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    <title>Decision-Making on Rafiul Alam</title>
    <link>https://alamrafiul.com/tags/decision-making/</link>
    <description>Recent content in Decision-Making on Rafiul Alam</description>
    <image>
      <title>Rafiul Alam</title>
      <url>https://alamrafiul.com/papermod-cover.png</url>
      <link>https://alamrafiul.com/papermod-cover.png</link>
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    <lastBuildDate>Mon, 16 Feb 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://alamrafiul.com/tags/decision-making/index.xml" rel="self" type="application/rss+xml" />
    <item>
      <title>How to Think: 10 Mental Models for Sharper Reasoning</title>
      <link>https://alamrafiul.com/blogs/how-to-think/</link>
      <pubDate>Mon, 16 Feb 2026 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/how-to-think/</guid>
      <description>&lt;p&gt;Most of education teaches you &lt;strong&gt;what&lt;/strong&gt; to think. Almost none of it teaches you &lt;strong&gt;how&lt;/strong&gt; to think.&lt;/p&gt;
&lt;p&gt;Yet the quality of your thinking determines the quality of your decisions, and your decisions determine the trajectory of your life.&lt;/p&gt;
&lt;p&gt;Here are 10 mental models that fundamentally change how you approach problems.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;1-first-principles-thinking&#34;&gt;1. First Principles Thinking&lt;/h2&gt;
&lt;p&gt;&lt;strong&gt;Strip away assumptions. Reason from fundamental truths.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Most people think by analogy: &amp;ldquo;This is like that, so I&amp;rsquo;ll do what others did.&amp;rdquo; First principles thinking asks: &amp;ldquo;What do I know to be absolutely true? What can I build from there?&amp;rdquo;&lt;/p&gt;</description>
    </item>
    
    <item>
      <title>Learning When to Use Which Skill: The Art of Contextual Judgment</title>
      <link>https://alamrafiul.com/blogs/learning-when-to-use-which-skill/</link>
      <pubDate>Tue, 09 Sep 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/learning-when-to-use-which-skill/</guid>
      <description>&lt;p&gt;I had just learned about microservices.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;They were amazing.&lt;/strong&gt; Scalable. Independent. Deployable separately. The future of architecture.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;So naturally, I rewrote my side project as microservices.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;The project:&lt;/strong&gt; A simple todo app. Maybe 100 users.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;What I built:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;7 separate services&lt;/li&gt;
&lt;li&gt;Docker containers for each&lt;/li&gt;
&lt;li&gt;Kubernetes for orchestration&lt;/li&gt;
&lt;li&gt;API gateway&lt;/li&gt;
&lt;li&gt;Service mesh&lt;/li&gt;
&lt;li&gt;Distributed logging&lt;/li&gt;
&lt;li&gt;Service discovery&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Time to build:&lt;/strong&gt; 3 weeks&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Time to build as a monolith:&lt;/strong&gt; 2 days&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;My manager saw it and laughed.&lt;/strong&gt;&lt;/p&gt;</description>
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    <item>
      <title>Amazon&#39;s 6-Pager: Why Jeff Bezos Banned PowerPoint</title>
      <link>https://alamrafiul.com/blogs/amazon-six-pager/</link>
      <pubDate>Sat, 15 Feb 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/amazon-six-pager/</guid>
      <description>&lt;p&gt;It&amp;rsquo;s 9 AM. You walk into a conference room at Amazon for a major product decision.&lt;/p&gt;
&lt;p&gt;No one is talking.&lt;/p&gt;
&lt;p&gt;Everyone is reading.&lt;/p&gt;
&lt;p&gt;For 20 minutes, the room is completely silent. Executives, directors, engineers-all reading the same six-page document.&lt;/p&gt;
&lt;p&gt;No PowerPoint deck. No bullet points. No presenter standing at the front of the room.&lt;/p&gt;
&lt;p&gt;Just &lt;strong&gt;reading&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;Then, after everyone finishes, the discussion begins.&lt;/p&gt;
&lt;p&gt;Welcome to Amazon&amp;rsquo;s most powerful cultural practice: &lt;strong&gt;the 6-pager&lt;/strong&gt;.&lt;/p&gt;</description>
    </item>
    
    <item>
      <title>Digital Hoarding: The Psychology of Never Deleting Emails, Files, or Code</title>
      <link>https://alamrafiul.com/blogs/digital-hoarding/</link>
      <pubDate>Mon, 03 Feb 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/digital-hoarding/</guid>
      <description>&lt;p&gt;You have 37,482 unread emails.&lt;/p&gt;
&lt;p&gt;14,000 photos on your phone (5,000 screenshots you&amp;rsquo;ll never look at again).&lt;/p&gt;
&lt;p&gt;A Downloads folder with 2,000 files dating back to 2014.&lt;/p&gt;
&lt;p&gt;42 browser tabs open right now.&lt;/p&gt;
&lt;p&gt;7 note-taking apps, each with hundreds of notes you&amp;rsquo;ll never revisit.&lt;/p&gt;
&lt;p&gt;You tell yourself: &amp;ldquo;I might need this someday.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;You never do.&lt;/p&gt;
&lt;p&gt;But you can&amp;rsquo;t delete it.&lt;/p&gt;
&lt;p&gt;Welcome to &lt;strong&gt;digital hoarding&lt;/strong&gt;-the modern epidemic of keeping everything and finding nothing.&lt;/p&gt;</description>
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    <item>
      <title>The Bay of Pigs: How Groupthink in Kennedy&#39;s White House Led to Disaster</title>
      <link>https://alamrafiul.com/blogs/bay-of-pigs/</link>
      <pubDate>Sat, 25 Jan 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/bay-of-pigs/</guid>
      <description>&lt;p&gt;In April 1961, just three months into his presidency, John F. Kennedy approved one of the most catastrophic military operations in U.S. history.&lt;/p&gt;
&lt;p&gt;1,400 Cuban exiles, trained and equipped by the CIA, would invade Cuba at the Bay of Pigs. They would spark a popular uprising, overthrow Fidel Castro, and install a democratic government.&lt;/p&gt;
&lt;p&gt;That was the plan.&lt;/p&gt;
&lt;p&gt;The reality? The invasion failed within 72 hours. Most of the brigade was killed or captured. No uprising occurred. The U.S. was humiliated internationally. Castro&amp;rsquo;s regime was strengthened, not weakened.&lt;/p&gt;</description>
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    <item>
      <title>Dominant Strategies: The Easy Way to Win Every Time</title>
      <link>https://alamrafiul.com/blogs/dominant-strategies-easy-way-win/</link>
      <pubDate>Wed, 22 Jan 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/dominant-strategies-easy-way-win/</guid>
      <description>&lt;p&gt;Imagine a game where one strategy is best no matter what your opponent does. You don&amp;rsquo;t need to predict their behavior, guess their intentions, or outthink them. You just pick the dominant strategy and you&amp;rsquo;re done.&lt;/p&gt;
&lt;p&gt;This is the simplest situation in game theory-and when you have a dominant strategy, your decision becomes trivial. Let&amp;rsquo;s understand this powerful concept.&lt;/p&gt;
&lt;h2 id=&#34;what-is-a-dominant-strategy&#34;&gt;What is a Dominant Strategy?&lt;/h2&gt;
&lt;p&gt;A dominant strategy is a strategy that gives you a better outcome than any other strategy, &lt;strong&gt;regardless of what your opponents do&lt;/strong&gt;.&lt;/p&gt;</description>
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    <item>
      <title>The Abilene Paradox: When Everyone Agrees to Something Nobody Wants</title>
      <link>https://alamrafiul.com/blogs/abilene-paradox/</link>
      <pubDate>Mon, 13 Jan 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/abilene-paradox/</guid>
      <description>&lt;p&gt;It&amp;rsquo;s a hot summer afternoon in Coleman, Texas. A family is relaxing on the porch, playing dominoes and enjoying the fan.&lt;/p&gt;
&lt;p&gt;The father-in-law says, &amp;ldquo;Let&amp;rsquo;s drive to Abilene for dinner.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;Nobody really wants to go. It&amp;rsquo;s 53 miles away in 104°F heat, in a car without air conditioning.&lt;/p&gt;
&lt;p&gt;But nobody speaks up.&lt;/p&gt;
&lt;p&gt;The wife says, &amp;ldquo;Sounds good to me.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;The husband, not wanting to disappoint, says, &amp;ldquo;Sure, I&amp;rsquo;m in.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;The mother-in-law agrees.&lt;/p&gt;</description>
    </item>
    
    <item>
      <title>The Challenger Disaster: How Groupthink Killed 7 Astronauts</title>
      <link>https://alamrafiul.com/blogs/challenger-disaster/</link>
      <pubDate>Tue, 07 Jan 2025 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/challenger-disaster/</guid>
      <description>&lt;p&gt;On January 28, 1986, millions of Americans watched the Space Shuttle Challenger lift off from Kennedy Space Center.&lt;/p&gt;
&lt;p&gt;Among the seven crew members was Christa McAuliffe, a high school teacher chosen to be the first civilian in space. Students across America watched live from their classrooms, excited to see their teacher reach the stars.&lt;/p&gt;
&lt;p&gt;Seventy-three seconds into the flight, Challenger exploded.&lt;/p&gt;
&lt;p&gt;All seven crew members died instantly. The nation was devastated.&lt;/p&gt;</description>
    </item>
    
    <item>
      <title>Apple&#39;s DRI: The Simple Rule That Eliminates Confusion and Drives Accountability</title>
      <link>https://alamrafiul.com/blogs/apple-dri/</link>
      <pubDate>Tue, 17 Dec 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/apple-dri/</guid>
      <description>&lt;p&gt;You&amp;rsquo;re in a meeting at Apple.&lt;/p&gt;
&lt;p&gt;The agenda has 12 items.&lt;/p&gt;
&lt;p&gt;Next to each item is a name.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;iOS notification improvements:&lt;/strong&gt; Sarah Chen&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Battery optimization:&lt;/strong&gt; Marcus Rodriguez&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;App Store review process:&lt;/strong&gt; Jennifer Wu&lt;/p&gt;
&lt;p&gt;That name isn&amp;rsquo;t the person who does all the work.&lt;/p&gt;
&lt;p&gt;It&amp;rsquo;s the person who is &lt;strong&gt;directly responsible&lt;/strong&gt; for that outcome.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;One person. Completely accountable.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Not a committee. Not a team. &lt;strong&gt;One person.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;If it succeeds, they get credit. If it fails, it&amp;rsquo;s on them.&lt;/p&gt;</description>
    </item>
    
    <item>
      <title>Psychology Short Collection: Hidden Systems - Esoteric Methods</title>
      <link>https://alamrafiul.com/blogs/psychology-short-collection-hidden-systems/</link>
      <pubDate>Wed, 06 Nov 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/psychology-short-collection-hidden-systems/</guid>
      <description>&lt;p&gt;Obscure methods and mental models that change how you think about thinking. Each one a tool most people never discover.&lt;/p&gt;
&lt;h2 id=&#34;the-zettelkasten-method&#34;&gt;The Zettelkasten Method&lt;/h2&gt;
&lt;p&gt;Note-taking system that builds a &amp;ldquo;second brain.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;The origin:&lt;/strong&gt;
German sociologist Niklas Luhmann used it to write:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;70 books&lt;/li&gt;
&lt;li&gt;400+ academic articles&lt;/li&gt;
&lt;li&gt;In 40 years&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;He said his productivity came from his Zettelkasten (slip-box).&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;How it works:&lt;/strong&gt;&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Fleeting notes:&lt;/strong&gt; Capture ideas immediately&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Literature notes:&lt;/strong&gt; Summarize what you read (in your own words)&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Permanent notes:&lt;/strong&gt; One idea per note, written clearly&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Link notes:&lt;/strong&gt; Connect related ideas&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Index:&lt;/strong&gt; Entry points to chains of thought&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;&lt;strong&gt;The magic:&lt;/strong&gt;
Your notes become a &lt;strong&gt;thinking partner&lt;/strong&gt;.&lt;/p&gt;</description>
    </item>
    
    <item>
      <title>Social Proof: Why We Follow the Crowd (Even When It&#39;s Wrong)</title>
      <link>https://alamrafiul.com/blogs/social-proof/</link>
      <pubDate>Mon, 21 Oct 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/social-proof/</guid>
      <description>&lt;p&gt;I once spent $299 on a course I never watched.&lt;/p&gt;
&lt;p&gt;Not because I needed it. Not because I researched it. Not because it fit my learning style.&lt;/p&gt;
&lt;p&gt;I bought it because I saw &amp;ldquo;47,329 students enrolled.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;My brain did the math: &amp;ldquo;47,000 people can&amp;rsquo;t be wrong. This must be good.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Spoiler:&lt;/strong&gt; It wasn&amp;rsquo;t good. For me, anyway. The content was basic, the pacing was wrong, and I could&amp;rsquo;ve learned the same material for free.&lt;/p&gt;</description>
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    <item>
      <title>The Ikea Effect: Why We Overvalue Things We Build</title>
      <link>https://alamrafiul.com/blogs/ikea-effect/</link>
      <pubDate>Mon, 16 Sep 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/ikea-effect/</guid>
      <description>&lt;p&gt;I once spent three weeks building a custom CSS framework.&lt;/p&gt;
&lt;p&gt;It had exactly the features I wanted. Perfect naming conventions. Elegant utility classes. Beautiful documentation.&lt;/p&gt;
&lt;p&gt;I showed it to my team. They said, &amp;ldquo;Why not just use Tailwind?&amp;rdquo;&lt;/p&gt;
&lt;p&gt;My response? &amp;ldquo;Because mine is better.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;Was it actually better? No. Objectively, Tailwind had:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;More features&lt;/li&gt;
&lt;li&gt;Better documentation&lt;/li&gt;
&lt;li&gt;Larger community&lt;/li&gt;
&lt;li&gt;More battle-testing&lt;/li&gt;
&lt;li&gt;Active maintenance&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;But I couldn&amp;rsquo;t see that. All I could see was MY framework, MY design decisions, MY time invested.&lt;/p&gt;</description>
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    <item>
      <title>Free Will: A Psychological Illusion? (What Neuroscience and Psychology Really Tell Us)</title>
      <link>https://alamrafiul.com/blogs/free-will-psychological-illusion/</link>
      <pubDate>Fri, 28 Jun 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/free-will-psychological-illusion/</guid>
      <description>&lt;p&gt;At 3:47 PM on a Tuesday, I decided to quit my job and start a company.&lt;/p&gt;
&lt;p&gt;Or did I?&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Maybe the decision was already made&lt;/strong&gt; by unconscious neural processes seconds before I became aware of it.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Maybe&lt;/strong&gt; my genes, my upbringing, my brain chemistry, and the exact configuration of neurons firing that afternoon &lt;strong&gt;determined&lt;/strong&gt; that choice, and the feeling of choosing was just a story my brain told itself afterward.&lt;/p&gt;</description>
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    <item>
      <title>Loss Aversion: Why We Fear Losing More Than We Enjoy Winning</title>
      <link>https://alamrafiul.com/blogs/loss-aversion/</link>
      <pubDate>Mon, 27 May 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/loss-aversion/</guid>
      <description>&lt;p&gt;I once turned down a $40,000 freelance contract because I was afraid of losing my $80,000 salary.&lt;/p&gt;
&lt;p&gt;The math was simple: take the contract, it would take 3 months, that&amp;rsquo;s $160k annualized. Way better than my salary.&lt;/p&gt;
&lt;p&gt;But my brain didn&amp;rsquo;t see &amp;ldquo;$160k potential.&amp;rdquo; It saw &amp;ldquo;giving up the guaranteed $80k.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;The fear of losing my steady paycheck was stronger than the excitement of potentially making more.&lt;/p&gt;
&lt;p&gt;I said no. The person who took the gig finished it in 2 months, got referred to three more clients, and now runs a six-figure freelance business.&lt;/p&gt;</description>
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    <item>
      <title>Groupthink: How Smart Teams Make Dumb Decisions</title>
      <link>https://alamrafiul.com/blogs/groupthink/</link>
      <pubDate>Mon, 15 Apr 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/groupthink/</guid>
      <description>&lt;p&gt;We were going to launch the feature on Tuesday.&lt;/p&gt;
&lt;p&gt;Everyone on the team knew it wasn&amp;rsquo;t ready. The code was buggy. The UX was confusing. We hadn&amp;rsquo;t tested the edge cases. One of our engineers literally said in standup, &amp;ldquo;I&amp;rsquo;m not sure this is going to work well,&amp;rdquo; but immediately followed it with, &amp;ldquo;but I guess everyone else thinks it&amp;rsquo;s fine.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;The PM wanted to hit the deadline. The CEO was excited about the demo. The team had momentum. So we all nodded along.&lt;/p&gt;</description>
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    <item>
      <title>The Paradox of Choice: Why More Options Make Us Miserable</title>
      <link>https://alamrafiul.com/blogs/paradox-of-choice/</link>
      <pubDate>Mon, 18 Mar 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/paradox-of-choice/</guid>
      <description>&lt;p&gt;I once spent three hours researching React state management libraries.&lt;/p&gt;
&lt;p&gt;Redux. MobX. Zustand. Jotai. Recoil. XState. Valtio. Context API. useState. useReducer.&lt;/p&gt;
&lt;p&gt;Each had passionate advocates. Detailed comparisons. Migration guides. Benchmark tests.&lt;/p&gt;
&lt;p&gt;By hour three, I was paralyzed. Which one was &amp;ldquo;right&amp;rdquo;? What if I chose wrong? What if I regretted it?&lt;/p&gt;
&lt;p&gt;I started with a simple problem: &amp;ldquo;I need to manage state in my app.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;I ended with decision fatigue, imposter syndrome, and zero lines of code written.&lt;/p&gt;</description>
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    <item>
      <title>Sunk Cost Fallacy: Why We Can&#39;t Let Go of Bad Investments</title>
      <link>https://alamrafiul.com/blogs/sunk-cost-fallacy/</link>
      <pubDate>Mon, 12 Feb 2024 00:00:00 +0000</pubDate>
      
      <guid>https://alamrafiul.com/blogs/sunk-cost-fallacy/</guid>
      <description>&lt;p&gt;I spent six months building a SaaS product that nobody wanted.&lt;/p&gt;
&lt;p&gt;The code was beautiful. The architecture was solid. I&amp;rsquo;d invested countless nights and weekends. I&amp;rsquo;d turned down freelance work to focus on it. I&amp;rsquo;d told everyone it was going to be &amp;ldquo;the one.&amp;rdquo;&lt;/p&gt;
&lt;p&gt;And the market response was&amp;hellip; crickets.&lt;/p&gt;
&lt;p&gt;Any rational person would&amp;rsquo;ve shut it down and moved on.&lt;/p&gt;
&lt;p&gt;Instead, I spent another six months trying to &amp;ldquo;make it work.&amp;rdquo; I pivoted. I added features. I changed the pricing. I rewrote the landing page seventeen times.&lt;/p&gt;</description>
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