Aggregate Capital Accumulation.\" *J.P.E.* 89 (August 1981): 706-32. \n", "[^2]: Brittain, John A. *Inheritance and the Inequality of Material Wealth.* Washington, DC: Brookings Inst., 1978. \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 }