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9<title>The First 30 Days &mdash; Houda Boulahbel</title>
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19<meta property="og:description" content="The problem   Business schools take great care to design comprehensive and current curricula. Yet students often experience them as separate subjects: strategy, finance, operations, marketing, etc. Each is taught well but encountered largely in isolation.  Integration tends to happen later, through "/>
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25<meta itemprop="description" content="The problem   Business schools take great care to design comprehensive and current curricula. Yet students often experience them as separate subjects: strategy, finance, operations, marketing, etc. Each is taught well but encountered largely in isolation.  Integration tends to happen later, through "/>
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29<meta itemprop="author" content="Houda Boulahbel"/>
30<meta itemprop="datePublished" content="2026-08-09T13:04:53+0100"/>
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1711          <h1 class="entry-title entry-title--large p-name" itemprop="headline" data-content-field="title">The First 30 Days</h1>
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1717            <time class="dt-published blog-meta-item blog-meta-item--date" datetime="9 Aug" pubdate data-content-field="published-on">
1718              <span>9 Aug</span>
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1720            <div class="blog-meta-item blog-meta-item--author p-author author" data-content-field="author">Written By <a href="/experimentsinsystems?author=625c9c462f27c445b43b177d" class="blog-author-name">Houda Boulahbel</a></div>
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1776  <div class="sqs-html-content" data-sqsp-text-block-content><h4 style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>The problem</strong></h4><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">Business schools take great care to design comprehensive and current curricula. Yet students often experience them as separate subjects: strategy, finance, operations, marketing, etc. Each is taught well but encountered largely in isolation.</p><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">Integration tends to happen later, through capstone projects, consulting assignments or multidisciplinary challenges. By then, students may already have become accustomed to thinking about the subjects separately.</p><h4 style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>The idea</strong></h4><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">A new chief executive's first 100 days are often seen as a defining period. Those early weeks shape how they come to understand the organisation, its relationships, its place within the wider business ecosystem, and ultimately influence the decisions they make.</p><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">The First 30 Days borrows that principle for business education.</p><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">Rather than adding another subject, it overlays the existing curriculum with a short daily reflection that helps students notice relationships and dependencies as they naturally emerge through lectures and case studies.ions.</p></div>
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1914  <div class="sqs-html-content" data-sqsp-text-block-content><h4 style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>The hypothesis</strong></h4><p class="sqsrte-large" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><em>If students develop the habit of looking for relationships, influence and consequences during their first month, they will start to connect parts of the curriculum as they continue with their course and experience the
1914ir studies in a more integrated way.</em></p><p class="sqsrte-large" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><em>What they will keep from this activity is a set of questions they will ask when they encounter something new, be it a new class, a new technology, or a new competitor: Where does this fit, and what does it connect to?</em></p></div>
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2033  
2034  <div class="sqs-html-content" data-sqsp-text-block-content><h4 style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>The programme at a glance</strong></h4><ul data-rte-list="default"><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>What it is:</strong> A four-week overlay on the first month of teaching, designed to help new students look for c
2034onnections among topics and ideas they encounter in business school.</p></li><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>What it is not:</strong> A new module, a systems-thinking course, or a replacement for existing orientation.</p></li><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Curriculum changes required:</strong> None. Students draw on the lectures, cases and conversations that are already taking place. Weekly conversation sessions can take place as part of existing tutorial or orientation slots.</p></li><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Student commitment:</strong> Around fifteen minutes per day on four days a week, plus one weekly facilitated conversation session of 45 to 60 minutes. This activity is intentionally ungraded, to avoid students working to the grading criteria.</p></li><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Who facilitates it:</strong> A personal tutor, academic advisor, teaching fellow or programme lead, working with a group they already meet. No systems-thinking background is required.</p></li><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Staff commitment:</strong> Around 30-45 minutes to read the pack, then four conversations of 45 to 60 minutes, and a short preparation for each weekly session.</p></li><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>What students produce:</strong> A developing map of the coffee shop, a redrawn map after Week 4, and a postcard to their future working self, capturing the questions they want to remember. Activities are carried out using a pen and notebook.</p></li><li><p class="MsoListParagraph" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>What it produces for the programme: </strong>Each student's Week 1 map and their Week 4 map, four weeks apart, show the same person moving from a simple list of business parts to an interconnected ecosystem map tracking tension, trade-offs, and consequences.</p></li></ul></div>
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2171  
2172  <div class="sqs-html-content" data-sqsp-text-block-content><p data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" class="sqsrte-large" data-rte-preserve-empty="true"><em>Comparing the early and final maps provides one visible indication of how students' representations of the business changed over the month. </em></p><p data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" class="sqsrte-large" data-rte-preserve-empty="true"><em>The final reflection showcases the questions they now choose to ask.</em></p></div>
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2309  
2310  <div class="sqs-html-content" data-sqsp-text-block-content><h4 style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>The design</strong></h4><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">The First 30 Days draws on Jerome Bruner’s idea of the <strong>spiral curriculum</strong> and the logic of BJ Fogg’s <strong>Tiny Habits</strong>: begin with a behaviour small enough to repeat easily, then build complexity without changing the basic action.</p><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">The repetition is deliberate. The aim is to create a small daily habit that gradually changes how students experience everything else they're learning.</p></div>
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2577</div></div><div class="sqs-block website-component-block sqs-block-website-component sqs-block-horizontalrule horizontalrule-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.horizontalrule/54452080-4324-4e11-8a50-17240ba50545_340/website.components.horizontalrule.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.horizontalrule/54452080-4324-4e11-8a50-17240ba50545_340/website.components.horizontalrule.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.horizontalrule" data-sqsp-block="line" data-website-component-id="yui_3_17_2_1_1787133081454_25218" id="block-yui_3_17_2_1_1787133081454_25218"><div class="sqs-block-content">
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2613  
2614  <div class="sqs-html-content" data-sqsp-text-block-content><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">The programme involves a daily reflection exercise and a weekly facilitated conversation. It centres on a local coffee shop, with students drawing on their lectures, cases and conversations as the month progresses and adding whatever they find relevant to the case.</p><ul data-rte-list="default"><li><p style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Week 1: Look Across the Counter. What connects to what?</strong></p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">Students look at an everyday local coffee shop and map the connections between the things they can see from the counter and the things they cannot.</p><ul data-rte-list="default"><li><p class="MsoListParagraph" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Week 2: The Teeter-Totter. What has to give?</strong></p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">The owner is losing money and considers ways to fix it. Students trace the consequences of each solution, discovering that every fix has multiple consequences.</p><ul data-rte-list="default"><li><p class="MsoListParagraph" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Week 3: What Goes Around Comes Around.</strong></p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">What comes back round? Students follow one of the fixes explored in week 2 until it arrives back where it started. They find two kinds of circle: ones that feed themselves and grow, and ones that push back and settle.</p><ul data-rte-list="default"><li><p class="MsoListParagraph" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Week 4: What happens when the world changes</strong>?</p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">A large chain coffee shop opens directly opposite, with more seating and free Wi-Fi. Students find out what their map was built on and redraw it.</p><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true">In the final conversation, students are given a new fact that destabilises the map they have been building. They think about the consequences of changes in the business’ external environment.</p></div>
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2751  
2752  <div class="sqs-html-content" data-sqsp-text-block-content><p class="sqsrte-large" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><em>The conversation at the end of each week uncovers the students' different perspectives. Because every student works from the same starting material, any difference between two maps is a difference in how each of them decided things fit together. The key lessons here are:</em></p><ol data-rte-list="default"><li><p class="sqsrte-large" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><em>A business problem can have more than one defensible solution, and every solution can create consequences elsewhere.</em></p></li><li><p class="sqsrte-large" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><em>Differences in perspective can be leveraged to create a richer understanding of the bigger picture.</em></p></li></ol></div>
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2881
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2883
2884
2885
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2887</div>
2888</div></div><div class="sqs-block website-component-block sqs-block-website-component sqs-block-html html-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.html/45a223c2-0a7f-41e1-910b-7e4ed1931d30_973/website.components.html.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.html/45a223c2-0a7f-41e1-910b-7e4ed1931d30_973/website.components.html.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.html" data-sqsp-block="text" data-website-component-id="yui_3_17_2_1_1787133081454_47351" id="block-yui_3_17_2_1_1787133081454_47351"><div class="sqs-block-content"><div class="sqs-tex
2888t-block-container">
2889  
2890  <div class="sqs-html-content" data-sqsp-text-block-content><h4 style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>How to run this</strong></h4><ul data-rte-list="default"><li><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>Who runs it</strong></p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">Depending on how the course is set up, this could be run by a personal tutor, an academic advisor, a teaching fellow, or a programme lead. The group size that works is roughly eight to twenty. No experience in systems thinking is required.</p><ul data-rte-list="default"><li><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>How it runs</strong></p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">Daily prompts are sent to students by email each morning, four mornings a week.</p><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">Students can work through each prompt in their own time on the day they receive it. Ideally, they should book a recurring 15-minute slot in their calendars to help them build the habit. If a student misses a day, they pick up with the prompt the following day and continue.</p><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">The prompts are provided in the facilitator pack, which can be downloaded below.</p><ul data-rte-list="default"><li><p class="MsoNormal" style="white-space:pre-wrap;" data-rte-preserve-empty="true"><strong>When it runs</strong></p></li></ul><p class="MsoNormal" data-indent="1" style="margin-left: 40px; white-space:pre-wrap;" data-rte-preserve-empty="true">It is recommended to start this programme in the first or second week of teaching, when students are still new to the programme but have class material to draw from. The aim is to create a small daily habit of noticing relationships and patterns in everything they are learning.</p><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">‍  ‍</p><h3 style="white-space:pre-wrap;" data-rte-preserve-empty="true">Interested in piloting The First 30 Days?</h3><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">If you’re a programme director, tutor or faculty member interested in piloting it with an incoming cohort, I’d like to hear from you. </p><p style="white-space:pre-wrap;" data-rte-preserve-empty="true">You can download the facilitator pack below and use it independently. It contains the four weeks of student prompts, weekly conversations and everything you need to run it. </p></div>
2891
2892
2893  
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2953            
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2958          
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2964        }</style>
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2984  
2985</style>
2986
2987
2988
2989
2990</div>
2991</div></div><div class="sqs-block website-component-block sqs-block-website-component sqs-block-horizontalrule horizontalrule-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.horizontalrule/54452080-4324-4e11-8a50-17240ba50545_340/website.components.horizontalrule.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.horizontalrule/54452080-4324-4e11-8a50-17240ba50545_340/website.components.horizontalrule.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.horizontalrule" data-sqsp-block="line" data-website-component-id="yui_3_17_2_1_1787214480977_50306" id="block-yui_3_17_2_1_1787214480977_50306"><div class="sqs-block-content">
2992  
2993
2994
2995<div>
2996  <hr />
2997  
2998    <style class="transform-vars">
2999    #block-yui_3_17_2_1_1787214480977_50306 {
3000      --opacity: 100%;
3001      --translate-x: 0px;
3002      --translate-y: 0px;
3003      --rotation: 0deg;
3004      --scale-x: 100%;
3005      --scale-y: 100%;
3006      --skew-x: 0deg;
3007      --skew-y: 0deg;
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3009      --origin-y: 50%;
3010      --block-transform: none;
3011
3012      opacity: var(--opacity, 1);
3013      transform: var(--block-transform);
3014      transform-origin: var(--origin-x) var(--origin-y);
3015    }
3016  </style><style class="transform-overrides-vars">
3017  
3018</style>
3019
3020    
3021
3022
3023
3024  
3025</div>
3026</div></div><div class="sqs-block website-component-block sqs-block-website-component sqs-block-html html-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.html/45a223c2-0a7f-41e1-910b-7e4ed1931d30_973/website.components.html.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.html/45a223c2-0a7f-41e1-910b-7e4ed1931d30_973/website.components.html.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.html" data-sqsp-block="text" data-website-component-id="yui_3_17_2_1_1787214480977_7096" id="block-yui_3_17_2_1_1787214480977_7096"><div class="sqs-block-content"><div class="sqs-text-block-container">
3027  
3028  <div class="sqs-html-content" data-sqsp-text-block-content><p style="white-space:pre-wrap;" class="sqsrte-large" data-rte-preserve-empty="true"><span class="sqsrte-text-color--accent"><strong><em>If you run this, I would be interested to learn from your pilot: what happened, what students engaged with, where they struggled, what changed in their maps and what you would change. I would equally be open to a 
3028short conversation to help you tailor it for your specific institution, or discuss anything you are unsure of.</em></strong></span></p></div>
3029
3030
3031  
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3123</style>
3124
3125
3126
3127
3128</div>
3129</div></div><div class="sqs-block website-component-block sqs-block-website-component sqs-block-horizontalrule horizontalrule-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.horizontalrule/54452080-4324-4e11-8a50-17240ba50545_340/website.components.horizontalrule.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.horizontalrule/54452080-4324-4e11-8a50-17240ba50545_340/website.components.horizontalrule.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.horizontalrule" data-sqsp-block="line" data-website-component-id="yui_3_17_2_1_1787214480977_51973" id="block-yui_3_17_2_1_1787214480977_51973"><div class="sqs-block-content">
3130  
3131
3132
3133<div>
3134  <hr />
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3136    <style class="transform-vars">
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3155  
3156</style>
3157
3158    
3159
3160
3161
3162  
3163</div>
3164</div></div><div class="row sqs-row"><div class="col sqs-col-6 span-6"><div class="sqs-block website-component-block sqs-block-website-component sqs-block-button button-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.button/ea4eca2c-24a6-44e3-9a5c-84a0030cdb61_1143/website.components.button.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.button/ea4eca2c-24a6-44e3-9a5c-84a0030cdb61_1143/website.components.button.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.button" data-sqsp-block="button" data-website-component-id="yui_3_17_2_1_1787133081454_55944" id="block-yui_3_17_2_1_1787133081454_55944"><div class="sqs-block-content">
3165
3166
3167
3168  
3169    
3170    
3171      
3172      
3173
3174
3175
3176<div
3177  class="sqs-block-button-container sqs-button-block-container-system_desktop sqs-block-button-container--left "
3178  data-animation-role="button"
3179  data-button-size="medium"
3180  data-button-type="primary"
3181  
3182>
3183  <a
3184    href="/s/First-30-Days-Facilitator-Pack-badx.pdf"
3185    class="sqs-block-button-element--medium sqs-button-element--primary sqs-block-button-element"
3186    data-sqsp-button
3187    target="_blank"
3188  >
3189    Download the facilitator's pack
3190  </a>
3191  
3192
3193
3194
3195</div>
3196
3197    
3198  
3199    
3200    
3201      
3202    
3203  
3204
3205
3206<style>
3207  #block-yui_3_17_2_1_1787133081454_55944 {
3208    --sqs-block-content-flex: 0;
3209  }
3210
3211  
3212  
3213    
3214      
3215      
3216    
3217      
3218      
3219        
3220      
3221    
3222  
3223</style>
3224<style class="transform-vars">
3225    #block-yui_3_17_2_1_1787133081454_55944 {
3226      --opacity: 100%;
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3242  </style><style class="transform-overrides-vars">
3243  
3244</style>
3245
3246</div></div></div><div class="col sqs-col-6 span-6"><div class="sqs-block website-component-block sqs-block-website-component sqs-block-button button-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.button/ea4eca2c-24a6-44e3-9a5c-84a0030cdb61_1143/website.components.button.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.button/ea4eca2c-24a6-44e3-9a5c-84a0030cdb61_1143/website.components.button.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.button" data-sqsp-block="button" data-website-component-id="yui_3_17_2_1_1787144410809_71557" id="block-yui_3_17_2_1_1787144410809_71557"><div class="sqs-block-content">
3247
3248
3249
3250  
3251    
3252    
3253      
3254      
3255
3256
3257
3258<div
3259  class="sqs-block-button-container sqs-button-block-container-system_desktop sqs-block-button-container--left "
3260  data-animation-role="button"
3261  data-button-size="medium"
3262  data-button-type="primary"
3263  
3264>
3265  <a
3266    href="/contact"
3267    class="sqs-block-button-element--medium sqs-button-element--primary sqs-block-button-element"
3268    data-sqsp-button
3269    target="_blank"
3270  >
3271    Discuss a pilot at your institution
3272  </a>
3273  
3274
3275
3276
3277</div>
3278
3279    
3280  
3281    
3282    
3283      
3284    
3285  
3286
3287
3288<style>
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3290    --sqs-block-content-flex: 0;
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3295    
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3299      
3300      
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3302      
3303    
3304  
3305</style>
3306<style class="transform-vars">
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3325  
3326</style>
3327
3328</div></div></div></div><div class="sqs-block website-component-block sqs-block-website-component sqs-block-code code-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.c
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3329  
3330
3331<div
3332  class="sqs-code-container"
3333  
3334  
3335    data-localized="{&quot;enableSafeModeButton&quot;:&quot;Preview in safe mode&quot;,&quot;enableSafeModeText&quot;:&quot;This block contains embedded scripts. Embedded scripts are disabled while you're logged in and editing your site.&quot;,&quot;enableSafeModeTitle&quot;:&quot;Embedded Scripts&quot;,&quot;exitSafeModeButton&quot;:&quot;Exit safe preview&quot;,&quot;exitSafeModeText&quot;:&quot;Please view the page after logging out for accurate rendering.&quot;,&quot;exitSafeModeTitle&quot;:&quot;Safe Preview&quot;,&quot;globalSafeMode&quot;:&quot;Embedded Code: This block contains embedded code that has been disabled.&quot;,&quot;scriptDisabled&quot;:&quot;Script Disabled&quot;}"
3336  
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3340>
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3343  
3344  
3345
3346
3347
3348</div>
3349
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3369  
3370</style>
3371
3372</div></div></div></div></div></div>
3373
3374          
3375
3376          
3377          
3378            <div class="blog-item-author-profile-wrapper" data-content-field="author">
3379              <a href="/experimentsinsystems?author=625c9c462f27c445b43b177d">
3380  
3381    <span class="author-avatar content-fill" data-tweaks="tweak-show-blog-item-author-profile">
3382      <img class="author-avatar-image" data-controller="AuthorProfileImageLoader" data-src="https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/625c9c462f27c445b43b177d/f38c1d9bdb3a40ef9ad2eeaf39ea9da4/f38c1d9bdb3a40ef9ad2eeaf39ea9da4.jpeg?format=300w" data-image="https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/625c9c462f27c445b43b177d/f38c1d9bdb3a40ef9ad2eeaf39ea9da4/f38c1d9bdb3a40ef9ad2eeaf39ea9da4.jpeg?format=300w" data-load="false" alt="" elementtiming="nbf-author-avatar" />
3383    </span>
3384  
3385  <span class="author-name">Houda Boulahbel</span>
3386</a>
3387
3388
3389
3390            </div>
3391          
3392        </div>
3393
3394        <section class="blog-item-comments">
3395          <div class="blog-item-comments-toggle-wrapper">
3396            <div id="blogItemCommentsContent" class="blog-item-comments-content" data-content-field="comments">
3397              
3398            </div>
3399          </div>
3400        </section>
3401      
3402    </div>
3403  
3404</article>
3405
3406</div>
3407    </div>
3408  
3409  </div>
3410  
3411</section>
3412
3413  
3414</article>
3415
3416          
3417
3418          
3419
3420          
3421            
3422              
3423                <section
3424  id="itemPagination"
3425  class="item-pagination item-pagination--prev-next"
3426  data-collection-type="blog-basic-grid"
3427>
3428  
3429    <a href="/experimentsinsystems/spotifyrevisited" class="item-pagination-link item-pagination-link--prev">
3430      <div class="item-pagination-icon icon icon--stroke">
3431        <svg class="caret-left-icon--small" viewBox="0 0 9 16">
3432          <polyline fill="none" stroke-miterlimit="10" points="7.3,14.7 2.5,8 7.3,1.2"/>
3433        </svg>
3434      </div>
3435      <span class="pagination-title-wrapper">
3436        
3437        <div class="visually-hidden">Previous</div>
3438        <div class="item-pagination-prev-next">Previous</div>
3439        
3440        <h2 class="item-pagination-title">Spotify revisited.</h2>
3441      </span>
3442    </a>
3443  
3444  
3445    <a href="/experimentsinsystems/Blog Post Title One-3zaa9-zlxng-ahxsg-bp6sb" class="item-pagination-link item-pagination-link--next">
3446      <div class="pagination-title-wrapper">
3447        
3448        <div class="visually-hidden">Next</div>
3449        <div class="item-pagination-prev-next">Next</div>
3450        
3451        <h2 class="item-pagination-title">Multi-Agent AI</h2>
3452      </div>
3453      <div class="item-pagination-icon icon icon--stroke">
3454        <svg class="caret-right-icon--small" viewBox="0 0 9 16">
3455          <polyline fill="none" stroke-miterlimit="10" points="1.6,1.2 6.5,7.9 1.6,14.7"/>
3456        </svg>
3457      </div>
3458    </a>
3459  
3460</section>
3461
3462              
3463            
3464          
3465        
3466      </main>
3467      
3468        <footer class="sections" id="footer-sections" data-footer-sections>
3469  
3470  
3471  
3472  
3473  
3474  
3475    
3476    
3477
3478
3479  
3480  
3481
3482
3483
3484
3485
3486
3487
3488
3489
3490
3491
3492<section
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3505    
3506      content-width--wide
3507    
3508    horizontal-alignment--center
3509    vertical-alignment--middle
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3511      
3512    
3513    
3514    black'
3515  
3516  data-section-id="6a45f84a4d20e511b055b2bc"
3517  
3518  data-controller="SectionWrapperController"
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3520&quot;imageOverlayOpacity&quot;: 0.15,
3521&quot;backgroundWidth&quot;: &quot;background-width--full-bleed&quot;,
3522&quot;sectionHeight&quot;: &quot;section-height--small&quot;,
3523&quot;customSectionHeight&quot;: 1,
3524&quot;horizontalAlignment&quot;: &quot;horizontal-alignment--center&quot;,
3525&quot;verticalAlignment&quot;: &quot;vertical-alignment--middle&quot;,
3526&quot;contentWidth&quot;: &quot;content-width--wide&quot;,
3527&quot;customContentWidth&quot;: 50,
3528&quot;sectionTheme&quot;: &quot;black&quot;,
3529&quot;sectionAnimation&quot;: &quot;none&quot;,
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3546},
3547&quot;typeName&quot;: &quot;blog-basic-grid&quot;
3548}"
3549  data-animation="none"
3550  data-fluid-engine-section
3551   
3552  
3553    
3554  
3555  
3556  
3557  
3558  
3559
3560
3561  data-sqsp-section="fluid-engine"
3562
3563
3564>
3565  <div
3566    class="section-border"
3567    
3568  >
3569    <div class="section-background">
3570    
3571      
3572    
3573    </div>
3574  </div>
3575  <div
3576    class='content-wrapper'
3577    style='
3578      
3579        
3580      
3581    '
3582  >
3583    <div
3584      class="content"
3585      
3586    >
3587      
3588      
3589      
3590      
3591      
3592      
3593      
3594      
3595      
3596      
3597      <div data-fluid-engine="true"><style>
3598
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3600  --grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 0.0px);
3601  --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (0.0px * (8 - 1)) ) / 8 );
3602
3603  display: grid;
3604  position: relative;
3605  grid-area: 1/1/-1/-1;
3606  grid-template-rows: repeat(13,minmax(24px, auto));
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3612  column-gap: 0.0px;
3613  overflow-x: hidden;
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3617@media (min-width: 768px) {
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3628    --container-width: min(var(--sqs-site-max-width, 1500px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) ));
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3651  .fe-block-yui_3_17_2_1_1783667286058_2566 .sqs-block {
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3658
3659  @media (min-width: 768px) {
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3663
3664      
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3666      
3667
3668      
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3689
3690  .fe-block-eb95255c9b28447994fc .sqs-block {
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3694  .fe-block-eb95255c9b28447994fc .sqs-block-alignment-wrapper {
3695    align-items: flex-start;
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3698  @media (min-width: 768px) {
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3708    .fe-block-eb95255c9b28447994fc .sqs-block {
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3712    .fe-block-eb95255c9b28447994fc .sqs-block-alignment-wrapper {
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3717  .fe-block-yui_3_17_2_1_1783667287705_5845 {
3718    grid-area: 11/2/13/10;
3719    z-index: 5;
3720
3721    @media (max-width: 767px) {
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3723        
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3725      
3726    }
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3728
3729  .fe-block-yui_3_17_2_1_1783667287705_5845 .sqs-block {
3730    justify-content: flex-start;
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3733  .fe-block-yui_3_17_2_1_1783667287705_5845 .sqs-block-alignment-wrapper {
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3736
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3738    .fe-block-yui_3_17_2_1_1783667287705_5845 {
3739      grid-area: 13/12/14/16;
3740      z-index: 5;
3741
3742      
3743        
3744      
3745
3746      
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3748
3749    .fe-block-yui_3_17_2_1_1783667287705_5845 .sqs-block {
3750      justify-content: flex-start;
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3752
3753    .fe-block-yui_3_17_2_1_1783667287705_5845 .sqs-block-alignment-wrapper {
3754      align-items: flex-start;
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3756  }
3757
3758</style><div class="fluid-engine fe-6a45f84a4d20e511b055b2bb"><div class="fe-block fe-block-yui_3_17_2_1_1783667286058_2566"><div class="sqs-block website-component-block sqs-block-website-component sqs-block-newsletter newsletter-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.newsletter/001e3dd0-0010-41da-9ed4-7a64162071c2_136/website.components.newsletter.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.newsletter/001e3dd0-0010-41da-9ed4-7a64162071c2_136/website.components.newsletter.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.newsletter" data-sqsp-block="newsletter" data-website-component-id="yui_3_17_2_1_1783667286058_2566" id="block-yui_3_17_2_1_1783667286058_2566"><div class="sqs-block-content">
3759<div class="newsletter-form-banner newsletter-form-banner--hidden">
3760  
3761
3762  
3763
3764
3765<div class="sqs-blockStatus" >
3766  
3767  <div class="sqs-blockStatus-box">
3768    <div class="sqs-blockStatus-box-title">Newsletter Block</div>
3769    <div class="sqs-blockStatus-box-message">
3770      This newsletter signup form needs a storage option. Edit the block and enter a storage location via the <strong>Storage</strong> tab.
3771      
3772    </div>
3773  </div>
3774</div>
3775
3776</div>
3777<div class="newsletter-form-wrapper
3778  newsletter-form-show-name
3779  newsletter-form-wrapper--layoutFloat
3780  newsletter-form-wrapper--alignCenter
3781  
3782  ">
3783  <form
3784    class="newsletter-form"
3785    data-form-id="6a50a29d41e70717186cf628"
3786    
3787    data-form-submission="message"
3788    data-collection-id=""
3789    data-object-name=""
3790    data-error-submit="Error processing form submission. Please reload and try again."
3791    data-error-unknown="Unknown error, please try again later."
3792    data-error-form-key="Could not get a form submission key, please try again later."
3793    data-error-401="Unable to submit form. Please try again later."
3794    data-error-404="This form has not been configured yet."
3795    data-error-429="Unable to submit form. Submission rate limit exceeded. Please try again later."
3796    data-error-500="Unable to send form. Please try again later."
3797    data-submitting-text="Submitting…"
3798    autocomplete="on"
3799    method="POST"
3800    novalidate>
3801    <header class="newsletter-form-header">
3802      <h2 class="newsletter-form-header-title">Stay in the loop</h2>
3803      <div class="newsletter-form-header-description"><p data-rte-preserve-empty="true" style="white-space:pre-wrap;"><em>New entries by email, every so often</em></p></div>
3804    </header>
3805    <div class="newsletter-form-body">
3806      <div class="newsletter-form-fields-wrapper form-fields" style="vertical-align: middle;">
3807        
3808          
3809            
3810          
3811            
3812              
3813              
3814              <fieldset id="name-yui_3_17_2_1_1783667286058_2574" class="newsletter-form-name-fieldset form-item fields name required" style="vertical-align: bottom;">
3815                
3816                  
3817                <div class="newsletter-form-field-wrapper field first-name">
3818                  <label class="newsletter-form-field-label title">First Name</label>
3819                  <input class="newsletter-form-field-element field-element field-control" name="fname" x-autocompletetype="given-name" type="text" spellcheck="false" placeholder="First Name" maxlength="30" data-title="First" />
3820                </div>
3821              
3822                  
3823                <div class="newsletter-form-field-wrapper field last-name">
3824                  <label class="newsletter-form-field-label title">Last Name</label>
3825                  <input class="newsletter-form-field-element field-element field-control" name="lname" x-autocompletetype="surname" type="text" spellcheck="false" placeholder="Last Name" maxlength="30" data-title="Last" />
3826                </div>
3827              
3828                
3829              </fieldset>
3830            
3831          
3832        
3833        
3834          
3835            <div id="email-yui_3_17_2_1_1783667287705_1444" class="newsletter-form-field-wrapper form-item field email required" style="vertical-align: bottom;">
3836              <label class="newsletter-form-field-label title" for="email-yui_3_17_2_1_1783667287705_1444-field">Email Address</label>
3837              <input id="email-yui_3_17_2_1_1783667287705_1444-field" class="newsletter-form-field-element field-element" name="email" x-autocompletetype="email" autocomplete="email" type="email" spellcheck="false" placeholder="Email Address" />
3838            </div>
3839          
3840        
3841          
3842        
3843      </div>
3844      <div data-animation-role="button" class="newsletter-form-button-wrapper submit-wrapper" style="vertical-align: middle;">
3845        <button
3846          class="
3847            newsletter-form-button
3848            sqs-system-button
3849            sqs-editable-button-layout
3850            sqs-editable-button-style
3851            sqs-editable-button-shape
3852            sqs-button-element--primary
3853          "
3854          type="submit"
3855          value="Sign Up"
3856        >
3857          <span class="newsletter-form-spinner sqs-spin light large"></span>
3858          <span class="newsletter-form-button-label">Sign Up</span>
3859          <span class="newsletter-form-button-icon"></span>
3860        </button>
3861      </div>
3862      
3863        
3864          <div class="captcha-container
3865            
3866            align-center
3867            
3868            "
3869            data-theme="light"
3870          ></div>
3871        
3872      
3873    </div>
3874    <div class="newsletter-form-footnote"></div>
3875    <div class="hidden form-submission-text"><p data-rte-preserve-empty="true" style="white-space:pre-wrap;">Thank you for signing up. We will send you the next experiment when it is published.</p></div>
3876    <div class="hidden form-submission-html" data-submission-html=""></div>
3877  </form>
3878</div>
3879
3880<style></style>
3881</div></div></div><div class="fe-block fe-block-eb95255c9b28447994fc"><div class="sqs-block website-component-block sqs-block-website-component sqs-block-html html-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.html/45a223c2-0a7f-41e1-910b-7e4ed1931d30_973/website.components.html.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.html/45a223c2-0a7f-41e1-910b-7e4ed1931d30_973/website.components.html.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.html" data-sqsp-block="text" data-website-component-id="eb95255c9b28447994fc" id="block-eb95255c9b28447994fc"><div class="sqs-block-content"><div class="sqs-text-block-container">
3882  
3883  <div class="sqs-html-content" data-sqsp-text-block-content><p style="text-align: center; ; white-space:pre-wrap;" data-rte-preserve-empty="true">Houda’s Notebook</p></div>
3884
3885
3886  
3887<style id="container-styles">#block-eb95255c9b28447994fc {
3888    
3889    
3890    
3891  }
3892
3893  #block-eb95255c9b28447994fc .sqs-html-content {
3894    
3895    }
3896
3897  .fe-block-eb95255c9b28447994fc {
3898      mix-blend-mode: var(--tweak-text-block-blend
3899  );
3900      border-radius: var(--tweak-text-block-radius);
3901  }
3902
3903  
3904  
3905
3906
3907
3908  
3909  
3910
3911  
3912</style>
3913
3914<style id="override-container-styles">
3915    @media screen and (max-width: 767px) {
3916          
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3918
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3930    
3931  @media screen and (max-width: 767px) {
3932          
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3940  
3941</style>
3942
3943
3944
3945
3946</div>
3947</div></div></div>
3947<div class="fe-block fe-block-yui_3_17_2_1_1783667287705_5845"><div class="sqs-block website-component-block sqs-block-website-component sqs-block-socialaccountlinks social-account-links-block social-account-links-v2-block" data-block-css="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.socialLinks/57650641-cf19-489a-8cc7-d48c1a016248_751/website.components.socialLinks.styles.css&quot;]" data-block-scripts="[&quot;https://definitions.sqspcdn.com/website-component-definition/static-assets/website.components.socialLinks/57650641-cf19-489a-8cc7-d48c1a016248_751/website.components.socialLinks.visitor.js&quot;]" data-block-type="1337" data-definition-name="website.components.socialLinks" data-sqsp-block="social-links" data-website-component-id="yui_3_17_2_1_1783667287705_5845" id="block-yui_3_17_2_1_1783667287705_5845"><div class="sqs-block-content">
3948  
3949
3950
3951
3952
3953
3954
3955
3956
3957
3958
3959
3960
3961
3962
3963
3964
3965
3966
3967
3968
3969
3970
3971
3972<div class="sqs-block-socialaccountlinks-content">
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3974    <style>
3975      
3976      #block-yui_3_17_2_1_1783667287705_5845 {
3977        --social-icons-justify-content: center;
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3981
3982      
3983      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--wrapper {
3984        --si-border-radius: 0;--si-scale: 2;--si-box-shadow: none;--si-fill-icon: var(--si-primary);--si-fill-icon-fade: var(--si-primary-faded);--si-fill-icon-hover: var(--si-primary);--si-fill-mask: transparent;--si-fill-mask-fade: transparent;--si-fill-mask-hover: transparent;--si-bg: transparent;--si-bg-fade: transparent;--si-bg-hover: transparent;
3985      }
3986
3987      
3988      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list {
3989        justify-content: var(--social-icons-justify-content, center);
3990        column-gap: var(--social-icons-gap, 12px);
3991        row-gap: var(--social-icons-gap, 12px);
3992      }
3993      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--wrapper {
3994        width: var(--social-icons-dimension, 20px);
3995        height: var(--social-icons-dimension, 20px);
3996        margin: 0;
3997        border: none; 
3998        background-color: var(--si-bg, transparent);
3999        box-shadow: var(--si-box-shadow, none);
4000        border-radius: var(--si-border-radius, 0);
4001      }
4002      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--wrapper > div {
4003        transform: scale(var(--si-scale, 1));
4004      }
4005      #block-yui_3_17_2_1_1783667287705_5845 .sqs-use--icon {
4006        fill: var(--si-fill-icon, transparent);
4007      }
4008      #block-yui_3_17_2_1_1783667287705_5845 .sqs-use--mask {
4009        fill: var(--si-fill-mask, transparent);
4010      }
4011      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list:hover .sqs-svg-icon--wrapper {
4012        background-color: var(--si-bg-fade, var(--si-bg, transparent));
4013      }
4014      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list:hover .sqs-svg-icon--wrapper .sqs-use--icon {
4015        fill: var(--si-fill-icon-fade, var(--si-fill-icon, transparent));
4016      }
4017      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list:hover .sqs-svg-icon--wrapper .sqs-use--mask {
4018        fill: var(--si-fill-mask-fade, var(--si-fill-mask, transparent));
4019      }
4020      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list:hover .sqs-svg-icon--wrapper:hover {
4021        background-color: var(--si-bg-hover, var(--si-bg, transparent));
4022      }
4023      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list:hover .sqs-svg-icon--wrapper:hover .sqs-use--icon {
4024        fill: var(--si-fill-icon-hover, var(--si-fill-icon, transparent));
4025      }
4026      #block-yui_3_17_2_1_1783667287705_5845 .sqs-svg-icon--list:hover .sqs-svg-icon--wrapper:hover .sqs-use--mask {
4027        fill: var(--si-fill-mask-hover, var(--si-fill-mask, transparent));
4028      }
4029    </style>
4030    <nav class="sqs-svg-icon--list">
4031      
4032        
4033          <a
4034            href="https://medium.com/@houdaboulahbel"
4035            target="_blank"
4036            class="sqs-svg-icon--wrapper medium"
4037            aria-label="Medium"
4038          >
4039            <div>
4040              <svg class="sqs-svg-icon--social" viewBox="0 0 64 64">
4041                <use class="sqs-use--icon" xlink:href="/universal/svg/social-accounts.svg#medium-icon"></use>
4042                <use class="sqs-use--mask" xlink:href="/universal/svg/social-accounts.svg#medium-mask"></use>
4043              </svg>
4044            </div>
4045          </a>
4046        
4047      
4048        
4049          <a
4050            href="https://www.linkedin.com/in/houdaboulahbel/"
4051            target="_blank"
4052            class="sqs-svg-icon--wrapper linkedin-unauth"
4053            aria-label="LinkedIn"
4054          >
4055            <div>
4056              <svg class="sqs-svg-icon--social" viewBox="0 0 64 64">
4057                <use class="sqs-use--icon" xlink:href="/universal/svg/social-accounts.svg#linkedin-unauth-icon"></use>
4058                <use class="sqs-use--mask" xlink:href="/universal/svg/social-accounts.svg#linkedin-unauth-mask"></use>
4059              </svg>
4060            </div>
4061          </a>
4062        
4063      
4064        
4065      
4066        
4067      
4068        
4069      
4070    </nav>
4071  </div>
4072  
4073    
4074<style id="container-styles">
4074#block-yui_3_17_2_1_1783667287705_5845 {
4075    
4076    --stroke-style: none;--stroke-thickness: 6px;
4077    
4078      
4079      
4080      
4081    
4082
4083
4084
4085  }
4086
4087  #block-yui_3_17_2_1_1783667287705_5845 .sqs-block-socialaccountlinks-content {
4088    
4089    --tweak-social-links-block-padding: 6% 6% 6% 6%;
4090  --tweak-social-links-block-padding: initial;
4091}
4092
4093  .fe-block-yui_3_17_2_1_1783667287705_5845 {
4094      mix-blend-mode: var(--tweak-social-links-block-blend);
4095      border-radius: var(--tweak-social-links-block-radius);
4096  }
4097
4098  
4099  
4100.fe-block-yui_3_17_2_1_1783667287705_5845 {
4101      --tweak-social-links-block-radius: 0px 0px 0px 0px;
4102    }
4103
4104
4105  
4106  .fe-block-yui_3_17_2_1_1783667287705_5845 {
4107      --tweak-social-links-block-blend: normal;
4108    }
4109  
4110
4111  .fe-block-yui_3_17_2_1_1783667287705_5845 {
4112    --blur-value: blur(15px);}
4113
4114</style>
4115
4116<style id="override-container-styles">
4117    @media screen and (max-width: 767px) {
4118          
4119            
4120
4121#block-yui_3_17_2_1_1783667287705_5845 {
4122            
4123            }
4124        }
4125    
4126  
4127    @media screen and (max-width: 767px) {
4128          #block-yui_3_17_2_1_1783667287705_5845 .sqs-block-socialaccountlinks-content {
4129            
4130            }
4131        }
4132    
4133  @media screen and (max-width: 767px) {
4134          
4135          
4136
4137          
4138          
4139          
4140        }</style>
4141
4142    <style class="transform-vars">
4143    .fe-block-yui_3_17_2_1_1783667287705_5845 {
4144      --opacity: 100%;
4145      --translate-x: 0px;
4146      --translate-y: 0px;
4147      --rotation: 0deg;
4148      --scale-x: 100%;
4149      --scale-y: 100%;
4150      --skew-x: 0deg;
4151      --skew-y: 0deg;
4152      --origin-x: 50%;
4153      --origin-y: 50%;
4154      --block-transform: none;
4155
4156      opacity: var(--opacity, 1);
4157      transform: var(--block-transform);
4158      transform-origin: var(--origin-x) var(--origin-y);
4159    }
4160  </style><style class="transform-overrides-vars">
4161  
4162</style>
4163
4164    
4165
4166
4167
4168  
4169</div>
4170</div></div></div></div></div>
4171    </div>
4172  
4173  </div>
4174  
4175</section>
4176
4177  
4178</footer>
4179
4180      
4181    </div>
4182
4183    
4183<script defer="true" src="https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/scripts/site-bundle.17bbc1daaa96c6be161d933b8de8a091.js" type="text/javascript"></script>
4183
4184    <svg xmlns="http://www.w3.org/2000/svg" version="1.1" style="display:none" data-usage="social-icons-svg"><symbol id="medium-icon" viewBox="0 0 64 64"><path d="M46.908,23.95c-0.006-0.005-0.011-0.01-0.018-0.014l-0.01-0.005l-9.05-4.525c-0.061-0.031-0.125-0.051-0.19-0.068c-0.082-0.021-0.165-0.034-0.249-0.034c-0.347,0-0.692,0.174-0.878,0.477l-5.21,8.467l6.538,10.625l9.095-14.779C46.966,24.046,46.952,23.985,46.908,23.95z M28.433,35.958L37,40.241L28.433,26.32V35.958zM38.287,40.884l7.052,3.526C46.256,44.869,47,44.548,47,43.693V26.726L38.287,40.884z M26.946,23.964l-8.839-4.419c-0.16-0.08-0.312-0.118-0.449-0.118c-0.387,0-0.659,0.299-0.659,0.802v19.083c0,0.511,0.374,1.116,0.831,1.344l7.785,3.892c0.2,0.1,0.39,0.147,0.561,0.147c0.484,0,0.823-0.374,0.823-1.003V24.051C27,24.014,26.979,23.98,26.946,23.964z"/></symbol><symbol id="medium-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M27,43.693c0,0.628-0.339,1.003-0.823,1.003c-0.172,0-0.362-0.047-0.561-0.147l-7.785-3.892C17.374,40.428,17,39.823,17,39.312V20.229c0-0.503,0.271-0.802,0.659-0.802c0.137,0,0.289,0.038,0.449,0.118l8.839,4.419C26.979,23.98,27,24.014,27,24.051V43.693z M28.433,35.958V26.32L37,40.241L28.433,35.958z M31.303,28.248l5.21-8.467c0.187-0.303,0.532-0.477,0.878-0.477c0.084,0,0.167,0.013,0.249,0.034c0.065,0.017,0.129,0.038,0.19,0.068l9.05,4.525l0.01,0.005c0.007,0.003,0.012,0.009,0.018,0.014c0.043,0.034,0.058,0.095,0.028,0.145l-9.095,14.779L31.303,28.248z M47,43.693c0,0.855-0.744,1.176-1.661,0.717l-7.052-3.526L47,26.726V43.693z"/></symbol><symbol id="linkedin-unauth-icon" viewBox="0 0 64 64"><path d="M20.4,44h5.4V26.6h-5.4V44z M23.1,18c-1.7,0-3.1,1.4-3.1,3.1c0,1.7,1.4,3.1,3.1,3.1 c1.7,0,3.1-1.4,3.1-3.1C26.2,19.4,24.8,18,23.1,18z M39.5,26.2c-2.6,0-4.4,1.4-5.1,2.8h-0.1v-2.4h-5.2V44h5.4v-8.6 c0-2.3,0.4-4.5,3.2-4.5c2.8,0,2.8,2.6,2.8,4.6V44H46v-9.5C46,29.8,45,26.2,39.5,26.2z"/></symbol><symbol id="linkedin-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M25.8,44h-5.4V26.6h5.4V44z M23.1,24.3c-1.7,0-3.1-1.4-3.1-3.1c0-1.7,1.4-3.1,3.1-3.1 c1.7,0,3.1,1.4,3.1,3.1C26.2,22.9,24.8,24.3,23.1,24.3z M46,44h-5.4v-8.4c0-2,0-4.6-2.8-4.6c-2.8,0-3.2,2.2-3.2,4.5V44h-5.4V26.6 h5.2V29h0.1c0.7-1.4,2.5-2.8,5.1-2.8c5.5,0,6.5,3.6,6.5,8.3V44z"/></symbol></svg>
4185
4186  </body>
4187</html>

Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.