{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(ecosystem)=\n", "# Ecosystem \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", "### **C5: Indicative Methodology, Innovation, and GESI Considerations**\n", "\n", "#### **Project Methodology and Scientific Excellence (1750 characters)** \n", "The Ethiopian agricultural ecosystem, in its organic resilience, is the *Self*, honed over millennia to sustain fertility, biodiversity, and climate resilience. Yet, an entrenched system of synthetic fertilizer imports has rewritten this equilibrium—an invasive *Non-Self* masquerading as agricultural necessity. This *negotiated identity* has conditioned farmers to view chemical dependence as essential, eroding agency and soil vitality. Eco Green's project deploys a **five-layer immunoecological framework** to systematically reverse this misrecognition and restore *Self* as the dominant force. \n", "\n", "
\n", " \n", "
\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1%\n", "name: RIP DEI \n", "---\n", "_Agency_. European-African relationships in the postcolonial period do not believe in the agency of the beneficiary. Instead of aid, transactional relationships would seem more peer-to-peer and thus more negotiable over time. Kemi talks about \"guarding [text](https://www.youtube.com/watch?v=B1JTb7qGwgI) carefully\", using conservative principles at 50:00/1:37:25. Just as Christianity may appropriate Isaiah 9:6 for its purposes, Africa have appropriated speaking in tongues, exorcism, and such items the align with traditional religions for their own purposes, items barely evident in, say, Anglicanism.\n", "```\n", "\n", "\n", "**Layer 1 – Tragedy (Pattern Recognition):** We assess long-term chemical dependency as an engineered pathology, quantifying soil degradation via microbial diversity indices and nitrogen fixation dynamics (Noded 1-6). \n", "\n", "**Layer 2 – History (Non-Self Surveillance):** Our longitudinal soil analysis will examine shifts in organic matter and nutrient cycling, revealing how synthetic fertilizers have disrupted ecological intelligence (Node 7). \n", "\n", "**Layer 3 – Epic (Negotiated Identity):** A field trial network spanning six regions will evaluate Eco Green’s organic liquid fertilizer against Synthetic Imports, measuring productivity, carbon sequestration, and economic feasibility (Nodes 8 vs. 9). \n", "\n", "**Layer 4 – Drama (Self vs. Non-Self):** Farmer adoption patterns will be analyzed using behavioral economics, tracking shifts in knowledge diffusion, resistance factors, and purchasing behaviors (Nodes 10, 11, 12). \n", "\n", "**Layer 5 – Comedy (Resolution):** A policy-reintegration strategy will recalibrate Ethiopia’s regulatory environment to prioritize regenerative agriculture, scaling Eco Green’s production and reducing import dependency (Nodes 13-17). \n", "\n", "Scientific rigor will be ensured through **collaborative trials with Ethiopian agricultural research institutions**, soil microbiology assessments, and climate modeling to measure emission reductions. By integrating economic, ecological, and immunological metrics, we will quantify the *Self’s* reemergence, aligning research outputs with poverty reduction, climate resilience, and biodiversity restoration.\n", "\n", "---\n", "\n", "#### **Innovation (700 characters)** \n", "Eco Green’s innovation is systemic: it reframes agricultural transformation as **an immunological counterinsurgency** against synthetic dependency. This project advances: \n", "\n", "1. **Technology:** Our patented fermentation process converts organic waste into high-bioavailability liquid fertilizer, improving soil health without chemical additives (Node 9). \n", "2. **Policy Practice:** We challenge Ethiopia’s entrenched fertilizer import subsidies by demonstrating cost-efficiency and productivity gains of organic solutions (Node 13). \n", "3. **Farmer-Led Learning Models:** A decentralized adoption strategy leverages digital advisory tools, demonstration farms, and cooperative-based distribution to scale impact organically (Node 7). \n", "4. **Ecological Economics:** Our dynamic pricing model ensures affordability while rewarding long-term soil regeneration (Node 17). \n", "\n", "This approach **disrupts the industrial chemical status quo**, accelerating the transition to a self-sustaining agricultural economy.\n", "\n", " \n", "```{figure} ../figures/antiquarian.*\n", "---\n", "width: 70%\n", "name: Karugire's Uganda \n", "---\n", "_Uganda_. It's ecosystem, worldview, navigation, space, rituals.\n", "```\n", "\n", "\n", "---\n", "\n", "#### **Gender Equality and Social Inclusion (GESI) (700 characters)** \n", "Ethiopia’s agricultural backbone is **female-led**, with **55% of active participants in smallholder farming being women**. However, systemic barriers—financial exclusion, limited access to organic alternatives, and policy bias toward synthetic inputs—disproportionately affect women farmers. \n", "\n", "Eco Green’s strategy addresses these inequalities by: \n", "\n", "1. **Targeting Women Farmers:** Direct training programs will prioritize female smallholders, providing them with first access to organic fertilizer, market linkages, and microcredit schemes (Node 16). \n", "2. **Inclusive Decision-Making:** Women-led cooperatives will co-design local distribution models, ensuring equitable access and economic participation (Node 5). \n", "3. **Labor Burden Reduction:** By eliminating chemical toxicity and improving soil retention, Eco Green’s fertilizer minimizes excessive labor associated with synthetic fertilizer handling and soil rehabilitation (Node 10). \n", "\n", "By recalibrating agricultural inputs to **favor Self over Non-Self**, this project fosters an **equitable farming landscape**, ensuring that Ethiopia’s most vulnerable farmers lead its organic revolution.\n", "\n", "\n", " \n", "\n", " \n", "\n", "\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 34, "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", " 'Tragedy (Pattern Recognition)': ['Cosmology', 'Geology', 'Biology', 'Ecology', \"Priorities\", 'Imports'],\n", " 'History (Non-Self Surveillance)': ['Non-Self Surveillance'], \n", " 'Epic (Negotiated Identity)': ['Synthetic Imports', 'Organic Fertilizer'], \n", " 'Drama (Self vs. Non-Self)': ['Resistance Factors', 'Purchasing Behaviors', 'Knowledge Diffusion'], \n", " \"Comedy (Resolution)\": ['Policy-Reintegration', 'Reducing Import Dependency', 'Scaling EcoGreen Production', 'Gender Equality & Social Inclusion', 'Regenerative Agriculture'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['Non-Self Surveillance'], \n", " 'paleturquoise': ['Imports', 'Organic Fertilizer', 'Knowledge Diffusion', 'Regenerative Agriculture'], \n", " 'lightgreen': [\"Priorities\", 'Purchasing Behaviors', 'Reducing Import Dependency', 'Gender Equality & Social Inclusion', 'Scaling EcoGreen Production'], \n", " 'lightsalmon': ['Biology', 'Ecology', 'Synthetic Imports', 'Resistance Factors', 'Policy-Reintegration'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edges\n", "def define_edges():\n", " return [\n", " ('Cosmology', 'Non-Self Surveillance'),\n", " ('Geology', 'Non-Self Surveillance'),\n", " ('Biology', 'Non-Self Surveillance'),\n", " ('Ecology', 'Non-Self Surveillance'),\n", " (\"Priorities\", 'Non-Self Surveillance'),\n", " ('Imports', 'Non-Self Surveillance'),\n", " ('Non-Self Surveillance', 'Synthetic Imports'),\n", " ('Non-Self Surveillance', 'Organic Fertilizer'),\n", " ('Synthetic Imports', 'Resistance Factors'),\n", " ('Synthetic Imports', 'Purchasing Behaviors'),\n", " ('Synthetic Imports', 'Knowledge Diffusion'),\n", " ('Organic Fertilizer', 'Resistance Factors'),\n", " ('Organic Fertilizer', 'Purchasing Behaviors'),\n", " ('Organic Fertilizer', 'Knowledge Diffusion'),\n", " ('Resistance Factors', 'Policy-Reintegration'),\n", " ('Resistance Factors', 'Reducing Import Dependency'),\n", " ('Resistance Factors', 'Scaling EcoGreen Production'),\n", " ('Resistance Factors', 'Gender Equality & Social Inclusion'),\n", " ('Resistance Factors', 'Regenerative Agriculture'),\n", " ('Purchasing Behaviors', 'Policy-Reintegration'),\n", " ('Purchasing Behaviors', 'Reducing Import Dependency'),\n", " ('Purchasing Behaviors', 'Scaling EcoGreen Production'),\n", " ('Purchasing Behaviors', 'Gender Equality & Social Inclusion'),\n", " ('Purchasing Behaviors', 'Regenerative Agriculture'),\n", " ('Knowledge Diffusion', 'Policy-Reintegration'),\n", " ('Knowledge Diffusion', 'Reducing Import Dependency'),\n", " ('Knowledge Diffusion', 'Scaling EcoGreen Production'),\n", " ('Knowledge Diffusion', 'Gender Equality & Social Inclusion'),\n", " ('Knowledge Diffusion', 'Regenerative Agriculture')\n", " ]\n", "\n", "# Define black edges (1 → 7 → 9 → 11 → [13-17])\n", "black_edges = [\n", " (4, 7), (7, 9), (9, 11), (11, 13), (11, 14), (11, 15), (11, 16), (11, 17)\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 with correctly assigned black edges\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_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 in edges:\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)\n", " edge_colors[(new_source, new_target)] = 'lightgrey'\n", "\n", " # Define and add black edges manually with correct node names\n", " numbered_nodes = list(mapping.values())\n", " black_edge_list = [\n", " (numbered_nodes[3], numbered_nodes[6]), # 4 -> 7\n", " (numbered_nodes[6], numbered_nodes[8]), # 7 -> 9\n", " (numbered_nodes[8], numbered_nodes[10]), # 9 -> 11\n", " (numbered_nodes[10], numbered_nodes[12]), # 11 -> 13\n", " (numbered_nodes[10], numbered_nodes[13]), # 11 -> 14\n", " (numbered_nodes[10], numbered_nodes[14]), # 11 -> 15\n", " (numbered_nodes[10], numbered_nodes[15]), # 11 -> 16\n", " (numbered_nodes[10], numbered_nodes[16]) # 11 -> 17\n", " ]\n", "\n", " for src, tgt in black_edge_list:\n", " G.add_edge(src, tgt)\n", " edge_colors[(src, tgt)] = 'black'\n", "\n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, \n", " edge_color=[edge_colors.get(edge, 'lightgrey') for edge in G.edges],\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " \n", " plt.title(\"EcoGreen: Reclaiming Agricultural Self\", fontsize=18)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} ../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Aligning Nodes with Measurable Indicators for Methodology & Outcomes_. Each node in Eco Green’s framework corresponds to a **measurable indicator**, ensuring scientific rigor in tracking agricultural transformation. **Layer 1 (Pattern Recognition)** establishes the **baseline metrics**: **Cosmology** (historical land use analysis via satellite imaging), **Geology** (soil mineral composition studies), **Biology** (microbial biodiversity index), **Ecology** (carbon sequestration rates), **Priorities** (farmer-to-farmer knowledge transfer surveys), and **Imports** (perceived sustainability benefits from stakeholder interviews). **Layer 2 (Non-Self Surveillance)** quantifies market penetration of synthetic fertilizers via **import dependency ratios and national subsidy tracking**. **Layer 3 (Negotiated Identity)** captures **Synthetic Imports vs. Organic Fertilizer** efficacy through **crop yield differentials, soil restoration rates, and economic returns per hectare**. **Layer 4 (Self vs. Non-Self)** evaluates **Resistance Factors** (farmer reluctance metrics, price sensitivity modeling), **Purchasing Behaviors** (QR code engagement analytics, training completion rates), and **Knowledge Diffusion** (market share of organic inputs). **Layer 5 (Resolution)** integrates **Policy-Reintegration** (government policy shifts favoring organic), **Reducing Import Dependency** (foreign currency outflows from synthetic imports), **Scaling Eco Green Production** (domestic fertilizer output), **Gender Equality & Social Inclusion** (percentage of women-led agricultural cooperatives), and **Regenerative Agriculture** (percentage of farmland transitioned to sustainable practices). These indicators ensure **quantifiable progress** toward Ethiopia’s agricultural **immune recovery**, driving data-backed policy change, climate resilience, and economic sovereignty.\n", "```\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'll give you a **very simple Python script** that demonstrates **API-based automation** by sending an **email and SMS notification** when a condition is met. You can build on this and later modify it to fetch grant data or any other topic.\n", "\n", "---\n", "\n", "### **Goal**\n", "A **Python script** that:\n", "1. **Checks a condition** (e.g., a deadline is near).\n", "2. **Sends an email** using **SendGrid**.\n", "3. **Sends an SMS** using **Twilio**.\n", "\n", "---\n", "\n", "### **1. Setup SendGrid for Email**\n", "- **Sign up for a free SendGrid account**: [https://sendgrid.com](https://sendgrid.com)\n", "- **Get an API key** from the \"API Keys\" section.\n", "\n", "---\n", "\n", "### **2. Setup Twilio for SMS**\n", "- **Sign up for Twilio**: [https://www.twilio.com](https://www.twilio.com)\n", "- **Get an Account SID, Auth Token, and a Twilio phone number**.\n", "\n", "---\n", "\n", "### **3. Install Required Libraries**\n", "Run this in your terminal:\n", "```bash\n", "pip install sendgrid twilio\n", "```\n", "\n", "---\n", "\n", "### **4. Python Script**\n", "This script:\n", "- **Checks if a deadline is today**.\n", "- **Sends an email** via SendGrid.\n", "- **Sends an SMS** via Twilio.\n", "\n", "```python\n", "import os\n", "import datetime\n", "import sendgrid\n", "from sendgrid.helpers.mail import Mail\n", "from twilio.rest import Client\n", "\n", "# CONFIGURE THIS\n", "SENDGRID_API_KEY = \"your_sendgrid_api_key\"\n", "TWILIO_ACCOUNT_SID = \"your_twilio_account_sid\"\n", "TWILIO_AUTH_TOKEN = \"your_twilio_auth_token\"\n", "TWILIO_PHONE_NUMBER = \"your_twilio_phone_number\"\n", "YOUR_PHONE_NUMBER = \"your_personal_phone_number\"\n", "YOUR_EMAIL = \"your_email@example.com\"\n", "\n", "# Example: A deadline date\n", "deadline_date = datetime.date(2025, 3, 15) # Change to any date\n", "\n", "# Check if today is the deadline\n", "if datetime.date.today() == deadline_date:\n", " # Send Email\n", " sg = sendgrid.SendGridAPIClient(SENDGRID_API_KEY)\n", " email_message = Mail(\n", " from_email=\"your_email@example.com\",\n", " to_emails=YOUR_EMAIL,\n", " subject=\"Deadline Alert!\",\n", " plain_text_content=f\"Reminder: Your deadline is today ({deadline_date}).\"\n", " )\n", " sg.send(email_message)\n", " print(\"Email sent!\")\n", "\n", " # Send SMS\n", " client = Client(TWILIO_ACCOUNT_SID, TWILIO_AUTH_TOKEN)\n", " sms_message = client.messages.create(\n", " body=f\"Reminder: Your deadline is today ({deadline_date}).\",\n", " from_=TWILIO_PHONE_NUMBER,\n", " to=YOUR_PHONE_NUMBER\n", " )\n", " print(\"SMS sent!\")\n", "\n", "else:\n", " print(\"No deadline today. No notifications sent.\")\n", "```\n", "\n", "---\n", "\n", "### **5. How to Run**\n", "Save the script as `notify.py` and run:\n", "```bash\n", "python notify.py\n", "```\n", "\n", "---\n", "\n", "### **How to Extend It**\n", "- **Fetch deadlines from an API** instead of using a hardcoded date.\n", "- **Change the condition** (e.g., notify 3 days before).\n", "- **Add WhatsApp notifications** using the WhatsApp Business API.\n", "\n", "---\n", "\n", "### **Why This Works for You**\n", "✅ **Extremely simple** – No extra setup, runs in minutes. \n", "✅ **Demonstrable** – You can test with fake deadlines. \n", "✅ **Modifiable** – Later, replace the deadline with real grant data. \n", "\n", "Would you like help making it interactive via a web interface? 🚀" ] } ], "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 }