<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Rationally Irrational]]></title><description><![CDATA[human nature, incentives]]></description><link>https://www.rationally-irrational.com</link><image><url>https://substackcdn.com/image/fetch/$s_!gEZ1!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F43a19d0b-8427-4fb9-8ebe-c030f9fd42d6_354x354.png</url><title>Rationally Irrational</title><link>https://www.rationally-irrational.com</link></image><generator>Substack</generator><lastBuildDate>Fri, 04 Sep 2026 11:55:42 GMT</lastBuildDate><atom:link href="https://www.rationally-irrational.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Harneet Kaur]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[rationallyirrational1@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[rationallyirrational1@substack.com]]></itunes:email><itunes:name><![CDATA[Harneet Kaur]]></itunes:name></itunes:owner><itunes:author><![CDATA[Harneet Kaur]]></itunes:author><googleplay:owner><![CDATA[rationallyirrational1@substack.com]]></googleplay:owner><googleplay:email><![CDATA[rationallyirrational1@substack.com]]></googleplay:email><googleplay:author><![CDATA[Harneet Kaur]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Broken Spirit: Too Many Saviors, No Salvation]]></title><description><![CDATA[The Airline Everyone Drove Into the Ground]]></description><link>https://www.rationally-irrational.com/p/broken-spirit-too-many-saviors-no</link><guid isPermaLink="false">https://www.rationally-irrational.com/p/broken-spirit-too-many-saviors-no</guid><dc:creator><![CDATA[Harneet Kaur]]></dc:creator><pubDate>Fri, 24 Jul 2026 20:35:02 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!dQwQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>One failed merger, two failed bankruptcies, and a 3 a.m. liquidation. Spirit Airlines is a case study on how rational decisions made by rational actors every step of the way can still lead to a value destructive outcome as a whole.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!dQwQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!dQwQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 424w, https://substackcdn.com/image/fetch/$s_!dQwQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 848w, https://substackcdn.com/image/fetch/$s_!dQwQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 1272w, https://substackcdn.com/image/fetch/$s_!dQwQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!dQwQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png" width="940" height="511" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b419a31c-519b-4653-a0c5-922c9a43020d_940x511.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:511,&quot;width&quot;:940,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:600954,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.rationally-irrational.com/i/208380640?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4dbd6294-f0f9-4bdf-b567-54eaf52b0931_940x511.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!dQwQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 424w, https://substackcdn.com/image/fetch/$s_!dQwQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 848w, https://substackcdn.com/image/fetch/$s_!dQwQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 1272w, https://substackcdn.com/image/fetch/$s_!dQwQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb419a31c-519b-4653-a0c5-922c9a43020d_940x511.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Most U.S. businesses facing structural decline have many ways to address it: financial engineering, restructuring, or M&amp;A. Spirit had all three. JetBlue offered to buy the company in 2022. Sophisticated lenders provided the airline creative leverage. Spirit took advantage of the bankruptcy system not once but twice. Every option was used yet none of them worked.</p><p>That said, every entity behaved rationally. The DOJ rationally blocked the JetBlue merger. The bondholders rationally extended credit. Management rationally pursued bankruptcy filings. Each decision was defensible in isolation. Together they produced 17,000 lost jobs, a wiped-out equity stack, and noteholders fighting for cents on the dollar. More importantly, it led to customers likely facing much higher fares.</p><p>Spirit is a story of what happens when everyone wants to &#8220;preserve optionality&#8221; but no one wants to &#8220;own&#8221; the outcome. </p><p><strong>The Beginning of the End: Spirit Lost Its Competitive Advantage</strong></p><p>In the summer of 2014, I was an equity research intern at Goldman Sachs covering U.S. airlines. The consensus on the street was that <em>this time was different</em>. After emergence from bankruptcy and several mergers, four airlines now controlled roughly 80% of domestic capacity (United Continental, Delta Northwest, and US Airways American).  </p><p>Separately, airlines had started pursuing alternate paths to maximize margins. They had started unbundling fares (i.e. charging separately for bags, seats, and snacks), which led led to improving margins.</p><p>Unfortunately, this was also the start of the end for Spirit.  Spirit had pioneered &#8220;unbundling&#8221; and the ultra-low-cost model. Spirit&#8217;s entire competitive advantage was dependent on a unit-cost gap vs. the larger carriers. However, now the top 4 had emerged from bankruptcies with lower cost structures and a willingness to compete aggressively on fares.</p><p>Delta launched basic economy in 2012 while American and United rolled out their versions in 2017. Spirit passengers could now get the perks of the big carriers (frequent flyer miles, lounge access, global network) at Spirit prices. Combined with bad customer service and the lowest rating on on-time arrivals, <strong>it was no surprise Sprit began to lose market market share.</strong></p><p><strong>Creative Leverage Was a Band-Aid Not a Solution</strong></p><p>Spirit hired new management in 2016 to improve brand image and while it helped for a while, it didn&#8217;t structurally fix Spirit&#8217;s problems. Then covid happened in 2019-20. In order to support cash challenges, Spirit, along with several peers, took advantage of a creative new leverage instrument: the loyalty bond. This bond was secured by the loyalty miles of the airline.</p><p>Spirit raised a combined $1.1B in debt collateralized by their loyalty miles. In 2022, the loyalty program and brand IP was valued at~$4.2B &#8212; multiples of the secured debt and larger than Spirit&#8217;s entire market cap. Bondholders thought they were massively over-collateralized. Spirit thought it had &#8220;unlocked&#8221; hidden balance sheet value. Unfortunately, they missed the elephant in the room - the $4.2B was a going-concern number. That meant the business had to stay alive for it to be worth anything.</p><p><em><strong>Value of Airline Loyalty Miles</strong></em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!c5Ou!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!c5Ou!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 424w, https://substackcdn.com/image/fetch/$s_!c5Ou!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 848w, https://substackcdn.com/image/fetch/$s_!c5Ou!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 1272w, https://substackcdn.com/image/fetch/$s_!c5Ou!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!c5Ou!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png" width="1108" height="574" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bb7b3664-640b-407d-8561-e9aa159601de_1108x574.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:574,&quot;width&quot;:1108,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:138932,&quot;alt&quot;:&quot;Airline Loyalty Program Economics &amp; Enterprise Value&quot;,&quot;title&quot;:&quot;Airline Loyalty Program Economics &amp; Enterprise Value&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Airline Loyalty Program Economics &amp; Enterprise Value" title="Airline Loyalty Program Economics &amp; Enterprise Value" srcset="https://substackcdn.com/image/fetch/$s_!c5Ou!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 424w, https://substackcdn.com/image/fetch/$s_!c5Ou!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 848w, https://substackcdn.com/image/fetch/$s_!c5Ou!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 1272w, https://substackcdn.com/image/fetch/$s_!c5Ou!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb7b3664-640b-407d-8561-e9aa159601de_1108x574.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Every party acted rationally. Management took the cheapest available capital during a liquidity crisis. Bondholders lent against a 4x-covered senior position. None of it was wrong at the time. The mistake was that the entire structure assumed Spirit would remain a going concern. <strong>It solved the immediate liquidity problem while completely ignoring the strategic challenges Spirit continued to face.</strong></p><p><strong>The Merger That Could Have Saved Everything</strong></p><p>Spirit continues to lose market share to the top 4. The next market opportunity to save Spirit came from M&amp;A. In 2024, JetBlue offered to buy the airline for $33.50/share or $3.8 Billion. Strategically, it made sense. JetBlue and Spirit were both low cost carriers competing against the big 4 that were increasingly encroaching on their territory.</p><p>Unfortunately, the DOJ blocked the proposed acquisition citing market competition reasons and it was held up in court in January 2024. They said Spirit was a &#8220;disruptive maverick&#8221; whose presence on a route lowered fares, sometimes by 17% or more. ~30 million passengers flew on overlapping JetBlue/Spirit routes so a JetBlue/Spirit merger would lead to worse outcomes for consumers on specific city pairs. </p><p>JetBlue tried bringing up the failing firm defense arguing Spirit would exit the market without the merger. The DOJ didn&#8217;t buy it but they should have. Less than 2 years later, Spirit filed for chapter 11 and less than 4 years later it liquidated. </p><blockquote><p><strong>At the time, the DOJ was protecting consumers from a 5-10% fare increase on overlapping routes. In reality, they got a 100% fare increase as well as a route map with no competitor.</strong></p></blockquote><p>While the DOJ was not necessarily wrong for citing anti-competitive concerns, it focused on a narrow case of city-pairs while ignoring the broader market concerns. Spirit and JetBlue were both losing share to the big 4 and needed to consolidate if they wanted to compete effectively. The DOJ missed the big picture.</p><p><strong>The Bankruptcies That Didn&#8217;t Fix Anything</strong></p><p>The next market solution came in late 2024. Spirit filed for Chapter 11 bankruptcy in November 2024 to restructure their balance sheet and reduce costs.  Spirit came to the Southern District Court of NY with an agreement between a majority of the debtors of the company. Effectively, the bondholders, which included Citadel, PIMCO and AllianceBernstein, took control of the company and put in $350M new money equity.</p><p>Unfortunately, deleveraging could not fix the core problems with the business which were operational and structural in nature. The business&#8217;s fundamental business continued to be challenged. They further had fleet issues with Pratt &amp; Whitney partially grounding their fleet. Then, AerCap, a large aircraft lessor, terminated their leases in Mid July. They filed for bankruptcy again in August 2025. </p><p>The second bankruptcy was even more painful. The bondholder new money equity from just a few months ago was massively impaired (or wiped out). In October 2025, Spirit announced an aggressive cost-cutting plan. Unfortunately, then the Iran war started which massively increased fuel prices. On May 2, 2026, Spirit went into liquidation.</p><p>In the end, bankruptcies are not supposed to just &#8220;buy time.&#8221; They create opportunities to address key challenges, reduce costs, and either sell or turn around the business if it is structurally challenged. <strong>In this case, the bankruptcies did not address the structural challenges in the business, instead focusing on cost cutting.</strong></p><p> Fuel price shocks are not exactly new to the airline industry. They happen once every five years. Airlines are ultimately driven by macro and geopolitics. The bankruptcies  did not prepare the airline for what are common &#8220;tail risk&#8221; events for anyone that has looked at airlines - oil price shocks or macro demand challenges.</p><p><strong>Is Anyone Solving For the Business?</strong></p><p>The reality is every stakeholder was solving for some part of the business. Regulators solved for competition, creditors protected recoveries, management protected liquidity, and advisors protected the process. However, the ultimate outcome was one that everyone was trying to avoid. The challenge and lesson of Spirit is something that&#8217;s relevant for distressed broadly &#8212; <strong>everyone is solving for intermediate outcomes, but who is solving for the business as a whole?</strong></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.rationally-irrational.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Rationally Irrational! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[The Human Edge]]></title><description><![CDATA[What Happens When IQ Becomes a Commodity?]]></description><link>https://www.rationally-irrational.com/p/is-intelligence-really-the-point</link><guid isPermaLink="false">https://www.rationally-irrational.com/p/is-intelligence-really-the-point</guid><dc:creator><![CDATA[Harneet Kaur]]></dc:creator><pubDate>Sun, 08 Feb 2026 20:07:03 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/d71ec0be-b00a-4a53-8621-41a905d370a5_1024x1024.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>There is a question I&#8217;ve seen a lot of people existentially struggling with in the age of AI - where do humans retain an edge when AI can do so much?</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2Zk5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2Zk5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 424w, https://substackcdn.com/image/fetch/$s_!2Zk5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 848w, https://substackcdn.com/image/fetch/$s_!2Zk5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 1272w, https://substackcdn.com/image/fetch/$s_!2Zk5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!2Zk5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png" width="1024" height="669" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:669,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1340307,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.rationally-irrational.com/i/184916881?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf505af2-0ad8-4eb9-853d-dd7029c02164_1024x1024.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!2Zk5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 424w, https://substackcdn.com/image/fetch/$s_!2Zk5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 848w, https://substackcdn.com/image/fetch/$s_!2Zk5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 1272w, https://substackcdn.com/image/fetch/$s_!2Zk5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9eef6df9-7f36-4faf-b302-9d53d542ec72_1024x669.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>To really answer this question we have to get away from the narrow lens of the past half century-to-century and approach this from a historical lens. What was the last &#8220;big edge&#8221; that humans had that a new technology took away? And how did it play out? Who were the winners and losers? And how can this frame the impact of AI over the next century.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.rationally-irrational.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading rationally irrational! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>The first thing that I can think of is labor. </p><p><strong>The steam engine replaces labor as an &#8220;edge&#8221;</strong></p><p>Pre industrial revolution, human labor was what drove society forward. The human wonders of the world - from the pyramids of Egypt to the Taj Mahal - were built on physical labor. While the steam engine in the 18th century was a step change in productivity and what &#8220;human labor&#8221; meant, it wasn&#8217;t an elimination of labor entirely. </p><p>However, in the 20th century, with the invention of the internet, the mind became the new &#8220;workhorse.&#8221; Calculators, then excel, automated calculation. Smartphones and computers become productivity multipliers. Google took knowledge and placed it at everyone&#8217;s fingertips.</p><p>&#8220;The steam engine replaced muscle.&#8221;</p><p>Both these revolutions materially impacted society and what was considered the human &#8220;edge.&#8221; Whereas pure physical strength was relevant and valued pre-industrial revolution, post industrial revolution human labor was no longer the singular constraint. Humans could leverage skills and machines.</p><p>This further led to changes in how humans operated and organized. We created governments, corporations, and legal systems. This needed lawyers, accountants, engineers i.e. knowledge work. With the internet, physical skills became even less important and the &#8220;edge&#8221; pivoted even further to intellect.</p><p><strong>AI replaces the current &#8220;form&#8221; of intelligence</strong></p><p>Over the last decade, we have seen a new revolutionary technology - artificial intelligence. AI began as machine learning - spell checkers, search algorithms (i.e. Google), GPS. Now you have LLMs that can <em>think</em>, analyze, write, compose art and music. And slowly, we are seeing LLMs move deeper and replacing more.</p><p>Tech and venture leaders alike are warning that knowledge-work is in for a rude awakening. Anthropic co-founder Dario Amodei forewarned in an essay that LLMs could take over ~50% of starting-level white collar work over the next several years.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a></p><p>There are, I believe, two ways to think about AI. The first is that it is the next stage of humans leveraging machines to improve productivity and scale. The second is that it is &#8220;replacing&#8221; the current form of intellect as the human edge. The honest answer is that it is probably a bit of both. I don&#8217;t believe the two views are mutually exclusive.</p><p><strong>AI will not replace &#8220;humans&#8221;</strong></p><p>There&#8217;s a debate on the &#8220;extent&#8221; of AI and the big concept of &#8220;AGI&#8221; i.e. a &#8220;super human&#8221; intelligence. However, this is a moving goalpost and many would argue we are already there. In many domains today, AI easily passes the &#8220;turing test.&#8221; Many people struggle to detect AI writing, art, music. There are rumors that AI code is a meaningful percentage of code today.</p><p>In fact, AI far surpasses &#8220;individual&#8221; human intelligence in many domains if we define intelligence as pure knowledge, thinking, or analytical ability. While a trained cardiologist may have a better understanding of the heart than an LLM, an LLM has a better understanding of the heart than the average person that is not a cardiologist.</p><p>AI further surpasses many humans in terms of writing capability, creative ability, and even emotional awareness and empathy &#8212; or at least the show of it. <strong>That said, to</strong> <strong>define an LLM as &#8220;human&#8221; is both under-rating its capabilities and over-rating them</strong>. Andrej Karpathy has called LLMs &#8220;ghosts&#8221; or a different species which I believe is the most accurate definition I&#8217;ve heard.</p><p><strong>What LLMs can do (honestly)</strong></p><p>We must ask ourselves - what is it that an LLM <em><strong>cannot</strong></em> do. And in that question, I believe we may find the &#8220;edge&#8221; we are searching for. First, though, we can take out the things it <em><strong>can</strong></em> do. And the roles that are &#8220;at risk.&#8221; This includes:</p><ul><li><p><em><strong>Repetitive knowledge work</strong></em>: medical coding, service/call centers</p></li><li><p><em><strong>Knowledge-based advice</strong></em>: therapy, medical advice, legal advice, accounting</p></li><li><p><em><strong>Analysis</strong></em>: entry/mid-level white collar jobs in finance, law, engineering, academia, marketing</p></li><li><p><em><strong>Writing</strong></em>: journalism, blogging, coding, author</p></li><li><p><em><strong>Creating</strong></em>: artist, poet, writer, creator, marketing, actor, producer</p></li></ul><p>Now, the next stage of this is understanding the &#8220;level&#8221; at which AI can &#8220;aid&#8221; vs. &#8220;replace.&#8221; This is, I believe, harder to really assess given the pace of change of the technology and the lack of consistency across roles and expectations. For example, one could argue that the mediocre writer will be replaced but a great writer will never be replaced.</p><p>However, one could also argue that there will be a new &#8220;kind&#8221; of writer, one who has great ideas but lack of ability / language barriers held them back from getting their ideas across effectively. One could even imagine society facing  back-lash on AI writing and reverting to preferring people that write &#8220;normally&#8221; and imperfectly vs. what could be considered &#8220;ai slop.&#8221;</p><p>Human preference and culture is so hard to predict but I go back to my initial point - that some of writing - and writers - will likely be replaced and the writing that remains will likely have an ability to leverage LLMs to improve quality, productivity, scale. Will they be the same writers of today is harder to say.</p><p><strong>What LLMs cannot do (honestly)</strong></p><p>Now on to the important question, if these are all things that LLMs can do, at some level, what is it that an LLM cannot do? </p><ul><li><p><em><strong>Experience things</strong></em> - human reinforcement learning is an attempt to &#8220;teach&#8221; LLMs from experience but it is not true &#8220;experience&#8221;</p></li><li><p><em><strong>Human contact</strong></em> - LLMs cannot touch, feel, taste</p></li><li><p><em><strong>Agency - </strong></em>LLMs, as of yet, do not have agency unless given it explicitly. You cannot &#8220;trust&#8221; an LLM</p></li><li><p><em><strong>Taste - </strong></em>I think of Anu Atluru&#8217;s essay on &#8220;taste.&#8221; In a world where knowledge becomes commoditized, &#8220;taste&#8221; and preference becomes the real edge</p></li><li><p><em><strong>Morality and ethics</strong></em> - for all you can &#8220;train&#8221; an LLM on morals and ethics, it is hard to convince ourselves that an LLM can be intrinsically moral or ethical.</p></li><li><p><em><strong>Existential</strong></em> - an LLM is not human and cannot die. Nor can it be alive.</p></li></ul><p><strong>I believe that we as a society have spent a lot of the last century over-indexing on pure verbal-analytical IQ.</strong> From standardized testing as prerequisites to institutions of higher learning to higher paying jobs given to people with the best GPA. From math Olympiad to chess championships, one type of intelligence has been our metric for reward. </p><p>However, there are a lot of types of intelligence. As one type of IQ becomes commodified, and creative work becomes less differentiated, these different types of intelligence - the ones that remain strictly human - may become more highly valued. Now, how do you value &#8220;existential&#8221; intelligence is a different thing.</p><p><strong>Work is an economic concept not reliant on a single edge</strong></p><p>Ultimately, we forget that when we fear AI is taking over the human edge, what we&#8217;re talking about is human &#8220;value.&#8221; The only reason knowledge-work has been valuable so far is because we have given it value. </p><p>It is a little odd to think of work and productivity as reliant on &#8220;knowledge&#8221; or &#8220;creativity.&#8221; We once had a society that relied almost exclusively on physical labor. The origin of work was never &#8220;knowledge&#8221; but rather a payment of goods from one party to another to get what needs to be done. </p><p>Work is simply a function of how we&#8217;ve organized society where economics are shared. As we cycle away from &#8220;knowledge&#8221; as an edge, the other IQ edges will become &#8220;work.&#8221; I don&#8217;t think AI will necessarily impact that &#8220;work&#8221; exists but rather what will be considered profitable or less profitable kinds of work. </p><p>I would think that the work that has become less profitable with the entrance of the industrial revolution or the internet, will revert to becoming more profitable - deep thinking, meaning-making, and somatic intelligence.</p><p>Perhaps philosophy will become highly valued again.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.rationally-irrational.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading rationally irrational! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p>https://www.darioamodei.com/essay/the-adolescence-of-technology</p></div></div>]]></content:encoded></item><item><title><![CDATA[Incentives & Tech]]></title><description><![CDATA[How Human Behavior Drive Innovation and Progress]]></description><link>https://www.rationally-irrational.com/p/humans-vs-machines</link><guid isPermaLink="false">https://www.rationally-irrational.com/p/humans-vs-machines</guid><dc:creator><![CDATA[Harneet Kaur]]></dc:creator><pubDate>Thu, 30 Oct 2025 00:09:35 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/431b5d95-44ac-4f92-aca3-6d4fba688a3b_1075x568.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7eiv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7eiv!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7eiv!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7eiv!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7eiv!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7eiv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg" width="1075" height="568" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:568,&quot;width&quot;:1075,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:99583,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.rationally-irrational.com/i/167609111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4bb65a83-7400-42af-bf5d-6cc5d9edff88_1075x568.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7eiv!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7eiv!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7eiv!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7eiv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff38d7653-41e7-41e8-8f2c-1810025c378e_1075x568.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>A lot has been written about humans vs. machines. Artificial intelligence has made the distinction less clear and at the same time, more important to understand. People often forget that AI, despite its eerily human capability, remains a technology. And technology is a type of human innovation. And all human innovations typically follow the same basic tenets:<strong> they will survive as long it is evolutionarily beneficial to enough humans.</strong></p><p><strong>Technology is a tool created by humans</strong></p><p>We sometimes think of technology as &#8220;outside of the natural.&#8221; Machines, computers, and tech are otherworldly, mechanistic algorithms that do complicated tasks. However, at its most basic, technology is simply a tool created by humans. The definition of technology is &#8220;the application of scientific knowledge for practical purposes, often involving tools, machines, and systems.&#8221; </p><p>The history of technology in this sense goes beyond computers and machines. The first technology was the wheel. Airplanes, trains, and the steam engine all represented leaps forward for scientific application. Phones, telecom lines, and antibiotics were necessary precursors to the technological innovations of today.</p><p><strong>Technology is a form of innovation</strong></p><p>Over time, technology has also become synonymous with innovation. Innovation, while often enabled by new tools or technologies, goes beyond just technology and represents a new way of  looking at or doing things. Innovation is not limited to things but also includes institutions i.e. governments or financial institutions. </p><p>The pyramids of Giza or the New York skyline were all forms of human innovation. EDM or impressionist art were innovations. Innovations additionally include concepts such as capitalism, communism, and democracy. They include the concepts of money, foreign exchange, and inflation. Innovations represent a key driver of productivity, growth, and improvement in life.</p><p>Over the last few years, however, technology or machines <em><strong>have</strong></em> been the guiding innovations driving society forward. From the internet to the mobile phone to self-driving cars, technology has enabled structural changes in how we work, eat, live, and pray. Artificial intelligence appears to be one of these generational innovations.</p><p><strong>Innovation exists within the human context not outside of it</strong></p><blockquote><p>However, it is important to remind ourselves that <strong>innovations are typically created for a reason or purpose. They do not come out of thin air but often after years, decades, generations of work and resources.</strong> The rocket was created because humans wanted to conquer space. The moon landing was achieved to show national domination. Capitalism was formed to create prosperity.</p></blockquote><p>That said, not every innovation is intentional and the results of innovation are not often known beforehand. Penicillin was invented accidentally and went on to become one of the core drugs to save millions of lives. The atomic bomb / nuclear weapon was created to end World War II and has become a symbol of peace and deterrence. </p><blockquote><p>&#8220;Almost no prerequisite to any major invention was invented with that invention in mind.&#8221;  ~ Kenneth O. Stanley, <em>Why Greatness Cannot Be Planned: The Myth of the Objective</em></p></blockquote><p><strong>The human context of artificial intelligence</strong></p><p>To understand AI we must understand why and how it was created. AI&#8217;s origin story is complex with early connections to the tech giant Google, leading academics in Stanford, and promising entrepreneurs at YCombinator. The initial goal of OpenAI was to keep AI - or AGI - out of the hands of corporate giants like Google.</p><p>That said, the success of OpenAI and chatGPT in November 2022 was a surprise, even to the company itself. No one could have predicted the virality and adoption of AI. No one could have predicted that LLMs would spark billions of dollars of investment to build out infrastructure, compute, and applications of AI.</p><p>Fast forward to today, OpenAI is far from the only company competing in the AI race. From the large tech companies to new start ups to existing businesses, there is a rush to implement AI. The term AI has gone from the world of academics to every day use. We&#8217;ve also started to hear a lot of heavy debate from policy to ethics on whether AI is good or bad for society, which often happens when a new technology seems powerful. </p><p><strong>Innovation is not inherently good or evil</strong></p><p>There are a couple extremist views on technology and innovation. On one hand, there is the techno-optimist view: the world&#8217;s hardest problems from biological breakthroughs to climate change will be solved with technology. On the other hand, there is the techno-pessimist view:<strong> </strong>technology is bad. Change will inevitably lead to negative impact over time. Humans are better off without new innovation. </p><blockquote><p>The reality is, innovation is not inherently good or evil. Innovation happens usually for a couple reasons: 1) it will help those who create it or 2) the people that create it believe it will help other people / humanity. <strong>Even if created with good intentions, few innovations remain in the world of positive for long.</strong></p></blockquote><p>Sam Altman has said publicly that the ultimate goal of AGI is to solve the world&#8217;s hardest problems and cure disease. However, OpenAI&#8217;s initial creation was a consumer chatbot used by millions of people around the world. Alongside the positive benefits, we&#8217;ve already been to see some of the negative effects of chatGPT.</p><p>From chatGPT psychosis to copyright infringement, chatGPT has created a whole new world of ethics and consumer protections that likely need to be addressed. On the  other side, doomers of AI continue to cite deep fears of artificial intelligence going rogue and destroying humanity. This is seen in sci fi movies like Origin or Robots.</p><p>In our excitement, we often forget that technology adoption is driven by emotion as much as it is by logic.</p><p><strong>Fear and greed drive innovation as much as logic and thinking.</strong></p><p>Every time a novel technological innovation happens, there is a tendency to follow the same cycle: 1) denial, 2) fear, 3) acceptance, 4) greed, and 5) over-reliance. <strong>Technology cycles are not dissimilar to market cycles in that human emotions play a larger role than people think.</strong></p><p>Greed, and fear of missing out, often drive the greatest early investments into new technological innovation. While innovations often start off idealistic, a capitalist system does not support an innovation that does not make money or establish power. The success of the biggest tech giants today, Google and Meta, was directly tied to their ability to monetize a large distribution base with ads. </p><blockquote><p><strong>When it comes to AI, it&#8217;s not a battle of man vs. machines, but rather man vs. man.</strong> While many ask, will machines destroy us? The better question to ask is whether there is an incentive for certain humans to create a machine that will create more harm for humanity than good? If so, can it be monetized? </p></blockquote><p><strong>Morality doesn&#8217;t win, survival does</strong></p><p>Humans create these things then worry whether the things they created were for good or for evil. Morality doesn&#8217;t necessarily win in the end but survival does.</p><p>Communism - and the soviet union - broke because it did not make economic sense for most humans. Dictatorships like Iran or South Korea survive because enough power in the strong and enough economic growth among the broader people ensure there is support for the ruling class.</p><p>Similarly, technologies like mobile, social media, and now artificial intelligence, will survive so long as there are enough profits to be made and people to benefit that offsets the harm. Thinking of technology as separate from humans is like thinking of democracy as separate from humans or banks as separate from humans. </p><p>We create things because they are useful to us. If they remain useful enough, they stay around. If they are no longer useful to enough people, they go extinct. Holding back technological progress is like holding back evolution. There is no path but to move forward. AI is unlikely to be an exception.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.rationally-irrational.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading rationally irrational! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Authenticity Anonymous]]></title><description><![CDATA[Does Being Anonymous Online Make You More Authentic?]]></description><link>https://www.rationally-irrational.com/p/authenticity-anonymous</link><guid isPermaLink="false">https://www.rationally-irrational.com/p/authenticity-anonymous</guid><dc:creator><![CDATA[Harneet Kaur]]></dc:creator><pubDate>Fri, 27 Dec 2024 23:46:32 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/334c83b1-4a52-4544-bfd2-cbf732da44a6_1206x1790.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I think my best X posts are in my drafts. I hear this all the time.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!08Cl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!08Cl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 424w, https://substackcdn.com/image/fetch/$s_!08Cl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 848w, https://substackcdn.com/image/fetch/$s_!08Cl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 1272w, https://substackcdn.com/image/fetch/$s_!08Cl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!08Cl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png" width="1206" height="732" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:732,&quot;width&quot;:1206,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1847449,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.rationally-irrational.com/i/153679111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaab77d9-70da-4423-8b53-86feebef0767_1206x1790.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!08Cl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 424w, https://substackcdn.com/image/fetch/$s_!08Cl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 848w, https://substackcdn.com/image/fetch/$s_!08Cl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 1272w, https://substackcdn.com/image/fetch/$s_!08Cl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff31028b6-00bc-4a2d-acf4-faddd5f67354_1206x732.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>There is a view that your real thoughts are the ones you do not feel comfortable sharing. The snarky thoughts. The things you do not want your employer or potential dates to know. Or at least not without getting to know the real you.</p><p>People make &#8220;anon&#8221; accounts on X and ask uncomfortable questions on Reddit behind a no-name username. While it makes sense that most of us are afraid of being truly ourselves, it&#8217;s not clear that posting anonymously online creates the right incentives to be authentic.</p><p>It is difficult to determine when someone is authentic but perhaps let&#8217;s approach this by ruling out when someone is <em><strong>not</strong></em> authentic.</p><p>Malcolm Gladwell explores the topic of the real self in his book <em>Talking to Strangers</em>. In an extreme example, he talks about a teenage guy that committed a crime while blackout. The guy had a pristine record otherwise and had very little memory of the experience. Was he a criminal deep down? Did he do it intentionally on some level? His subconscious and conscious motivations were explored in a drawn out court case. </p><p>Gladwell concludes that alcohol impacted his mind and shut off his rational thinking brain. Actions done in this state should not be considered intentional or a reflection of his true self.  This leads to an interesting point: without rational thinking, you cannot be authentically yourself. In extremes, intoxication leads to inauthenticity.</p><p>If you post anonymously, are you behaving as rationally as you would if you were not anonymous? Or is it akin to being intoxicated?</p><p>There is a story called the &#8220;Myth of Gyges&#8221; in Plato&#8217;s <em>Republic</em>. A man receives a ring that makes him invisible. He is a decent man but given the ring, he commits horrendous acts. The moral is that many people would commit acts of evil if they could get away with them. However, this is not necessarily less logical. It makes rational sense that we behave differently with certain consequences vs. others.</p><p>Being anonymous, then, may <em><strong>not</strong></em> make us less rational but it likely does <em><strong>change</strong></em> our behavior. Without consequences, humans tend to act differently. Posting anonymously online is arguably similar to wearing the &#8220;Ring of Gyges.&#8221; You are invisible to your social environment - family, friends, colleagues. You can be whoever you want to be.</p><div class="pullquote"><p>Being anonymous, then, may <em>not</em> make us less rational but it likely does <em>change</em> our behavior.</p></div><p>Does anonymity always lead to negative actions though? There was a 1969 Stanford study showing a link between anonymity and abusive behavior. In Zimbardo&#8217;s study, female participants were dressed in lab coats and either hoods or no hoods. Each was told to give an electric shock to an individual. Those in hooded lab coats were 2x as more likely to comply.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a></p><p>A body of scientific study on anonymity showcases a &#8220;tendency for many people to act rudely, aggressively, or illegally&#8221; under anonymity. In another 2016 study at Gettysburg College, college students that were anonymous were more likely to engage in cyberbullying behavior or approving of it in others.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a></p><p>When people behave rudely online under an anon account, does it count? Going back to the criminal law example, if someone commits a crime under the influence, the law focuses on &#8220;recklessness&#8221; or whether the crime was impulsive enough to offset an intoxicated state. Perhaps, a similar test can be applied to internet anons. Are these individuals behaving in a &#8220;reckless&#8221; manner that it does not matter they are anon?</p><p>On the flip side, there has also been support showing how anonymity enables people to be more honest. From anonymous surveys to whistleblower regimes, anonymity reduces the consequences of societal pressures for honest disclosure. Anonymity on the internet offers opportunities to support others around sensitive topics i.e. abuse. Anonymity can make people unusually &#8220;forthcoming and helpful.&#8221;<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-3" href="#footnote-3" target="_self">3</a></p><p>There is also another angle to anonymity which is group anonymity. One study shows that when primed with positive information, anonymity allowed individuals to be more helpful in a group situation. However, the studies around negative group behavior are the most disturbing. They range from aggressive driving when people have windows tinted to unethical behavior in anonymous chatrooms. <a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-4" href="#footnote-4" target="_self">4</a></p><p>A stark and painful but well known study on this is the Stanford Prison Experiment. In this experiment, a group of the most amiable guys were chosen to do an experiment. They were separated into prisoners and guards. The crimes were so bad and unethical the experiment, expected to go on for 2 weeks, ended in 6 days.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-5" href="#footnote-5" target="_self">5</a></p><div class="pullquote"><p>Research suggests anonymity creates a lot of perverse incentives for behavior and it is impossible to disassociate the positive from the negative. </p></div><p>What does this all mean for anonymity online? It is not surprising the same group dynamics that happen in life happen online, but under the cover of even greater disassociation. It is possible that some authentically kind people behave even better under anonymity. There could be positive social spirals from good deeds online. However, the potential for aggressive and unethical behavior is scary.</p><p>The theory that anonymity leads to more authentic behavior is - on the whole - hard to defend. Research suggests anonymity creates a lot of perverse incentives for behavior and it is impossible to disassociate the positive from the negative. Anonymity online in groups is especially risky.</p><p>Is it fair to conclude that given the results of anonymity experiments, people on average, are authentically more unkind or aggressive? It&#8217;s hard to really say. A big part of who we are is a part of a society or community. <em><strong>Perhaps,</strong></em> <em><strong>the deeper conclusion is that, in life or online, authenticity is dependent on social norms and our individual identity.</strong></em></p><p>Being authentic online is similar to being authentic in person - with its limitations and challenges. There is no easy way to being yourself.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.rationally-irrational.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading rationally irrational! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p>https://achology.com/psychology/the-dark-side-of-human-behavior-the-impact-of-the-zimbardo-deindividuation-study/</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-2" href="#footnote-anchor-2" class="footnote-number" contenteditable="false" target="_self">2</a><div class="footnote-content"><p>https://www.psychologicalscience.org/observer/who-is-that-the-study-of-anonymity-and-behavior</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-3" href="#footnote-anchor-3" class="footnote-number" contenteditable="false" target="_self">3</a><div class="footnote-content"><p>https://www.psychologicalscience.org/observer/who-is-that-the-study-of-anonymity-and-behavior</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-4" href="#footnote-anchor-4" class="footnote-number" contenteditable="false" target="_self">4</a><div class="footnote-content"><p>https://www.psychologicalscience.org/observer/who-is-that-the-study-of-anonymity-and-behavior</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-5" href="#footnote-anchor-5" class="footnote-number" contenteditable="false" target="_self">5</a><div class="footnote-content"><p>https://exhibits.stanford.edu/spe/</p><p></p></div></div>]]></content:encoded></item></channel></rss>