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    <title>Forem: Favour Daso</title>
    <description>The latest articles on Forem by Favour Daso (@black-ib).</description>
    <link>https://forem.com/black-ib</link>
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      <title>Forem: Favour Daso</title>
      <link>https://forem.com/black-ib</link>
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    <item>
      <title>Mechanised Learning — When the Plough Gives Way to Precision Gears, What Harvest Will the Mind Yield?</title>
      <dc:creator>Favour Daso</dc:creator>
      <pubDate>Thu, 18 Sep 2025 22:37:49 +0000</pubDate>
      <link>https://forem.com/black-ib/mechanised-learning-when-the-plough-gives-way-to-precision-gears-what-harvest-will-the-mind-dfa</link>
      <guid>https://forem.com/black-ib/mechanised-learning-when-the-plough-gives-way-to-precision-gears-what-harvest-will-the-mind-dfa</guid>
      <description>&lt;p&gt;There was a time when education was like farming in its earliest form — &lt;em&gt;slow, manual, and bound to the limits of muscle and daylight&lt;/em&gt;. The teacher’s chalk was the farmer’s plough, cutting furrows of knowledge into the soft soil of young minds. Lessons came in steady rows, planted with patience, harvested only after long seasons of repetition.&lt;/p&gt;

&lt;p&gt;It worked — but just like early agriculture, it was hard work with &lt;em&gt;uneven results&lt;/em&gt;. Not every seed grew. The wind of forgetfulness carried some away; others struggled in the shadow of outdated methods.&lt;/p&gt;

&lt;p&gt;Today, however, we stand in an educational landscape that feels less like a humble field and more like a &lt;em&gt;precision-engineered farm&lt;/em&gt;. In agriculture, mechanisation meant tractors, seed drills, and AI-driven soil analytics—machines that could plant, water, and harvest with &lt;em&gt;breathtaking accuracy&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;In learning, mechanisation has arrived in the form of &lt;em&gt;digital platforms, adaptive learning algorithms, virtual reality classrooms, and AI tutors&lt;/em&gt; that can respond in real-time. The &lt;em&gt;“plough” of the past&lt;/em&gt;— one size fits all lectures, rigid curricula, limited access to resources-is being replaced with gears that turn smoothly and precisely, tailoring the learning experience to each mind. Let’s explore this shift in my &lt;strong&gt;Mechanised Future series!&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  When the Plough Gives Way to Precision Gears: Mechanised Learning in Action
&lt;/h2&gt;

&lt;p&gt;Just as farms don’t flourish without farmers, mechanised learning still depends on &lt;em&gt;human intent, curiosity, and creativity&lt;/em&gt;. The tools exist — but like any machine, they produce value only when used wisely.&lt;/p&gt;

&lt;p&gt;Here are some of the new “precision gears” of learning and how to harness them:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AI Tutors &amp;amp; Writing Assistants&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Examples include: ChatGPT, Claude, Gemini, Writesonic, etc.&lt;/li&gt;
&lt;li&gt;They can be used as “learning sparring partners” — ask, challenge, 
and probe. Break down complex topics into more straightforward explanations or analogies. Practice &lt;em&gt;“teach-back”&lt;/em&gt; by explaining their output in your own words.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Global Lecture Halls&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Examples include: YouTube EDU, Khan Academy, MIT OpenCourseWare, Coursera, etc.&lt;/li&gt;
&lt;li&gt;Use them to build a personal &lt;em&gt;“curriculum”&lt;/em&gt; playlist on one topic and 
commit to it. Adjust playback speed for efficiency. Pause often to apply what you’ve learned in small exercises.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Skill Simulation Labs&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Examples include: Duolingo (languages), Brilliant.org (math &amp;amp; science), Codecademy (coding), Labster (virtual labs), etc.&lt;/li&gt;
&lt;li&gt;Make use of them to learn in micro-sessions (15–30 minutes daily). Keep streaks alive for motivation—pair simulation with a real-world application.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Knowledge Gardens&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Examples include: Notion, Obsidian, Roam Research, Evernote, etc.&lt;/li&gt;
&lt;li&gt;Use them effectively to build a &lt;em&gt;“second brain”&lt;/em&gt; for storing and connecting ideas- tag and link notes to discover hidden relationships between topics. Review regularly to reinforce memory.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Peer Learning Communities&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Examples include: Reddit communities, Discord study groups, StudyStream, Stack Exchange, etc.&lt;/li&gt;
&lt;li&gt;Use them to engage in discussions and share progress. Ask and 
answer questions to deepen understanding. Use community accountability to maintain momentum.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Gamified Learning Platforms&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Examples include: Quizlet, Kahoot!, Prodigy, Elevate, etc.&lt;/li&gt;
&lt;li&gt;They can be used to turn reviews into competitive games. Play against 
friends or colleagues to make learning fun. Use spaced repetition to lock in long-term recall.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The New Harvest
&lt;/h2&gt;

&lt;p&gt;If the plough’s harvest was literacy, discipline, and rote knowledge, the gears may yield a generation that can:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Learn faster with personalised reinforcement.&lt;/li&gt;
&lt;li&gt;Apply knowledge in simulated environments before the real world.&lt;/li&gt;
&lt;li&gt;Collaborate across cultures without leaving their homes.&lt;/li&gt;
&lt;li&gt;Think critically — not by memorising facts, but by learning to find, question, and apply them.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  But Beware the Over-Mechanisation
&lt;/h2&gt;

&lt;p&gt;History warns us: machines can breed overdependence, erode foundational skills, and widen inequality if access is uneven. In learning, the risk is real — if only some can turn the gears, the &lt;em&gt;gap between the knowledge-rich and knowledge-poor will grow.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;The challenge is not only to innovate but to &lt;em&gt;democratise&lt;/em&gt; — ensuring these tools reach every learner, everywhere.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Call to Cultivate
&lt;/h2&gt;

&lt;p&gt;When the plough gives way to precision gears, the harvest will depend on the &lt;em&gt;farmers of thought&lt;/em&gt;: educators, innovators, parents, policymakers, and learners themselves. Education was once the gatekeeper to work. Now it’s the bridge. In a mechanised future, learning is no longer preparation for life—it is life.&lt;/p&gt;

&lt;p&gt;We can plant seeds of curiosity, creativity, and empathy in this newly tilled soil — or let the gears grind out uniformity in a world hungry for diversity of thought.&lt;/p&gt;

&lt;p&gt;The machine is ready. The soil is rich. The seeds are in our hands.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What will we plant?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Next in the series: “From Plough to Prototype”-&lt;/strong&gt; Governing the Future, Building the Bridges.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>education</category>
      <category>science</category>
    </item>
    <item>
      <title>The Plough Audit: Before you upgrade the farm, you must first inspect the plough.</title>
      <dc:creator>Favour Daso</dc:creator>
      <pubDate>Thu, 11 Sep 2025 20:59:56 +0000</pubDate>
      <link>https://forem.com/black-ib/the-plough-audit-before-you-upgrade-the-farm-you-must-first-inspect-the-plough-3964</link>
      <guid>https://forem.com/black-ib/the-plough-audit-before-you-upgrade-the-farm-you-must-first-inspect-the-plough-3964</guid>
      <description>&lt;p&gt;In agriculture, a farmer who buys new machinery without first assessing their old tools risks repeating the same mistakes — just at a larger, costlier scale. The same principle applies in education, business, governance, and personal growth. An &lt;strong&gt;“audit”&lt;/strong&gt; is the bridge between nostalgia and progress. It’s the process of asking: What do we keep? What do we fix? What do we discard?&lt;/p&gt;

&lt;p&gt;The plough audit isn’t about tearing everything down; it’s about understanding your starting point with brutal clarity. It’s a crucial step, a necessary preparation before you can effectively gear up for the wave of mechanisation that AI is bringing.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Mindset Before the Tool
&lt;/h2&gt;

&lt;p&gt;Before you can effectively audit your work, you must first adopt the right mindset.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. The Weight of Tradition&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;In many systems, the plough represents tradition. Some traditions are foundational — values, principles, and tested methods that still produce results. Others are inherited inefficiencies, outdated policies, or comfort-zone habits disguised as &lt;strong&gt;“the way we’ve always done it.”&lt;/strong&gt; If we don’t separate the useful from the obsolete, tradition becomes a weight rather than a guide.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. The Hidden Costs of Neglect&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Old ploughs may still work, but at what cost? In organisations, that “cost” could be slow processes, bloated bureaucracy, or employee burnout. In personal growth, it could be outdated skills, limiting beliefs, or unchallenged assumptions. Auditing means not just checking if something functions, but measuring whether it still serves its intended purpose efficiently and ethically.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. The Risk of Blind Modernisation&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Without a plough audit, modernisation often becomes cosmetic. Schools install smartboards but keep century-old teaching methods. Companies adopt AI tools but keep decision-making locked in hierarchical silos. Governments digitise forms but keep policies rooted in the past. The result? Modern tools are dragging old problems forward. It’s a sleek tractor pulling a rusty plough.&lt;/p&gt;

&lt;h2&gt;
  
  
  Performing Your Plough Audit: The 5-Step Toolkit
&lt;/h2&gt;

&lt;p&gt;With that mindset in place, you can now begin your hands-on audit. This is your practical toolkit to identify what to automate, what to elevate, and where to focus your energy for the future.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 1: List Your Daily Ploughs&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;List the tasks you perform daily or weekly that are repetitive, rules-based, or data-heavy. These are the “ploughable” tasks. Ask yourself:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What tasks do I dread?&lt;/li&gt;
&lt;li&gt;What part of my job feels like “busywork”?&lt;/li&gt;
&lt;li&gt;What am I doing the same way I did a year ago?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Step 2: Test for "Ploughability"&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Now, score each task based on its potential for automation:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Low Ploughability (Human-Required):&lt;/strong&gt; Tasks involving deep empathy, strategic judgment, or unstructured creativity.&lt;br&gt;
&lt;strong&gt;Medium Ploughability (Human-Assisted):&lt;/strong&gt; Tasks that can be made more efficient with AI but still require a human touch for oversight or refinement.&lt;br&gt;
&lt;strong&gt;High Ploughability (Automate Now):&lt;/strong&gt; Tasks that are repetitive and predictable are prime candidates for full automation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 3: Identify Your Human Edge&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;For every task you identified, there is a complementary “human edge”—a skill that becomes more valuable because the machine is handling the grunt work.&lt;/p&gt;

&lt;p&gt;For example:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;If you automate reports, your human edge is strategic decision-making.&lt;/li&gt;
&lt;li&gt;If AI drafts your copy, your human edge is your unique voice and narrative judgment.&lt;/li&gt;
&lt;li&gt;If you automate scheduling, your human edge is building deeper client relationships.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Step 4: Create Your Action Plan&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Turn your audit into a simple, three-part plan:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Automate:&lt;/strong&gt; Find a tool to handle the tasks in your “High Ploughability” category.&lt;br&gt;
&lt;strong&gt;2. Elevate:&lt;/strong&gt; For tasks in the “Medium Ploughability” zone, focus on the skills you need to become a great “machine collaborator.”&lt;br&gt;
&lt;strong&gt;3. Ditch:&lt;/strong&gt; With new efficiencies, some tasks are simply no longer necessary. Be bold and cut them.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 5: The First Micro-Move&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Don't let this audit become another unread to-do list. Take one small, concrete step by the end of this week:&lt;/li&gt;
&lt;li&gt;Try a new tool.&lt;/li&gt;
&lt;li&gt;Watch a 10-minute demo.&lt;/li&gt;
&lt;li&gt;Talk to a colleague who is already using a new tool.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Closing Thought
&lt;/h2&gt;

&lt;p&gt;The plough audit is not an act of criticism; it’s an act of stewardship. It’s about honouring the tools and methods that brought you here, while refusing to let them define your future. Only by knowing the state of your current plough can you truly prepare for mechanisation.&lt;/p&gt;

&lt;p&gt;Progress without inspection is planting in shallow soil — it may sprout, but it won’t last. Your first micro-move starts now: inspect, align, and only then, advance.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Next in the series: “Mechanised Learning”&lt;/strong&gt;— when the plough gives way to precision gears, what harvest will the mind yield?&lt;/p&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>education</category>
      <category>science</category>
    </item>
    <item>
      <title>Beyond the Plough: How to Thrive When AI Rewrites the Job</title>
      <dc:creator>Favour Daso</dc:creator>
      <pubDate>Thu, 04 Sep 2025 22:55:26 +0000</pubDate>
      <link>https://forem.com/black-ib/beyond-the-plough-how-to-thrive-when-ai-rewrites-the-job-3p33</link>
      <guid>https://forem.com/black-ib/beyond-the-plough-how-to-thrive-when-ai-rewrites-the-job-3p33</guid>
      <description>&lt;h2&gt;
  
  
  &lt;strong&gt;Introduction — Why You Should Care&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Picture this: it’s the late 1800s. A farmer stands at the edge of his field, watching a rattling new machine carve straight lines through the earth. Some call it &lt;em&gt;&lt;strong&gt;progress&lt;/strong&gt;&lt;/em&gt;. Others call it the &lt;em&gt;&lt;strong&gt;death of tradition&lt;/strong&gt;&lt;/em&gt;. Either way, the fields will never look the same.&lt;/p&gt;

&lt;p&gt;Today, the fields are &lt;em&gt;digital&lt;/em&gt;. The plough is no longer steel dragging through soil; &lt;em&gt;it’s algorithms, codes, and platforms&lt;/em&gt;. AI isn’t just changing how we work — it’s changing &lt;strong&gt;what we work on&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;This series is for students, early-career professionals, founders, and educators who are asking how to stay valuable as intelligent tools shift the nature of work. Grab a coffee, and let’s chat in my &lt;strong&gt;Mechanised Future series!&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Yesterday’s Plough — What Changed and Why It Matters
&lt;/h2&gt;

&lt;p&gt;When farming was mechanised, the shift was massive. Centuries-old manual skills were lost, and so was the rhythm of hand-tilling and jobs that had existed for generations. But something was gained: unprecedented productivity in crop yield by 200% since the early 60’s (according to FAO Statistics), the ability to farm larger areas and new roles in machine operation, maintenance, and supply chains.&lt;/p&gt;

&lt;p&gt;Some resisted. Others learned to operate, repair, and improve the new machines. Those who embraced the shift &lt;em&gt;didn’t just survive — they thrived&lt;/em&gt;. History’s whisper is clear: every tool that replaces old tasks also &lt;em&gt;creates new ones&lt;/em&gt; — but only for those who &lt;strong&gt;&lt;em&gt;prepare and adapt&lt;/em&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Today’s Plough Is Digital — From Soil to Software
&lt;/h2&gt;

&lt;p&gt;In 2025, the plough isn’t a farm tool. It’s an AI assistant that drafts your emails and reports,  freeing you for big ideas, like tractors saved farmers’ time. A banking model that approves loans in seconds, an adaptive platform that personalises lessons for every learner, like smart sprinklers for crops. These are not just tools; they are amplifiers of human potential, ready to enhance our capabilities and productivity.&lt;/p&gt;

&lt;p&gt;Automation is no longer about replacing muscle — &lt;strong&gt;it’s about replicating and amplifying thought&lt;/strong&gt;. A 2024 McKinsey report says it could add $13 trillion to the global economy by 2030.&lt;/p&gt;

&lt;p&gt;The trade-offs: innovative tools raise productivity and open new roles — but they also displace repetitive tasks, widen gaps for people without connectivity, and can encode bias. Beyond the economic costs, this shift also brings a new kind of pressure—&lt;strong&gt;the psychological strain&lt;/strong&gt; of feeling that your skills might become obsolete. The answer isn’t to freeze change; it’s to pair &lt;em&gt;adoption with reskilling, access, and ethical guardrails&lt;/em&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Around the World — Snapshots of the New Plough
&lt;/h2&gt;

&lt;p&gt;Education: Adaptive platforms, which are digital systems that adjust to the needs of individual students, support teachers with lesson planning and targeted practice.&lt;/p&gt;

&lt;p&gt;Healthcare: triage assistants route cases and flag anomalies for clinicians.&lt;/p&gt;

&lt;p&gt;Logistics: Vision systems optimise factories, like drones scout fields.&lt;br&gt;
Small retail: Inventory and pricing tools help shop owners manage their cash flow.&lt;/p&gt;

&lt;p&gt;Creative work: AI rough-draft copy and storyboards while humans refine the voice and narrative, and many more.&lt;/p&gt;

&lt;p&gt;The lesson? The plough may look different in each work environment, but the principle remains the same: the tool changes the terrain. And no matter where you are and what you do, the work of adaptation is a shared challenge and opportunity.&lt;/p&gt;

&lt;h2&gt;
  
  
  Closing — Don’t Just Follow the Furrow
&lt;/h2&gt;

&lt;p&gt;The plough didn’t end farming; it &lt;em&gt;expanded what one farmer could do&lt;/em&gt;. AI won’t end work; it will expand &lt;em&gt;what one person, one team, one classroom can achieve&lt;/em&gt; — if we learn where to stand and which tools to hold. Navigating this future will also require collective efforts from governments and companies to ensure fair access and ethical guidelines. This is not just about individual adaptation, but about shaping a future that benefits all.&lt;/p&gt;

&lt;p&gt;The plough will change. The only question is whether you’ll &lt;strong&gt;guide it&lt;/strong&gt; or watch it roll past.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Next in the series: “The Plough Audit”&lt;/strong&gt;—a deeper dive into how to identify your ploughable tasks and create your roadmap for a future-proof career.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>science</category>
      <category>education</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Mechanised Future</title>
      <dc:creator>Favour Daso</dc:creator>
      <pubDate>Tue, 02 Sep 2025 17:18:42 +0000</pubDate>
      <link>https://forem.com/black-ib/mechanised-future-5can</link>
      <guid>https://forem.com/black-ib/mechanised-future-5can</guid>
      <description>&lt;h2&gt;
  
  
  &lt;strong&gt;The Mechanised Future:&lt;/strong&gt; A 4-Part Journey
&lt;/h2&gt;

&lt;p&gt;Every significant shift begins with a tool. The plough didn’t just till soil—it rewired civilisation, feeding nations and freeing hands for new work. From iron-cutting soil to code-cutting time, the story of humanity is the story of tools reshaping purpose.&lt;/p&gt;

&lt;p&gt;Today, our “ploughs” are algorithms, automation, and AI. The question is no longer '&lt;em&gt;how fast can we work&lt;/em&gt;?'. But '&lt;em&gt;how wisely can we build&lt;/em&gt;?'&lt;br&gt;
This series follows that journey in the coming weeks:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Beyond the Plough&lt;/strong&gt; – the metaphor and the leap.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The Plough Audit&lt;/strong&gt; – what to keep, change, or discard.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Mechanised Learning&lt;/strong&gt; – how to skill up in the new landscape.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;From Plough to Prototype&lt;/strong&gt; – governance, equity, and the future we can design.&lt;/p&gt;

&lt;p&gt;It’s not just about machines—it’s about meaning. Let’s chat about the future together!&lt;/p&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>science</category>
      <category>education</category>
    </item>
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