Nog een laatste blik Dan moet hij haar laten gaan Het afscheid valt zwaar.

Wer heute auf die 1990er-Jahre zurückblickt, tappt schnell in die Nostalgiefalle. Doch zwischen dem Mauerfall 1989/90 und den Anschlägen vom 11. September 2001 liegt ein Jahrzehnt, dessen „Greatness“ uns in den 25 Jahren seither spürbar abhandengekommen ist, besonders den USA. Damals wurde vom amerikanischen Politikwissenschaftler Francis Fukuyama voreilig das „Ende der Geschichte“ ausgerufen – in Wahrheit war es bloß ein kurzes Kapitel am Übergang vom Analogen ins Digitale und in eine neue Weltordnung.

Rückblickend wird vieles sentimental weichgezeichnet, dabei waren diese 10 Jahre durchaus „shaky“. Als ich bei einem freiwilligen Schulausflug nach New York, es muss 1996 oder 1997 gewesen sein, noch im World Trade Center eine Führung bekomme, ist New York erst auf dem Weg zu einer halbwegs sicheren Großstadt – das Einschussloch im Fenster des Hotelzimmers ist mein Zeuge. Die obligatorischen Fotos mit den Piloten im Flugzeug-Cockpit und das entspannte Rauchen am Flugzeugtresen sind Artefakte einer vergangenen Zeit. Doch die Weltpolitik dreht noch einmal kurz das Licht auf. “It´s the economy, stupid!”, sagt damals James Carville, der Chefstratege des US-Präsidenten Bill Clinton. Denn die Wirtschaft floriert und das Leben ist gut. Clinton lacht mit dem sichtlich betrunkenen Boris Jelzin, spielt Saxophon im Fernsehen und mit Monica Lewinsky im Oval Office, bevor die ersten Al-Kaida-Anschläge auf die US-Botschaften in Kenia und Tansania ihre dunklen Schatten vorauswerfen.

Kulturell liefern NBC und Warner Bros. mit „Friends“ das letzte große analoge Lagerfeuer, in dem man noch stundenlang ohne Smartphone auf der Kaffeehaus-Couch mit Rachel, Monica, Phoebe, Joey, Ross und Chandler Bing abhängt. Chuck Klosterman bringt dieses Lebensgefühl in seinem Buch „The Nineties“ treffend auf den Punkt: „Keine Story ging viral. Kein Promi trendete. Man musste keine Meinung haben, und es war jedem egal, ob man eine hatte oder nicht..“ Und Geld war nicht “alles”. Musikalisch bleibt Grunge mit dem “neuen Jesus” Kurt Cobain & Nirvana ein kurzer Lichtblick. Ein Wimpernschlag in der Geschichte, in dem Underground-Rock, Punk und Metal mithilfe von MTV plötzlich Mainstream werden – ganz im Gegensatz zum Hip-Hop, der sich dauerhaft an der Spitze gehalten hat. Gleichzeitig rückt die Welt spürbar zusammen: Grenzen verschwinden, das Ozonloch wird erfolgreich bekämpft, von Wien (Menschenrechte) über Rio (Nachhaltigkeit) und Beijing (Frauenrechte) bis Kyoto (Klima) gibt es die berechtigte Hoffnung, die großen Probleme tatsächlich gemeinsam lösen zu können. Wie die österreichische Journalistin Corinna Milborn vor Kurzem treffend in einem Posting festhielt: „Es war nicht alles gut, bei Weitem nicht – aber es gab globale Bewegungen und Bestrebungen, alles besser zu machen, und berechtigte Hoffnung, dass das gelingen kann.“

Heute wirkt im Vergleich dazu vieles fragiler und nervöser. Zwischen geopolitischen Verwerfungen, Polarisierung und einem digitalen Dauerfeuer aus Empörung ist uns vor allem die Gelassenheit abhandengekommen. Dabei verstellt dieser permanente Krisenmodus den Blick auf die harten Fakten – denn global gesehen stehen wir heute massiv besser da: Seit 1990 ist der Anteil der Menschen in extremer Armut laut Weltbank & UNO von knapp 38 Prozent auf unter 9 Prozent eingebrochen, die weltweite Kindersterblichkeit ist um 60 Prozent gesunken, die durchschnittliche Lebenserwartung ist von 64 auf über 73 Jahre geklettert und der Anteil der erwachsenen Analphabeten hat sich von damals 25 Prozent auf heute rund 13 Prozent fast halbiert. Dazu kommt, dass der große Wirtschaftszyklus der 90er-Jahre sichtlich am Ende ist: Die Ära der Globalisierung bröckelt an allen Ecken & Enden, aber genau dieser Umbruch macht Mut. Nach Jahrzehnten der Entgrenzung beginnt jetzt wieder die Zeit der kleineren, verlässlichen Netzwerke – im Wirtschaften genauso wie im Sozialen, wo geschützte Communities die lauten Massenplattformen ablösen. Deshalb lohnt sich der Blick zurück ohne verklärte Wehmut: Man würde die jüngere Generation zwar gerne kurz in die 90er mitnehmen, um ihr eine Welt ohne Dauerpanik zu zeigen. Doch wir sind nicht allen Krisen zwingend ausgeliefert. Wenn wir die Rückkehr zum Regionalen und Überschaubaren mit dem pragmatischen Optimismus der 1990er-Jahre verbinden, liegt das beste Kapitel erst noch vor uns.

© Reisig & Taylor/NBCUniversal

18 octobre 2026

On est toutes ensemble ce soir sauf Asu et ka chan qui ne pouvaient pas venir. T chan est très étonnée et heureuse de voir qu'on s'intéresse à elle, complètement intimidée mais ses yeux brillent. On a déjeuné ensemble, chacune avait amené un truc, on s'est régalées, on a oublié nos peines, on a fait la fête à notre petite.

#Tchan

What photograph —this— of glimmering fake? A pixelated divinity or momentum-brushed slate? Where down in the valley does bones chatter lead with a chittering encore bled from the unfed?

Oh, crafty peculiar! Oh, host wry on strife! Oh, pardons of margins that disable life! Oh, where does the specter turn his back to the knife when the states converge to din?

What lights up false radar with means to lean end? The woodchucks are starving and teethe on pretend. Where trundles the loads leveraged counter to balm in a city divested to harm with alarm?

Oh, crafty peculiar! Oh, host wry on strife! Oh, pardons of margins that disable life! Oh, where does the specter turn his back to the knife when the states converge to din?

What calculates plenty to schuck out high score? A levy of merchants confessed to deplore where children and scapegoats all die on the floor for the greed of those in charge.

© 2026 AnOublietteofThought. All rights reserved.

Pernahkah kita menyadari bahwa saat menikmati konten di media sosial, sistem seakan-akan mampu membaca pikiran kita? Video yang terus bergulir seolah tahu persis apa yang sedang kita minati. Banyak orang mengira fenomena ini semacam sihir modern yang diciptakan oleh handphone dan internet.

Namun nyatanya di balik aktivitas kita menggunakan handphone rupanya aktivitas tersebut direkam oleh sistem yang menciptakan algoritma. Padahal, ia juga bekerja di atas fondasi logika matematika yang sangat terstruktur. Bagaimana umpan balik kita dalam menciptakan algoritma media sosial tersebut? Di balik personalisasi timeline yang terasa personal dan terdapat penerapan konsep dasar mengenai logika teori himpunan. Hal ini juga didukung dengan pencapaian dari tujuan tertentu yang ditetapkan oleh sistem mengharapan pengguna lebih lama menggunakan media sosial tersebut. Dengan melakukan pengumpulan data yang dapat berkaitan satu sama lain tanpa melupakan elemen-elemen dari data pengguna.

Penerapan dan Kilas Balik: Pemahaman Teori Himpunan secara Sederhana

Dalam konteks ilmiah algoritma mengacu pada suatu prosedur yang diikuti secara bertahap untuk menyelesaikan suatu masalah atau melakukan perhitungan. Algoritma dalam matematika adalah proses bertahap yang membantu menyelesaikan masalah melalui perhitungan dan mempertimbangkan beberapa variabel secara logis. Kedua jenis algoritma ini harus memiliki akhir yang pasti untuk mencapai solusi.

Di media sosial algoritma matematika merepresentasikan perilaku kita dalam istilah data yang bisa dianalisis oleh sistem komputer. Segala sesuatu mulai dari menulis komentar,menekan tombol suka, memposting sesuatu, menonton video selama beberapa detik semuanya diubah menjadi matematika dalam bentuk titik data.

Teori Himpunan terdapat pada matematika dan ilmu komputer yang menganalisis mengenai interaksi antarobjek melalui representasi visual dan sisi. Apabila dikaitkan dengan konteks media sosial, setiap pengguna yang melakukan aktivitas pengumpulkan data dengan follow, like, komentar pada konten yang disukai bahkan membagikannya. Pengumpulan elemen-elemen tersebut akan membuat suatu rangkaian sistem algoritma yang dapat membantu menganalisis pola pertemanan, konsumsi konten hingga merekomendasikan konten maupun teman baru yang memiliki minat yang sama.

Secara sederhana, himpunan dari data pengguna adalah sebuah wadah yang terstruktur atas data yang memiliki definisi yang jelas. Dalam himpunan data tersebut terdapat batas-batas yang disebut dengan elemen. Menurut ilmu matematika murni, objek dapat berupa angka maupun variabel yang berupa konteks digital yang akan dimuat dalam satu akun pengguna saja.

Untuk menghubungkan elemen-elemen yang ada, matematika mengenalkan operasi dasar yang disebut, irisan, gabungan, dan komplemen. Irisan dapat disebut sebagai, wilayah premis yang memiliki kesamaan konten. Kedua adalah gabungan, yaitu kumpulan dari keseluruhan data yang dimuat oleh pengguna selama menikmati konten. Terakhir adalah komplemen, yang merujuk keluar premis yang sudah dimuat oleh pengguna itu sendiri. Ketiga logika dasar matematika ini sangat berpengaruh untuk menjadi mesin utama dari berjalannya algoritma media sosial.

Dampak Eksplorasi Media Sosial terhadap Penggunanya

Pada dasarnya penggunaan media sosial dapat memilih konten-konten yang diinginkan dengan cara mencari konten terkait, frekuensi penayangan konten juga mempengaruhi algoritma. Namun akan ada masanya konten media sosial yang sedang booming akan lewat di beranda pengguna karena jumlah penayangan atau hanya sekedar bagian dari promosi.

Penerapan algoritma pada media sosial nyatanya memberikan dampak yang significant pada kehidupan nyata pengguna. Penemuan informasi atau konten media sosial yang begitu cepat dan tepat dengan minat pengguna dinilai sangat membantu. Algoritma juga membantu pengguna bertemu dengan audiens lain yang memiliki minat yang sama lewat komentar atau konten beranda. Ketersediaan ruang ekspresi diri yang terarah bahkan menjadi sarana hiburan semakin membuat pengguna betah scrolling media sosial. Pada algoritma ini juga menjadi penolong bagi pelaku UMKM dalam menjangkau calon konsumen melalui iklan terpersonalisasi maupun berbayar.

Tidak lupa di sisi lain dari dampak positif dari algoritma media sosial juga menyebabkan dampak buruk bagi penggunanya. Kecanggihan ini menyimpan konsekuensi yang besar dan perlu diwaspadai karena pengguna dapat terjebak dalam efek ruang gema atau echo chamber. Pengguna dibuat mengonsumsi putaran konten yang disukai saja hingga hanya dikenalkan dengan satu sudut pandang saja tanpa ada pembaruan berita penting lainnya. Akibat terpersonalisasi konten secara terus-menerus dapat memicu kesehatan mental menurun, ketergantungan dan menurunkan kepekaan pengguna terhadap interaksi yang ada di dunia nyata.

Refleksi dan Penutup

Keterkaitan antara matematika dan media sosial membuktikan betapa canggihnya teknologi saat ini. Di satu sisi ia memudahkan kita, namun di sisi lain ia menciptakan ruang gema yang mempersempit cakrawala informasi. Oleh karena itu, digital awareness sangat dibutuhkan agar kita tidak sepenuhnya dikendalikan oleh sistem. Terkadang, kita harus keluar dari zona nyaman dengan menjelajahi hal-hal di luar rekomendasi algoritma, membiarkan diri terpapar oleh pemikiran yang komplementer, dan merebut kembali kendali atas apa yang kita konsumsi. Sebab di balik layar kaca yang dingin itu, kita bukan sekadar angka atau variabel dalam algoritma bahwa kita adalah manusia yang memiliki hak penuh untuk menentukan arah navigasi digital kita sendiri.

Perlu diingat bahwa peran kita sebagai individu sangat berpengaruh besar dalam menciptakan elemen dalam semesta himpunan yang terus beririsan. Namun semua itu dapat kita kendalikan dengan menentukan batas-batasnya.

Daftar Pustaka

Rahman Rudi, dkk. (2025). Pengaruh Algoritma Media Sosial Terhadap Pola Konsumsi Informasi di Kalangan Gen Z di Universitas Hang Tuah Pekanbaru. 13(2). 351-358.

Lanman McCall. (2026, Juli 1). A marketer’s guide to how social media algorithms work and how to master them. Sproutsocial

Tenny Tjia. (2026). Dampak Algoritma Media Sosial pada Pola Pikir Generasi Muda. Radio Republik Indonesia

Dr. Hidayaturrahman, S.Kom., M.T.. (2025). Cara Kerja Algoritma Media Sosial yang Mengatur Feed Kita. Binus.ac.id

Isnainiuha. (2024). Himpunan. Kanal Pengetahuan dan Menara Ilmu Fakultas Matematika dan Ilmu Pengetahuan Alam Universitas Gadjah Mada

I came back from LA with friends just now. It was me and 4 other girls, and we got food several times, and spent a ton of the day at this Korean sauna. We spent a good amount of time in the nude portions which were gender separated and I had a blast, but then we grouped back up and spent a lot of time in the coed area. We all napped together, traded some massages, yapped and relaxed. And then we drove home and got ready to see eachother again tomorrow for a movie with other friends. And no one was afraid of me, in the way my mother instilled into me. My friends feel safe and comfortable around me, and do not view me as a monster solely due to my gender. I have friends who feel safe with me, want to have sleepovers, and accommodate me. I wish I could go back and tell younger me this, and counter condition sooner this schema I carried forth for so many years.

#procesos

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Créditos · © 2026 Juanma Menéndez

Esta obra está licenciada bajo una Licencia Creative Commons Atribución 4.0 Internacional (CC BY 4.0).

Esto significa que puede ser compartida, copiada, adaptada y distribuida en cualquier medio o formato, incluso con fines comerciales, siempre que se dé el crédito adecuado al autor.

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Every intelligent system learns from data, histories and assumptions that are incomplete. Prof. Sennay Ghebreab considers who is missing from the picture, who should be in the room before a system is built, and what African proverbs ask of AI.

Sennay Ghebreab is a full professor of Socially-Intelligent AI at the University of Amsterdam (UvA), where he also serves as the program director of the Master Information Studies and the founder and scientific director of the Civic AI Lab. His current work focusses on harnessing AI for the betterment of everyday life and society, ensuring it is done fairly and inclusively. His work is rooted in a multigenerational family of African educators and innovators.

AJ. Every intelligent system learns from data, histories and assumptions that are incomplete. Who or what is missing from the picture, and how do you know?

SG. I distinguish between three levels of incompleteness. First, a system may have sufficient data – for example, millions of medical images – but lack the technical capacity to extract meaningful information from it. This requires a technical fix. Second, a system may lack the data needed to represent reality faithfully, for example, language models not exposed to African languages and oral traditions. This requires a social intervention: citizens and communities must question the system, identify who or what is missing, and help fill the gaps. Third, a system may be deliberately designed to acquire, concentrate or maintain political or economic power. A social media platform, for example, may prioritize engagement over wellbeing. This requires more than technical or social interventions; it calls for cross-sectoral collaboration and systemic change.

AJ. Where does an incomplete picture turn into a decision about a person’s life? Your group has worked on Amsterdam’s school allocation algorithm. What did that case show?

SG. Amsterdam’s school allocation algorithm is one of several Civic AI Lab use cases addressing socioeconomic inequality, in this case in education. It matches children to their preferred schools using a well-known algorithm based on Nobel Prize-winning work. Its appeal lies partly in being strategy-proof: parents and children cannot improve their chances by misrepresenting their preferences.

But this assumes that parents and children will try to game the system. Our research found that, when adequately informed about the risks of misreporting, they have little or no reason to do so. This incomplete understanding of their needs and behavior led to a suboptimal algorithm with real consequences: for years, children ended up in schools they did not want to attend. The lesson is that an algorithm can work exactly as designed and still produce undesirable outcomes when its underlying assumptions fail to reflect people’s realities.

AJ. The obvious answer is more data. But archives and museums earn trust by showing provenance, where an object came from and who handled it. Should an AI system have provenance too?

SG. If more data means better, more trustworthy data, then yes. Provenance in AI is essential to understanding where data comes from, how it has been collected and processed, and whose knowledge it represents. But data provenance is about more than improving AI. It is also about recognizing the citizens and communities whose knowledge and data make scientific, technological and social developments possible. Too often, science and society have extracted knowledge without giving proper credit, ownership or agency to those who contributed it.

As AI expands across every sector and around the world, data provenance offers an opportunity to change that: from extraction to recognition, and from exploitation to shared ownership. It can help ensure that the people and communities behind the data are not merely resources for AI, but recognized contributors with a say in how their knowledge is used.

AJ. Your group’s line is that AI should be working for people, instead of people working for AI. What changes in practice when the community is in the room before the system is built?

SG. I believe science and development of any sort – including AI – should follow a cycle of reflection, introspection, imagination and transformation, and then begin again. Citizens and communities should participate in every step of this cycle as equal partners, not passive recipients of systems and markets designed for them or applied to them. This brings different perspectives to the table, challenges assumptions and improves the quality of every step.

Yet involving citizens and communities is generally seen as undesirable because it tends to slow things down. But as a Kenyan proverb goes, “Hurry, hurry has no blessing.” Rushing may save time in the short term but lead to poor outcomes in the long term. If we want AI to work for people, we must take the time to reflect, listen and imagine together before we transform.

AJ. This conversation happens in Johannesburg, at a festival asking who gets to define intelligence. What does an African setting change about what counts as incomplete?

SG. In recent years, I have increasingly drawn on African proverbs to clarify and challenge how AI is designed, developed and deployed. Three other examples I regularly use in my lectures and conversations are the Nigerian proverb, “Until the lion learns how to write, every story will glorify the hunter”; the Ghanaian proverb, “Wisdom is like a baobab tree; no one individual can embrace it”; and an Ethiopian proverb from my birth country, “You cannot wake someone who is pretending to be asleep.”

Only recently did I realize how these proverbs speak to the aforementioned levels of incompleteness. I seem to be increasingly turning to Africa’s deep, timeless and often globally overlooked wisdom to imagine different pathways for AI. By resisting the frantic AI races shaped elsewhere and drawing on its own histories, knowledge systems and communal traditions, Africa can help shift the focus from individual power to collective wisdom, and from competition to compassion for people and planet.

AJ. What is the one question a citizen, a funder or a ministry should ask of any AI system before trusting it?

SG. The central question of my research group Socially Intelligent Artificial Systems (SIAS), including the Civic AI Lab is: How can we develop AI that helps move us from the Cycle of Oppression to the Cycle of Liberation?

These cycles draw on the work of Brazilian educator and thinker Paulo Freire, author of the seminal book Pedagogy of the Oppressed. The Cycle of Oppression reproduces a status quo driven by power, profit, competition, greed and fear. The Cycle of Liberation points towards a more conscious society grounded in equity, dignity and compassion.

Too often, AI reinforces oppression rather than enabling liberation. The central question of my research group, challenges citizens, funders, companies and ministries to look beyond technical effectiveness or economic profit. What kind of society does this system help create, and whose interests does it serve? The discomfort this question provokes is important. It may be the beginning of the reflection and introspection needed for genuine transformation.

WHAT HAPPENS WHEN INTELLIGENCE LEARNS FROM AN INCOMPLETE PICTURE OF HUMANITY? 15 October 2026, Fak'ugesi Digital & Innovation Festival: fakugesi.co.za

Ashraf Johaardien is the Writer in Residence at the Fak’ugesi African Digital & Innovation Festival 2026. His views are his own and do not represent those of the festival or its partners.

8 October 2026

Dr Tammy Hodgskiss Reynard heads the Origins Centre at Wits. She considers who decides what a museum keeps, what a pinch of ochre can say that a headline cannot, and what the museum of 2050 should hold.

Dr Tammy Hodgskiss Reynard is the Head of the Origins Centre Museum at Wits University. A proudly South African archaeologist, ochre researcher, museum enthusiast, people hugger and mother, Tammy is passionate about celebrating South Africa’s heritage and sharing it with the world. She loves creating engaging art-science experiences and playing her part in growing an inclusive community.

AJ. Museums were built to decide what gets kept, what gets shown and what gets left out. Who decided at the Origins Centre, and how has that changed since it opened in 2006?

TH. Origins Centre was shaped by many hands: researchers, heritage practitioners, artists and descendant community members. From the start it was meant to be a space for many voices, where storytelling sits alongside science. Since opening in 2006, and now placed within the Wits Science Faculty, that mission has widened, encompassing broader research projects and science communication initiatives. Origins Centre is not just about how we became human, but about what makes us human. The displays and interactions are interdisciplinary, ethical and rooted in community. This means engagement that reaches beyond the museum walls – bridging the academic-public divide – and giving voice to those who were often left out of the history books, misrepresented or who were unethically treated.

AJ. You treat memory as infrastructure. What does a museum hold up, and what falls if it fails?

TH. A museum can be many different things – and the memories and moments it holds are always changing depending on who is viewing them and how we connect with them. Every choice about what goes on display and what stays in storage decides which memories survive or are given value. If a museum fails this, stories narrow, voices are silenced and the past hardens into one version. A museum should always be evolving, as stories change and understandings and perspectives of the past change. At Origins, we try to make engagement with the past personal and interactive through new temporary exhibitions, lectures, workshops and family events.

AJ. The Origins Centre holds 2.6 million-year-old tool technology and early art. Which object most changes how a visitor thinks about who invented what?

TH. It’s difficult to choose one object. But the large, embroidered panels present the viewer with a spellbinding, visual illustration of the complicated and harsh, yet beautiful and hopeful story of southern Africa and its people. Africa is the heart of our human journey. The museum presents the amazing heritage, innovation and diversity that Africa holds – now and in the ancient past. Much of Origins Centre focuses on the first peoples to live here in southern Africa, the San hunter-gatherers. I hope visitors are impacted by their important place in our history (and present), their intimate knowledge of land, plants and animals and how these are all connected cosmologically.

AJ. Your research is on ochre and what it says about early cognition. What does a pinch of ochre tell us that a headline cannot?

TH. I believe everyone needs a little ochre in their life! Ochre and mineral pigments have been used by humans for over 100,000 years, but these, mostly red, mineral pigments were collected for more than 500,000 years in southern Africa, even before anatomically modern Homo sapiens. Although the obvious focus may be on their use as paints, these iron-rich rocks (and soils) can be used in so many ways. Ochre is often used in ritual ceremonies, as a beauty product, to preserve hides, as skin protection, in hafting adhesives, and even as a nutritional supplement. So ochre is not just a pigment, it’s a simple rock that carries a deep human story.

AJ. The centre uses multisensory experiences and AR. What does technology add to a museum, and what can it quietly take away?

TH. The displays, films, contemporary art, interactive experiences and our AR app make Origins a distinctive, multisensory experience. AR can be a valuable way to bring cultural and historical landscapes to life, and it's also fun. But for me, the tactile and hands-on interactions matter most, so holding a stone tool or making ochre paint. But I love how engagement with a giraffe or zebra on the app can ignite the spark for a child to learn more and explore more. Technology speaks more strongly to some people than to others, so offering different levels of engagement matters. What’s important to me is that the connection to real objects and people isn’t lost.

AJ. If you drew the blueprint for the museum of 2050, what would be in it, and what would you leave out?

TH. The ‘Origins of Life’ element is important to include in the story told at Origins Centre. Wits curates an amazing and vast fossil collection, which needs to be made available to the public for viewing and engaging with. Many people don’t realise the long fossil record that (South) Africa has, from the first single celled organisms and fossil plants to dinosaurs and therapsids. Importantly, the museum needs to remain a visual and sensory experience of our past, our connection with nature – which we are sometimes very removed from these days – and to foster ways of remembering, reinventing and growing connections with each other.

FROM THE INSIDE OF A MEMORY ENGINE: THE ORIGINS CENTRE AS A GLAM CASE STUDY: 14 October 2026, Fak'ugesi Digital & Innovation Festival: fakugesi.co.za

Ashraf Johaardien is the Writer in Residence at the Fak’ugesi African Digital & Innovation Festival 2026. His views are his own and do not represent those of the festival or its partners.

9 October 2026

Même si aujourd’hui, personne ne me lit. Au fond, ce que je cherche à faire, avec ces bouts de pensée, c’est les confronter au monde et exister.

C’est partager l’expérience empirique de moi-même dans l’espoir qu’elle parle à d’autres.

Et d’être compris.

Cette expression (« l’expérience empirique de soi-même ») revient à Alain De Botton. Je l’ai trouvé magnifique et décidé d’en faire quelque chose.

Tournament of Incompetence- Finals: The Trial

Sixteen contestants entered the Tournament of Incompetence. Fourteen have been eliminated, some through surprisingly impressive demonstrations of practical competence, others through the simple misfortune of encountering challenges that suited their particular abilities. Kenny Powers survived twenty-two days in the Canadian wilderness. Connor Roy completed an accelerated thirteen-year education without being suspended. Nelson Bighetti somehow finished first in every opening-round event, proving that a person could be almost entirely devoid of ambition yet still function effectively when given clear instructions. Even Jonah Ryan, a man seemingly engineered to be intolerable in every conceivable social environment, managed to complete six grades of elementary and middle school before his overwhelming need to humiliate a twelve-year-old finally resulted in his suspension. The tournament has systematically eliminated those who possess sufficient intelligence, discipline, patience, practical knowledge, or sheer stubbornness to succeed at ordinary tasks. What remains is a particularly troubling pair of finalists: Byron “Buster” Bluth, a forty-something man who has spent most of his adult life psychologically attached to his mother, and Hannah Horvath, an aspiring writer whose combination of self-importance, emotional volatility, and almost unlimited capacity for rationalization has repeatedly transformed manageable situations into personal catastrophes.

The championship will be decided in the Superior Court of Fairhaven, where the two finalists must independently convince a panel of five judges that their continued existence possesses sufficient value to justify sparing them from the tournament's ultimate punishment. Each contestant has been given thirty minutes to present evidence of personal accomplishments, professional contributions, meaningful relationships, and potential for future improvement. The judges may interrupt at any time, request clarification, demand supporting evidence, and question apparent inconsistencies between the contestant's testimony and the extensive records compiled during the tournament. No lawyers, family members, public-relations representatives, or personal assistants are permitted. Each contestant has been warned that the tribunal will be considerably less forgiving than the previous rounds. The judges have already reviewed the contestants' employment histories, school disciplinary records, wilderness performances, and selected incidents from their lives before entering the competition. They are not interested in hearing generalized claims about good intentions or potential. They want evidence that either finalist can contribute something meaningful to the world without requiring other people to devote their lives to preventing them from making everything worse.

The panel consists of Chief Judge Eleanor Whitcomb, a former appellate judge known for her precision and intolerance of evasive testimony; Judge Marcus Bell, a retired military judge who considers personal responsibility the foundation of adult competence; Judge Patricia Hargrove, a former social worker whose professional life involved evaluating dysfunctional families and troubled individuals; Judge Samuel Price, an economist who places considerable emphasis on independence, productive capacity, and the practical consequences of individual behavior; and Judge Victor Mendel, a retired criminal defense attorney whose sympathy for human frailty is tempered by forty years of listening to people construct elaborate explanations for their own terrible decisions. The judges have been instructed that the defendant who presents the less persuasive case will be declared the inaugural Champion of Incompetence and sentenced to death under the fictional tournament's rules. Although the proceeding is manifestly absurd, the panel has agreed to take its evaluative responsibilities seriously. The finalists, unfortunately, are considerably less prepared to do the same.

Finalist One: Buster Bluth

The Case for Byron Bluth

Buster Bluth enters the courtroom at nine in the morning wearing a navy suit that appears to have been selected by someone who knows his measurements only approximately. His trousers are slightly too short, his jacket is excessively large around the shoulders, and his tie has been pulled so tightly against his collar that he periodically makes a small choking noise before loosening it again. He carries three folders, a rolled-up map, a small leather briefcase, and an enormous photograph of his mother that he apparently intends to display during the presentation. As he approaches the defense table, the photograph slips from beneath his arm and lands face down on the floor. Buster immediately bends to retrieve it, knocks one of his folders against the table, and scatters several dozen pages across the courtroom carpet. The court clerk moves to assist him, but Buster insists that he can manage, explaining that the documents are organized according to a system that will become impossible to understand if someone else begins collecting them. After nearly two minutes of increasingly frantic paper gathering, Chief Judge Whitcomb asks whether he requires assistance. Buster responds that he does not, then adds that assistance would be appreciated if someone happens to have experience organizing papers by subject and emotional significance. Judge Bell asks what emotional significance has to do with arranging evidence. Buster looks genuinely surprised by the question and explains that some of the documents make him feel considerably better than others. Bell closes his eyes and rubs his forehead. Whitcomb directs the clerk to help Buster organize his materials, and eventually the defendant is seated. He immediately asks whether the courtroom has a telephone that can be used to contact his mother. Whitcomb reminds him that family assistance is prohibited. Buster assures her that he does not intend to ask Lucille for assistance with the presentation, only to confirm that she knows he arrived safely. Judge Bell observes that Buster has been transported to the courthouse by security personnel and has been sitting in the building for forty minutes without incident. Buster acknowledges this but explains that his mother worries. Bell asks whether Buster worries about his mother or whether his mother worries about Buster. Buster considers the question for several seconds before answering that it is a mutually beneficial arrangement in which everybody worries about everybody else. Judge Price quietly writes something in his notes.

Chief Judge Whitcomb informs Buster that his presentation may begin. He rises, retrieves a stack of index cards, and announces that his name is Byron Bluth and that he is a person of considerable potential who has been unfairly underestimated by a society that places excessive emphasis on conventional independence. He explains that he has studied cartography, archaeology, and several other academic subjects, and that his educational interests demonstrate a lifelong commitment to intellectual development. Unfortunately, he becomes distracted almost immediately by the sound of his own voice echoing through the courtroom microphone and asks whether the volume can be reduced. The clerk makes a minor adjustment, after which Buster begins again from the first sentence. Whitcomb informs him that he need not repeat the introduction, but Buster explains that he has memorized the presentation in a particular order and is concerned that skipping a section might cause him to forget subsequent material. Judge Mendel tells him to begin wherever he feels comfortable, and Buster launches into a fifteen-minute discussion of cartographic history that is unexpectedly informative. He correctly describes the development of navigational maps, explains differences between common map projections, and produces a carefully drawn topographical map of California with a level of technical detail that genuinely impresses the panel. He discusses the importance of accurate geographical information in emergency response, transportation planning, military operations, and environmental research, and for several minutes he appears to be a reasonably capable academic rather than the profoundly dependent man described in the tournament reports. Judge Price eventually interrupts and asks whether Buster has ever used these abilities to earn money. Buster responds that he has not, but that he has received several encouraging comments about his maps. Price asks from whom. Buster mentions a former professor, his brother Michael, and his mother. Price asks whether Lucille possesses any formal expertise in cartography. Buster replies that she is an excellent judge of quality and once identified a mistake in the placement of a restaurant on a street map. Judge Bell asks whether this constitutes the full extent of his professional experience. Buster becomes defensive and explains that employment is not the only legitimate expression of intellectual achievement. Bell agrees, then asks whether Buster has ever produced a map that anyone outside his family actually used for any purpose. Buster admits that he cannot think of an example. Price looks down at the beautifully drawn map, then back at Buster, and asks whether the court is supposed to consider him professionally useful because he has spent years producing detailed maps for an audience consisting primarily of his mother. Buster attempts to explain that he is still developing his skills, despite being an adult who has been studying the subject for decades. Judge Bell interrupts and asks how many additional decades he anticipates requiring before he is ready to apply for a job. Buster opens his mouth, closes it, and eventually answers that he has not established a specific timeline.

The judges turn toward Buster's employment history, which proves considerably more difficult to defend. Judge Price asks him to identify the longest period during which he has been financially responsible for himself. Buster explains that he has occasionally managed his own spending money and has lived away from his mother for brief periods. Price asks where that spending money came from. Buster admits that it generally came from his family. The judge asks whether he has ever paid market-rate rent, maintained a household budget, purchased groceries for an extended period, or worked a job that required him to report regularly to someone outside the Bluth family. Buster attempts to redirect the conversation toward his military experience, but Judge Bell immediately asks him to describe his responsibilities during his time in the Army. Buster produces a confused account of his enlistment, the family's attempts to keep him from deployment, and his eventual difficulties adjusting to military life. Bell, who has listened to thousands of soldiers describe their service, becomes visibly irritated and asks whether Buster is aware that the military expects recruits to follow instructions without consulting their mothers. Buster responds that he understands this in principle but believes that military institutions sometimes fail to appreciate the importance of family relationships. Bell asks whether Buster understands that most adults are capable of loving their parents without requiring those parents to authorize every meaningful decision. Buster responds that Lucille does not authorize every decision, only the important ones and certain smaller decisions that might have unexpected consequences. Bell asks for an example of a decision Buster has made independently during the past month. Buster begins describing his choice of breakfast cereal, then abruptly stops when he remembers that his mother had purchased the cereal and recommended it to him. Judge Mendel asks whether he selected the clothes he is wearing. Buster looks down at his suit and admits that Lucille helped him. Judge Hargrove asks whether he at least selected the tie. Buster answers that he did, and briefly appears triumphant, before adding that his mother suggested the color. Bell leans back in his chair and observes that the defendant appears to be asking the court to spare his life on the grounds that he can occasionally choose between options already selected for him by another adult.

Buster becomes increasingly distressed as the questioning continues, and his attempts to defend his independence begin producing more damaging evidence than the judges had originally requested. When Judge Hargrove asks whether he recognizes that his relationship with Lucille might be unhealthy, Buster responds with immediate indignation, insisting that his mother has sacrificed enormously to protect him from a dangerous and unpredictable world. Hargrove asks whether he believes Lucille has encouraged him to develop the skills necessary to live independently. Buster explains that she has always encouraged him to be the best version of himself, provided that doing so does not expose him to unnecessary risk or require him to move too far away. Hargrove asks whether he has ever disagreed with his mother about a serious matter. Buster begins describing his relationship with Lucille Austero, explaining that he was forced to choose between the romantic affection of one Lucille and the maternal approval of another. Judge Mendel asks whether it has occurred to him that being romantically involved with a woman who shares his mother's name might reflect some unresolved psychological issues. Buster looks shocked and insists that the coincidence is meaningless. Bell asks whether Buster is capable of discussing a single important relationship without referring to his mother. Buster immediately answers yes, then begins explaining that his brother Michael has always been supportive, particularly when their mother becomes unreasonable. The courtroom erupts into a brief exchange of suppressed laughter. Whitcomb strikes her gavel and instructs the spectators to remain quiet. Buster looks wounded and asks whether everyone is laughing at him. Judge Bell, whose patience has deteriorated considerably, responds that they are laughing because Buster has just defended his independence by naming a second family member responsible for taking care of him. Buster protests that families are supposed to help one another. Hargrove agrees, but asks what Buster contributes to these relationships. He says that he provides emotional support, loyalty, and companionship. She asks for a concrete example. Buster begins describing an occasion when he comforted his mother during a family crisis, although the account gradually reveals that the crisis primarily involved Lucille becoming upset with another family member and Buster agreeing with her version of events. Hargrove asks whether comforting a parent necessarily requires accepting everything that parent says. Buster hesitates, then asks whether disagreeing with one's mother is really the sort of behavior society wishes to encourage.

Judge Bell requests permission to question Buster about the wilderness challenge, and Chief Judge Whitcomb grants it with an expression suggesting that she expects the exchange to be unpleasant. Bell begins by confirming the basic facts: Buster was provided with a tent, sleeping bag, one hundred days of food, medical supplies, a water-filtration system, emergency communications equipment, and clothing suitable for the conditions. Buster agrees. Bell asks whether the equipment functioned correctly. Buster agrees again. The judge asks whether Buster suffered an injury, became ill, encountered dangerous wildlife, or experienced severe weather. Buster admits that he did not, although he emphasizes that he heard noises in the forest that might have been caused by dangerous animals. Bell asks whether a dangerous animal actually approached his campsite. Buster acknowledges that none was seen. The judge then asks whether Buster understands that he voluntarily surrendered after ten hours and thirty-four minutes, before spending a single night in the tent. Buster confirms the duration but objects to the characterization of his decision as surrender, explaining that he made a prudent assessment of his emotional limitations. Bell asks whether his emotional limitations included the inability to spend an evening in a tent without someone reassuring him that the forest was safe. Buster begins crying and admits that they did. Rather than easing his tone, Bell asks what would happen if Buster were required to handle an actual emergency involving someone who depended on him. Buster responds that he would try very hard to help. Bell asks what he would actually do. Buster explains that he would contact emergency services. Bell asks what he would do if communication were unavailable. Buster suggests finding another person who could help. Bell asks what he would do if no one else were present. Buster becomes visibly overwhelmed and eventually says that he would probably become very frightened. Bell leans forward and asks whether Buster can identify any circumstance in which he might be the person others should rely upon rather than the person desperately searching for someone more competent. Buster cannot answer. He looks toward Judge Hargrove, apparently hoping she will intervene, but she remains silent. Finally, he says that he understands why the court might consider him inadequate but does not believe that inadequacy should be grounds for execution. For the first time in the proceedings, Judge Bell has no immediate response.

Chief Judge Whitcomb then addresses the most troubling aspect of Buster's record: the false fire alarm that ended his academic challenge. She explains that his actions caused the evacuation of an entire school and the unnecessary dispatch of emergency personnel because he became convinced that a routine maintenance noise represented a serious threat. Buster insists that he was acting out of concern for the children. Whitcomb asks whether he understood that the teacher had investigated the noise and told him there was no emergency. Buster acknowledges that he did. She asks why he decided that his own judgment was more reliable than the teacher's. Buster explains that he was worried the teacher might have overlooked something. Whitcomb asks whether he possesses any expertise in electrical systems, fire safety, or emergency management that would justify disregarding the teacher's assessment. Buster admits that he does not. The chief judge then asks whether his decision was based on any objective evidence whatsoever. Buster begins to offer another explanation, but Whitcomb interrupts and tells him that she is not asking whether his fear was genuine. She is asking whether the fear was justified. After a long silence, Buster admits that it probably was not. Whitcomb asks whether he recognizes that his decision consumed emergency resources and frightened dozens of children. Buster agrees, and this time he does not invoke his mother's opinions or attempt to explain why the school should have behaved differently. He says that he made a mistake, that he was frightened, and that he should have listened to the teacher. Judge Mendel asks whether Buster believes he could avoid making the same mistake in the future. Buster responds that he would try, but cannot honestly promise that he will never panic again. Mendel asks whether he would be willing to seek professional assistance with his anxiety and dependence. Buster hesitates, looks toward the photograph of Lucille, and eventually says that he thinks it might be helpful, although he would prefer not to discuss the possibility with his mother until after the appointment. Judge Hargrove asks whether he would still seek help if Lucille disapproved. Buster struggles visibly before answering that he would like to believe he could. Hargrove tells him that wanting to believe something is not the same as doing it. Buster acknowledges this quietly and returns to his seat, looking more exhausted than he did when the questioning began.

The final ten minutes of Buster's presentation are considerably less organized than he intended. His prepared materials have largely been abandoned, and he no longer seems interested in displaying additional academic certificates or discussing obscure geographical subjects. Instead, he attempts to explain why someone who has accomplished very little might nevertheless deserve an opportunity to continue living. He admits that his family has protected him from consequences he should have learned to handle independently, that he has allowed his mother to exercise excessive control over his decisions, and that his fear often prevents him from attempting things he might actually be capable of doing. He describes how much he enjoyed portions of the Billy Madison Challenge, particularly the academic work and the opportunities to help children understand maps. He acknowledges that pulling the fire alarm was a terrible decision and says that he wishes he could apologize to every student whose day was disrupted. Judge Hargrove asks whether he believes he could work in a school or library under appropriate supervision. Buster responds that he would genuinely enjoy such a position, particularly if it involved maps, books, or educational materials. Judge Price asks whether he would be willing to begin with an ordinary entry-level job rather than waiting for an ideal position. Buster considers this and says that he thinks he would, although he admits that the prospect makes him nervous. Bell asks whether he would accept criticism from a supervisor younger than himself. Buster answers that he has already spent several weeks accepting instructions from elementary-school teachers and believes he could manage. The response is unintentionally funny, but it is also one of the more convincing things he has said. Mendel asks him why he thinks society should invest resources in helping him become independent when he has had so many opportunities to develop those skills already. Buster admits that he does not have a particularly good answer, except that he believes he might finally be ready to try. He then pauses, looks directly at the judges, and adds that he knows he has been a burden to people, but that he has never wanted to be one. He says that he is not asking the court to pretend he is impressive, accomplished, or especially useful. He is asking for the opportunity to become more useful than he has been. When Chief Judge Whitcomb asks whether he has anything further to add, Buster looks down at his mother's photograph, hesitates, and then places it face down on the table. He says that he would like to try making a decision without asking her first. The courtroom is silent for several seconds. Judge Hargrove makes a note. Bell looks skeptical but does not interrupt. Buster sits down, visibly terrified, having delivered an extraordinarily poor presentation that nevertheless contains several moments of genuine self-awareness.

Finalist Two: Hannah Horvath

The Case for Hannah Horvath

Hannah Horvath enters the courtroom shortly after eleven wearing a dress that appears to have been selected specifically to communicate that she does not care what anyone thinks about her appearance, although she has clearly devoted considerable thought to achieving that effect. She carries a laptop, three folders, a water bottle, and a thick manuscript titled The Radical Necessity of Hannah Horvath: Creativity, Labor, and the Violence of Conventional Expectations. She approaches the presentation table with an air of irritation that suggests she has already identified several procedural flaws in the tribunal's operation. Before beginning, she asks Chief Judge Whitcomb whether the court intends to evaluate her according to conventional economic standards or whether it will acknowledge the value of creative and emotional labor. Whitcomb explains that the judges will consider any relevant evidence of personal contribution, independence, and future potential. Hannah responds that this sounds reasonable but that she wants to establish, for the record, that conventional standards of usefulness have historically been employed to marginalize women, artists, and other individuals whose contributions do not fit neatly into capitalist systems of production. Judge Bell informs her that the record will reflect her objection and asks whether she intends to begin her presentation. Hannah replies that she already has. Bell observes that she has spent the first ninety seconds challenging the legitimacy of the proceeding without presenting any evidence concerning herself. Hannah responds that establishing the framework through which evidence will be interpreted is an essential part of any serious intellectual argument. Chief Judge Whitcomb asks whether she can proceed to the actual argument. Hannah says she can, although she briefly complains that the interruptions are disrupting the structure of her presentation. Judge Mendel points out that she was the person who initiated the procedural discussion. Hannah looks irritated, pauses, and eventually announces that she will begin again from the introduction because the judges have already compromised the rhetorical progression she intended to establish.

Her opening argument is articulate, intellectually ambitious, and almost entirely divorced from the practical questions the tribunal has asked her to address. Hannah explains that she is a writer, a cultural observer, and a person who experiences the world with an unusual degree of emotional intensity. She argues that sensitivity is frequently misidentified as weakness, particularly when expressed by women, and that many of the individuals society regards as difficult or unproductive are simply unwilling to suppress their authentic selves for the convenience of others. She discusses the history of artistic innovation, the importance of challenging institutional norms, and the tendency of bureaucratic systems to reward obedience rather than originality. For nearly seven minutes, she delivers an energetic lecture that contains several legitimate observations and relatively little evidence concerning her own accomplishments. Eventually, Judge Price interrupts and asks a simple question: what has she actually produced? Hannah appears momentarily surprised, then explains that she has published essays, attended the Iowa Writers' Workshop, and worked in several professional writing environments. Price asks whether she has published a book. Hannah responds that she has not yet completed a book, but that the quality of a writer's contribution cannot be measured solely through the number of published volumes. Price agrees and asks whether she has produced a substantial body of published work. Hannah explains that she has published several pieces and developed numerous projects that remain in various stages of completion. The judge asks whether any of those projects have generated meaningful income. Hannah becomes irritated and repeats that financial success is an inadequate measure of literary value. Price tells her that he agrees, but observes that the court is not evaluating the economic value of literature as a general category. It is evaluating Hannah Horvath, a specific person who has characterized herself as an important writer. He asks whether she can identify one concrete accomplishment that would distinguish her professional contributions from those of thousands of other aspiring writers who work ordinary jobs while producing creative material in their spare time. Hannah opens her mouth, begins answering, stops, and finally says that the distinction lies in her voice, which she considers unusually authentic and capable of articulating experiences that other people struggle to express. Judge Price asks whether this assessment comes from independent professional recognition or her own opinion. Hannah responds that she has received positive feedback from editors and instructors. Price asks whether she also received criticism. Hannah acknowledges that she did. The judge asks how she responded. After several seconds, Hannah admits that she has sometimes struggled with criticism, particularly when she felt that it reflected misunderstanding rather than legitimate concerns about her writing. Judge Price asks whether that means she responds well to praise and poorly to criticism. Hannah immediately objects to the oversimplification, beginning a lengthy explanation of how creative work requires a delicate balance between artistic confidence and receptivity to outside perspectives. Price interrupts and asks whether the simpler answer is yes. Hannah says that she does not appreciate being reduced to a binary response.

Judge Bell takes over and begins examining Hannah's employment history. He asks why she left a stable, well-paying position writing advertising material for GQ, a job that provided financial independence, professional experience, and opportunities to improve her craft. Hannah explains that the work was spiritually unfulfilling and that she feared becoming trapped in a commercial environment where her creative energy would be consumed by meaningless corporate assignments. Bell asks whether the job required her to stop writing independently. Hannah admits that it did not. He asks whether she was prohibited from publishing her own work outside office hours. She says that she was not. Bell asks whether she was being mistreated, underpaid, or subjected to unreasonable working conditions. Hannah acknowledges that the position was relatively comfortable and paid well, but insists that the underlying issue was existential rather than practical. Bell asks whether she understands how extraordinary it sounds to describe a comfortable writing job as an existential crisis while simultaneously asking the court to recognize her capacity for responsible adult functioning. Hannah becomes defensive and argues that people should not be expected to remain in jobs that make them unhappy merely because the positions are financially stable. Bell agrees that people are free to change careers, then asks what concrete plan she had for supporting herself after leaving. Hannah begins discussing the importance of creating space for meaningful artistic development. The judge interrupts and asks whether she had savings. Hannah acknowledges that she did not have substantial savings. He asks whether she had another job arranged. She says she did not. He asks whether she had a completed manuscript ready for publication. She admits that she did not. Bell leans forward and asks whether the court is supposed to admire her decision to abandon stable employment without savings, a replacement income, or a finished project simply because she found the work insufficiently flattering to her artistic identity. Hannah responds that she considers the characterization hostile and reductive. Bell tells her that the characterization is a chronological summary of her own decisions and that she is welcome to identify any factual error. Hannah struggles to do so, eventually arguing that the judge lacks the personal experience necessary to understand the emotional demands of creative work. Bell responds that he does not need to be a novelist to understand the concept of paying rent.

The questioning becomes considerably more damaging when Judge Hargrove turns to Hannah's relationships. She asks Hannah to identify the people who depend on her emotionally or practically, and Hannah immediately begins discussing her friendships with Marnie, Jessa, and Shoshanna. She describes the relationships as intense, complicated, and deeply meaningful, explaining that genuine intimacy often involves conflict because people who care about one another are willing to confront uncomfortable truths. Hargrove asks whether Hannah believes she has generally been a good friend. Hannah responds that she has tried very hard, although she acknowledges making mistakes. The judge asks for an example of a time Hannah made a significant sacrifice to help one of her friends. Hannah begins recounting an occasion when she listened to Marnie's relationship problems for several hours, although the story gradually reveals that Hannah spent much of the conversation discussing her own romantic difficulties. Hargrove asks whether she can identify another example. Hannah mentions supporting Jessa during periods of personal turmoil, but the details again become increasingly focused on how Jessa's behavior affected Hannah emotionally. The judge asks whether Hannah notices a pattern in her answers. Hannah responds that she does not. Hargrove explains that nearly every example begins with another person's problem and ends with Hannah describing how the situation made her feel. Hannah objects that emotional experiences are inherently subjective and that she can only describe events from her own perspective. Hargrove asks whether she has ever considered that other people's problems remain important even when Hannah is not personally affected by them. Hannah looks genuinely offended and insists that she is an empathetic person. The judge asks whether empathy requires listening to other people or simply having intense emotions in their presence. Hannah begins responding, but Hargrove interrupts and asks whether her friends would describe her as reliable. Hannah says that she believes they would, although she acknowledges that their relationships have included disagreements. Hargrove asks whether they would trust her to keep an important secret, show up when needed, or put aside her own problems during an emergency. Hannah says that they probably would, then immediately begins explaining several occasions when misunderstandings complicated her ability to fulfill those expectations. Hargrove looks down at her notes and asks whether Hannah has noticed that every time the panel requests evidence of responsibility, she produces a story about why responsibility was unusually difficult in her particular circumstances.

Judge Mendel begins examining Hannah's performance during the Billy Madison Challenge, and the exchange rapidly becomes the most contentious portion of the hearing. He asks whether Hannah understands that she was suspended from first grade after repeatedly disrupting reading lessons and refusing to comply with instructions from the teacher. Hannah responds that the curriculum contained problematic assumptions about gender, family structure, and cultural representation, and that she believed the children deserved access to more diverse literary perspectives. Mendel acknowledges that curriculum criticism can be legitimate and asks whether Hannah made any effort to raise her concerns through established procedures. She explains that she attempted to speak with the teacher, but that the teacher repeatedly dismissed her observations as inappropriate for the children's age. Mendel asks whether Hannah understands that the students were seven years old and had been assigned the relatively modest task of identifying characters, settings, and basic narrative structure. Hannah responds that ideological assumptions can be transmitted through even the simplest stories. The judge agrees, then asks whether preventing the children from completing their reading assignments improved their education. Hannah insists that the disruption encouraged critical thinking. Mendel asks whether the children actually demonstrated any meaningful understanding of the concepts she introduced. Hannah admits that several appeared confused, but argues that confusion is often the beginning of intellectual growth. Mendel asks whether she believes six- and seven-year-olds need to understand intersectional literary criticism before they can identify the letter B. Hannah objects that he is deliberately trivializing her argument. He responds that he is attempting to understand why a college-educated adult considered it appropriate to commandeer an elementary-school classroom because the teacher would not let her turn a phonics lesson into a seminar on cultural representation. Hannah responds that the description is insulting. Mendel tells her that the school records indicate she distributed unapproved reading material, repeatedly interrupted lessons, encouraged children to disregard their teacher, and refused direct instructions after several warnings. He asks which part of that description is inaccurate. Hannah says that none of the individual facts is necessarily wrong, but that the framing ignores the ethical context. Mendel leans back and remarks that the court has now spent nearly fifteen minutes discussing why Hannah should not have been expected to follow the instructions of a first-grade teacher, and that he still has not heard her say that she behaved badly. Hannah replies that she is willing to acknowledge mistakes but refuses to apologize for challenging oppressive assumptions. Mendel asks whether she can identify a single oppressive action taken by the teacher beyond declining to surrender control of her classroom. Hannah hesitates. Chief Judge Whitcomb intervenes and asks a more direct question: whether Hannah believes she was entitled to prevent the other children from learning because she considered her own educational priorities more important than theirs. Hannah begins explaining that the children were not being prevented from learning, merely being exposed to alternative forms of knowledge. Whitcomb interrupts and tells her that the school records specifically document that the class failed to complete several scheduled lessons because of her interruptions. Hannah responds that the lessons were not especially valuable in their original form. Whitcomb asks whether she recognizes that she has just answered the question by asserting that her judgment was more important than the teacher's, the school's, and the children's. Hannah becomes visibly angry and announces that she will not participate in an interrogation designed to punish her for thinking critically. Whitcomb responds that Hannah is free to think critically, but that critical thinking does not confer the right to commandeer every room she enters. For several seconds, Hannah appears ready to argue further, but eventually folds her arms and announces that she has nothing additional to say on the subject. The courtroom atmosphere deteriorates further when Judge Bell asks Hannah about the wilderness challenge. He begins by confirming that she possessed adequate food, shelter, clothing, water, and medical supplies, and that she withdrew voluntarily after approximately forty-nine hours. Hannah acknowledges the facts but immediately begins explaining that psychological survival is fundamentally different from physical survival and that isolation can produce profound emotional distress even when basic material needs are satisfied. Bell asks whether she experienced any actual medical emergency. Hannah admits that she did not. He asks whether she encountered dangerous wildlife, suffered an injury, or experienced weather conditions beyond the capabilities of her equipment. She says that she did not, although she emphasizes that the nights were cold and uncomfortable. Bell asks whether she understands that millions of people voluntarily spend weekends camping under similar conditions. Hannah responds that recreational camping is different because people typically have companions and choose their circumstances. Bell reminds her that she voluntarily agreed to participate in the challenge. Hannah replies that she did not fully appreciate the emotional consequences until she experienced them. The judge asks whether she has a habit of committing to responsibilities before considering whether she possesses the discipline to complete them. Hannah immediately objects, explaining that the wilderness challenge was an unusually extreme experience. Bell asks whether she would characterize working at a fast-food restaurant as an extreme experience. Hannah looks confused and says that it was certainly unpleasant. Bell points out that she voluntarily abandoned that job after seventy-two minutes. He then asks whether attending first grade constitutes an extreme experience. Hannah argues that the school environment was intellectually oppressive. Bell asks whether waiting in a government office for an appointment constitutes an extreme experience. Hannah responds that the waiting-room conditions were psychologically degrading. Bell opens the tournament record and reads the durations aloud: seventy-two minutes at Burger Barn, one hour and forty-seven minutes in the waiting room, less than three weeks of elementary school, and forty-nine hours in a fully supplied wilderness campsite. He looks directly at Hannah and asks whether there is any ordinary inconvenience she has encountered that she has not eventually redefined as a profound violation of her personal dignity. Hannah becomes furious and begins insisting that he is deliberately ignoring the unique circumstances of each event. Bell responds that the circumstances change but her explanations remain identical: the workplace was exploitative, the teacher was authoritarian, the waiting room was dehumanizing, and the wilderness was psychologically damaging. He asks whether it has ever occurred to her that the common denominator might be Hannah Horvath. She responds that the question is offensive and demonstrates a complete absence of empathy. Bell says that he is not especially concerned about appearing empathetic to someone who has spent the entire hearing insisting that every institution she encounters must reorganize itself around her feelings. Chief Judge Whitcomb intervenes before the exchange deteriorates further, but Hannah has begun breathing rapidly and appears close to tears.

Judge Price attempts to restore the proceedings to practical matters by asking Hannah to describe her plans for the future. She explains that she intends to publish an important book, establish herself as a respected literary voice, and pursue relationships that support her emotional and creative development. Price asks whether she has a completed manuscript. Hannah says that she has several substantial pieces of writing that could eventually become part of a larger project. He asks whether any publisher has expressed interest in the project. Hannah acknowledges that no contract currently exists. Price asks how she intends to support herself while completing the book. Hannah responds that she could pursue freelance writing, teaching, or another position that allows sufficient flexibility for creative work. He asks whether she would accept an ordinary administrative or service-sector job if no writing positions were available. Hannah hesitates and explains that she would prefer employment that respects her intellectual abilities. Price asks whether she understands that most people do not enjoy every aspect of their jobs and that financial independence often requires accepting responsibilities that are not personally fulfilling. Hannah responds that she understands this in theory but believes that creative individuals should not be forced to sacrifice their potential merely to satisfy conventional economic expectations. Price asks whether she believes someone else should therefore be responsible for supporting her while she develops that potential. Hannah immediately denies this, but struggles to explain how she intends to pay her bills without either accepting work she dislikes or relying on assistance from other people. The judge asks whether she believes she possesses a right to financial support simply because she considers her writing important. Hannah responds that she has never claimed such a right, although she begins discussing the historical importance of patronage and public support for the arts. Price interrupts and asks whether she recognizes that she has once again transformed a straightforward question about her personal responsibilities into an abstract discussion of social policy. Hannah becomes visibly frustrated and announces that the judge is refusing to engage with the complexity of her argument. Price responds that he understands the argument perfectly well, but that understanding it does not make her rent disappear. With only a few minutes remaining, Chief Judge Whitcomb invites Hannah to deliver a final statement. Hannah rises, visibly angry and emotionally exhausted, and begins by accusing the tribunal of applying an unjust standard to individuals whose personalities do not conform to conventional expectations. She argues that the judges have repeatedly treated her intellectual curiosity as arrogance, her emotional sensitivity as weakness, and her resistance to authority as evidence of personal failure. She insists that the court's conception of usefulness is fundamentally flawed because it privileges obedience, financial productivity, and emotional restraint over creativity, authenticity, and independent thought. Her argument becomes increasingly impassioned as she describes the historical mistreatment of artists, intellectuals, and people who challenged established institutions. Several of her points are persuasive in isolation, but she repeatedly returns to the suggestion that her own difficulties should be understood primarily as consequences of society's inability to accommodate her personality. Judge Hargrove asks whether Hannah is prepared to acknowledge that she has sometimes been selfish, unreliable, or inconsiderate toward other people. Hannah responds that everyone has flaws and that it is unfair to demand perfection from her when no human being can meet such a standard. Hargrove explains that nobody is demanding perfection and that the question concerns whether Hannah recognizes specific patterns of behavior she should change. Hannah insists that she has already acknowledged making mistakes, but that the panel seems interested only in humiliating her. Judge Mendel asks whether she can describe one concrete behavioral change she intends to make. Hannah responds that she intends to surround herself with people who respect her boundaries and understand her creative needs. Mendel asks whether she intends to become more respectful of other people's boundaries. Hannah says that she already respects boundaries when they are reasonable. The judge asks who decides whether they are reasonable. Hannah answers that every situation requires individual judgment. Mendel asks whether, in practice, this means Hannah decides which boundaries she is willing to respect. Hannah looks furious and replies that she will not allow the court to portray her as a selfish monster merely because she refuses to accept arbitrary restrictions. The decisive moment arrives when Chief Judge Whitcomb asks Hannah one final question. She explains that the panel has heard extensive testimony about Hannah's intelligence, creative ambitions, emotional experiences, and objections to institutional expectations, but comparatively little about what Hannah believes she owes to other people. Whitcomb asks whether Hannah can identify a responsibility she would fulfill even if doing so made her unhappy, interfered with her writing, and provided no immediate recognition or emotional reward. Hannah pauses for several seconds. She begins by discussing the importance of friendship, but quickly adds that healthy relationships must involve reciprocity and respect for individual needs. Whitcomb asks for a specific example rather than a general principle. Hannah mentions supporting a friend during a personal crisis, but acknowledges that she would expect similar support in return. The chief judge asks whether Hannah has ever considered that some obligations must be fulfilled even when the people involved cannot immediately reciprocate. Hannah responds that she rejects the idea that suffering should automatically be considered virtuous. Whitcomb explains that the question is not about suffering as a virtue, but about whether Hannah recognizes any obligation that takes precedence over her immediate preferences. Hannah becomes increasingly frustrated and argues that the court is attempting to impose an antiquated model of female self-sacrifice under the guise of personal responsibility. Judge Hargrove asks whether Hannah understands that the same question was asked of Buster Bluth, a man. Hannah replies that the social context is different because women have historically been expected to perform unpaid emotional labor. Whitcomb observes that the question has now been asked three times without receiving a direct answer. Hannah finally announces that she does not believe human beings should be required to prove their value by sacrificing themselves for others. The chief judge looks down at her notes, waits several seconds, and then asks whether Hannah has finished her presentation. Hannah responds that she has, although she adds that she considers the entire proceeding a disturbing example of institutionalized cruelty. Whitcomb thanks her and directs her to sit. Hannah complies, visibly trembling with anger, convinced that she has been subjected to an intellectually dishonest interrogation rather than a legitimate assessment of her behavior.

The Judges Deliberate

The five judges retire to their conference room shortly after one o'clock, bringing with them the extensive records compiled during the championship. For several minutes, nobody speaks. Judge Bell eventually breaks the silence by announcing that he has rarely encountered two adults so poorly equipped to defend their own interests. He describes Buster as a man whose entire personality appears to have been constructed around the avoidance of independence, and Hannah as a woman who has developed such an elaborate intellectual vocabulary for justifying her behavior that she seems almost incapable of recognizing when she has behaved badly. Judge Price agrees with the characterization but argues that the panel must distinguish between incompetence and disagreeableness. Hannah may be infuriating, he observes, but she has held jobs, lived independently, published writing, and demonstrated greater practical autonomy than Buster could realistically hope to achieve without substantial assistance. Buster, by contrast, could scarcely answer a question about choosing his own clothing without invoking his mother. Price argues that the court should not allow Hannah's abrasive personality to obscure the objective difference between the contestants' accomplishments. Judge Bell agrees that Hannah is more independent, but questions whether independence should be treated as an uncomplicated virtue when it primarily enables a person to inflict the consequences of their own bad judgment on themselves and others. He observes that Buster is frequently incompetent because he lacks confidence, whereas Hannah appears to possess almost unlimited confidence in judgments that have repeatedly proven disastrous. Price responds that overconfidence is not necessarily worse than helplessness. Bell replies that helplessness can sometimes be corrected through training and support, while Hannah's insistence that every failure is attributable to an unjust system leaves considerably less room for improvement.

Judge Hargrove argues that the presentations reveal an important distinction between the contestants' attitudes toward other people. Buster, despite his extraordinary dependence, appears genuinely concerned about the well-being of those around him and acknowledges that he has sometimes been a burden. Hannah, by contrast, repeatedly struggled to identify obligations extending beyond her own emotional experiences. Hargrove points to Hannah's inability to answer the chief judge's final question about responsibility, observing that the defendant transformed an inquiry about ordinary reciprocal obligations into a political argument about the history of female self-sacrifice. The judge acknowledges that Hannah raised legitimate concerns about social expectations, but argues that those concerns were largely irrelevant to the question she had been asked. Mendel agrees and offers a particularly harsh assessment of Hannah's testimony. He describes her as someone who has mistaken the ability to explain behavior for the ability to justify it, and who has spent so long narrating her own life that she appears to experience other people primarily as supporting characters in her personal story. Buster, he argues, is profoundly limited but at least capable of recognizing that his limitations are real. Hannah repeatedly recognizes the existence of her shortcomings only long enough to explain why they should not count against her. Mendel observes that Buster's final presentation, clumsy as it was, included a credible acknowledgment of responsibility for the false fire alarm, a willingness to seek help, and an admission that he might never become completely independent. Hannah's presentation contained almost no comparable concession. Even when directly asked what she intended to change, her answer largely consisted of demanding that other people become more accommodating.

Judge Price remains unconvinced, pointing out that Buster's proposed independence is almost entirely hypothetical. He argues that the panel should not confuse an agreeable personality with practical capability, nor should it reward Buster simply because he appears frightened and vulnerable. If the tribunal is evaluating demonstrated usefulness, Hannah has the superior record by a substantial margin. Chief Judge Whitcomb acknowledges this but raises a different concern: whether the panel is evaluating who has accomplished more already or who has presented the more convincing argument for their capacity to contribute meaningfully in the future. She notes that Hannah has demonstrated independence but repeatedly squandered it, while Buster has shown little independence but some willingness to recognize the problem and seek improvement. Price responds that willingness without demonstrated follow-through is not sufficient evidence of future competence. Whitcomb agrees, but observes that the tribunal's purpose is comparative and that neither defendant has offered a particularly impressive record. She then directs the judges' attention toward Buster's cartographic knowledge, his academic performance during the Billy Madison Challenge, and his surprisingly productive behavior when given a structured environment. She argues that these accomplishments suggest a person who may be capable of useful work under appropriate circumstances, particularly if he can reduce his dependence on his family. Hannah's professional abilities are more extensive, but her behavior throughout the tournament suggests that she may actively resist the very structures that would allow her to use those abilities productively. Whitcomb asks whether a person who possesses talent but repeatedly refuses ordinary obligations should necessarily be considered more capable of contributing than someone with modest abilities who is genuinely willing to cooperate.

The discussion continues for nearly an hour. Judge Bell eventually acknowledges that Buster's helplessness is genuinely dangerous in certain circumstances, particularly when he panics and makes decisions based on imagined threats. However, he argues that Buster's failures are generally predictable and can be mitigated through clear procedures, supervision, and gradual development of independence. Hannah's failures, by contrast, often occur precisely because she rejects reasonable procedures and supervision. Hargrove agrees, observing that Hannah appears capable of recognizing rules but repeatedly asserts that they should not apply when they conflict with her personal priorities. Mendel adds that the courtroom itself provides an unusually direct demonstration of the problem: Buster entered terrified, struggled badly, and eventually managed to speak honestly about his limitations, while Hannah entered confident, possessed substantially better rhetorical abilities, and spent much of her presentation antagonizing the very people responsible for deciding her fate. He argues that Hannah's performance is especially damning because the task was explicitly designed to reward persuasion, self-awareness, and practical judgment, all qualities she claims to possess in abundance. Price counters that Buster's presentation was also disastrous and that the court should not treat Hannah's hostility as evidence that she is incapable of meaningful work. Whitcomb agrees that both presentations were poor, but observes that Hannah possessed every advantage in this particular challenge: education, verbal fluency, professional writing experience, and familiarity with constructing arguments. Buster possessed almost none of those advantages, yet managed to finish with a clearer acknowledgment of responsibility and a more concrete proposal for improving himself.

When the vote is finally taken, Judge Price votes to spare Hannah, citing her demonstrated professional accomplishments and practical independence. Judge Bell votes to spare Buster, arguing that Hannah's repeated refusal to accept responsibility makes her long-term prospects less convincing than Buster's. Judge Hargrove also votes to spare Buster, placing particular weight on his sincerity, cooperative temperament, and potential for improvement through structured support. Judge Mendel votes to spare Buster, describing Hannah's courtroom performance as an extraordinary act of self-sabotage by someone who should have possessed every intellectual advantage. Chief Judge Whitcomb casts the final vote in favor of Buster, explaining that while neither contestant has established an impressive record of accomplishment, Buster has demonstrated at least some capacity to recognize and address his deficiencies, whereas Hannah has repeatedly treated recognition of her deficiencies as an attack upon her identity.

The decision is four to one.

The Verdict

The courtroom reconvenes at 2:37 PM. Buster enters looking physically exhausted, his eyes red and his tie hanging crookedly around his neck. He has spent much of the recess sitting with his hands folded, occasionally asking the court clerk whether there is any possibility of contacting his mother before the verdict. Hannah returns with a distinctly different demeanor. Although visibly nervous, she appears to have regained some of her confidence and has spent the recess reviewing her notes, apparently preparing additional arguments in case the judges request clarification. Chief Judge Whitcomb enters with the other members of the panel and announces that a decision has been reached. Both contestants are instructed to stand. Buster rises immediately, nearly knocking over his chair before catching it with his prosthetic hand. Hannah stands more slowly, her arms folded tightly across her chest. The chief judge begins by explaining that the panel has considered not only the contestants' previous tournament performances but also their demonstrated accomplishments, personal relationships, attitudes toward responsibility, and ability to propose credible plans for the future. She acknowledges that both finalists have exhibited substantial incompetence and that neither presented a particularly convincing account of an independent, productive adult life. However, she emphasizes that the tribunal has been asked to make a comparative determination and that the judges are not required to conclude that either contestant is entirely without merit. Chief Judge Whitcomb turns toward Buster and explains that the panel remains deeply concerned about his dependence on his mother, limited professional experience, and inability to function reliably in unfamiliar situations. She describes his wilderness withdrawal as an extraordinary demonstration of psychological helplessness and notes that his false fire alarm at Fairhaven Academy placed an unnecessary burden on staff, students, and emergency services. Buster begins nodding rapidly, apparently attempting to demonstrate that he accepts the criticism. Whitcomb continues by observing that his presentation nevertheless revealed genuine academic knowledge, a willingness to follow instructions, and some ability to recognize when his behavior has been inappropriate. She emphasizes that his proposed future is uncertain and that the court has no assurance he will actually pursue employment or greater independence. Nevertheless, the panel finds that he has demonstrated sufficient potential for improvement to justify sparing him from the tournament's ultimate penalty. Buster looks confused for several seconds, apparently unable to process the significance of the statement. He eventually asks whether that means he has passed. Whitcomb confirms that he has. Buster immediately begins crying, thanking the judges repeatedly and explaining that his mother will be enormously relieved. Judge Bell interrupts and tells him that the first thing he should do upon leaving the courtroom is make a decision without consulting her. Buster nods enthusiastically and promises that he will, then asks whether the judge believes he should purchase a cellular telephone or use the courthouse telephone to inform Lucille of the result. Bell stares at him for several seconds before responding that the method of communication is entirely up to him. Buster looks briefly overwhelmed by the responsibility, then decides that he will use his own phone. Judge Hargrove smiles faintly, apparently willing to accept this as the smallest possible beginning.

Whitcomb then turns toward Hannah, whose expression has changed from guarded confidence to visible disbelief. The chief judge explains that the panel recognizes Hannah's intelligence, education, professional experience, and genuine creative abilities. She acknowledges that Hannah has accomplished substantially more than Buster in several conventional areas of adult life and that her intellectual contributions should not be dismissed merely because they are difficult to quantify. However, Whitcomb continues, the majority concludes that Hannah's presentation revealed a profound inability to accept responsibility for her own decisions. Throughout the hearing, Hannah repeatedly reinterpreted ordinary obligations as unreasonable demands, treated constructive criticism as personal hostility, and attempted to justify behavior that had clearly harmed or inconvenienced other people. The chief judge observes that Hannah was given numerous opportunities to describe how she intended to become more responsible, yet repeatedly responded by explaining how other people should become more understanding. Hannah begins shaking her head, visibly preparing to object, but Whitcomb raises a hand and instructs her to remain silent until the verdict is complete. The judge then delivers the panel's most devastating assessment: that Hannah's intelligence, far from compensating for her incompetence, frequently enables it by allowing her to construct increasingly sophisticated explanations for behavior she should simply recognize as irresponsible. Whereas Buster's limitations are obvious to nearly everyone, including Buster himself, Hannah appears to regard acknowledgment of her limitations as a threat to her entire identity. The court therefore finds that Hannah has presented the less convincing case for future improvement and meaningful contribution. Hannah immediately attempts to interrupt, announcing that the decision is intellectually dishonest and that the panel has fundamentally misunderstood her argument. Chief Judge Whitcomb instructs her to remain silent, but Hannah continues, insisting that the court has rewarded a wealthy, dependent man for being agreeable while punishing an educated woman for refusing to submit to arbitrary authority. Judge Hargrove responds that Hannah was not penalized for disagreeing with the panel but for repeatedly refusing to answer questions about her own conduct. Hannah insists that this distinction is meaningless because the questions themselves were constructed around oppressive assumptions. Judge Bell asks whether she understands that she is currently demonstrating precisely the behavior described in the verdict. Hannah responds that he is deliberately provoking her and that defending herself against an unjust decision cannot reasonably be considered evidence of incompetence. Judge Mendel observes that she was given thirty minutes to defend herself and that the panel has already completed its deliberations. Hannah replies that thirty minutes was insufficient to explain the complexity of her life and that the judges repeatedly interrupted her before she could develop her arguments. Whitcomb reminds her that Buster was subjected to the same procedure. Hannah immediately counters that identical procedures do not necessarily constitute equitable treatment because the contestants possess different intellectual and emotional needs. Judge Price, the lone dissenting judge, finally intervenes and explains that he voted to spare her because of her professional accomplishments, but that her reaction is doing little to support his position. Hannah turns toward him and begins thanking him for recognizing the legitimacy of her argument, only to become irritated when he clarifies that he did not agree with most of her explanations and merely considered her more practically competent than Buster. She asks whether he intends to issue a written dissent and whether she will have the opportunity to review it before publication. Price informs her that the tribunal does not permit defendants to edit judicial opinions.

Chief Judge Whitcomb formally announces that Hannah Horvath has been declared the inaugural Champion of Incompetence and sentenced to death under the tournament's fictional rules. Hannah stares at the judge for several seconds, apparently convinced that the announcement must be part of an elaborate rhetorical exercise. She then asks whether the panel has considered the public-relations consequences of sentencing an aspiring female writer to death for being insufficiently deferential to institutional authority. Judge Bell responds that the court has considered the evidence and reached its decision. Hannah announces that the entire proceeding has been an exercise in misogyny, class bias, and hostility toward creative individuals, then immediately begins explaining that she intends to write an essay exposing the tribunal's intellectual failures. Judge Mendel quietly asks whether she understands that the sentence will make publishing the essay rather difficult. Hannah pauses, appears momentarily shaken by the observation, and then begins arguing that the court's willingness to silence her demonstrates precisely why her writing is necessary. Whitcomb informs her that the proceeding is concluded. Hannah continues speaking as court officers approach, demanding to know whether the judges possess any meaningful expertise in literary criticism or contemporary feminist thought. Judge Bell responds that literary criticism is not a prerequisite for recognizing a person who cannot sit through a government appointment without turning it into a personal crisis. Hannah tells him that his comment is cruel and entirely misses the point. Bell replies that this seems to be her standard response whenever anyone accurately summarizes her behavior.

Buster, who has remained standing awkwardly beside his table throughout the exchange, eventually raises his hand and asks whether he may say something. Chief Judge Whitcomb hesitates but grants permission. Buster turns toward Hannah and tells her that he thought her presentation was very impressive, particularly the parts about literature and the importance of understanding other people's feelings. He admits that he did not understand several of her arguments but believes she is clearly much smarter than he is. Hannah, momentarily disarmed, thanks him and asks whether he therefore agrees that the judges have made a terrible mistake. Buster looks uncomfortable and explains that he does not know enough about legal proceedings to offer an informed opinion, but that he hopes she will be treated kindly. Hannah responds that kindness is a rather meaningless concept when someone is about to be executed, prompting Buster to apologize for choosing the wrong word. He begins explaining that he often says the wrong thing when he is nervous and that his mother has always encouraged him to be careful about speaking in public. Hannah interrupts and asks whether he can please stop talking about his mother for five minutes. Buster looks wounded, glances toward the judges, and quietly says that he was only trying to help. For a brief moment, Hannah appears to recognize that she has insulted the one person in the courtroom who was attempting to comfort her. She opens her mouth as though preparing to apologize, then instead explains that she is under extraordinary emotional stress and cannot reasonably be expected to manage everyone else's feelings. Judge Hargrove looks down at her notes and slowly closes her folder.

The court officers begin escorting Hannah from the courtroom while she continues demanding access to the official transcript, the judges' written findings, and the evidentiary standards used to evaluate her presentation. She insists that future generations will recognize the tribunal as an example of the dangers inherent in allowing institutions to define human worth, and that her case will become an important reference point in discussions of gender, creativity, and state power. When an officer asks her to stop speaking long enough to receive instructions, Hannah replies that attempting to silence her at this moment is an almost comically perfect illustration of everything she has been arguing. The officer explains that he is simply asking her to turn left at the end of the hallway. Hannah pauses, looks toward the indicated corridor, and says that he should have been more specific. She disappears through the courtroom doors still explaining why the proceedings were fundamentally unfair.

Buster remains at his table for several minutes after the tribunal concludes, staring at the photograph of his mother and attempting to comprehend the fact that he has survived. A clerk approaches and explains that he is free to leave. Buster thanks her, gathers his folders, and carefully places the photograph into his briefcase. He then asks whether there is a particular exit he should use or whether he is permitted to choose whichever door he prefers. The clerk explains that either door will lead to the lobby. Buster studies both entrances, visibly weighing the consequences of choosing incorrectly, before selecting the door on the left. He walks toward it, hesitates, and looks back to ask whether anyone happens to know which side of the building receives the most afternoon sunlight. The clerk explains that it makes no difference. Buster nods, opens the door, and departs, having successfully exercised independent judgment for perhaps the first time that day.

Official Final Results

Champion of Incompetence: Hannah Horvath — Girls

Hannah loses the tribunal by a vote of four to one. Despite possessing substantial intellectual ability, professional experience, and a considerably stronger record of independent functioning than her opponent, she fails to present a convincing argument that she recognizes her shortcomings or intends to address them. Her courtroom performance becomes an extraordinary demonstration of the very incompetence the judges are attempting to evaluate: she repeatedly antagonizes the panel, refuses to answer straightforward questions, and transforms legitimate criticism into elaborate accusations of institutional hostility. Her intelligence allows her to identify weaknesses in other people's arguments but rarely enables her to examine her own behavior with comparable rigor. She is declared the tournament's ultimate loser and receives the fictional championship sentence.

Runner-Up: Buster Bluth — Arrested Development

Buster survives by a narrow comparative judgment despite demonstrating extraordinary dependence, limited professional accomplishments, and profound difficulty functioning independently. His presentation is disorganized, frequently embarrassing, and occasionally so revealing that it undermines the arguments he is attempting to make. Nevertheless, he possesses genuine academic knowledge, demonstrates a willingness to cooperate, and eventually acknowledges several of his most serious shortcomings without attempting to explain them away. The judges conclude that his deficiencies may be more amenable to improvement than Hannah's persistent refusal to recognize the legitimacy of criticism.

Final Tournament Standings

Position Contestant Elimination

1 — Champion Hannah Horvath Loses final tribunal 2 Buster Bluth Spared by judges 3 Ziggy Sobotka Alone — Day 5 4 Kenny Powers Alone — Day 22 5 Jonah Ryan Billy Madison — 7th grade 6 Matt McNamara Billy Madison — 8th grade 7 Serena van der Woodsen Billy Madison — 10th grade 8 Connor Roy Billy Madison — Graduated

Epilogue: The Last Word

Several hours after the tribunal, Chief Judge Whitcomb is asked by a court reporter whether the panel found the final decision difficult. She acknowledges that the contestants presented profoundly different deficiencies and that reasonable judges could disagree about their comparative ability to function independently. She emphasizes, however, that the decision ultimately turned on the performances the contestants delivered when given a final opportunity to demonstrate self-awareness and judgment. Buster Bluth arrived with almost no confidence, little professional experience, and an overwhelming dependence on others, yet managed to acknowledge his limitations and express a willingness to change. Hannah Horvath arrived with a substantial intellectual advantage and an extensive vocabulary for discussing responsibility, identity, and social expectations, but repeatedly demonstrated an inability to apply those concepts to herself. Whitcomb concludes that the decisive distinction was not that Buster possessed greater intelligence or more useful skills, but that he appeared to understand that he needed help. Hannah, by contrast, seemed convinced that everyone else needed to become more understanding.

When asked whether the tribunal had considered the possibility that Hannah might eventually mature, Whitcomb responds that the panel certainly had, but that potential improvement cannot be demonstrated merely by insisting that improvement is possible. At some point, she explains, a person must recognize that the problem is not always the employer, the teacher, the receptionist, the wilderness, the legal system, or the people attempting to offer assistance. The reporter then asks whether the chief judge has any final observation concerning Hannah's extraordinary ability to transform criticism into a prolonged argument. Whitcomb considers the question for a moment before replying that Hannah possessed more than enough intelligence to win the competition's final challenge. Unfortunately, she appeared incapable of recognizing that she was participating in one.

The inaugural Tournament of Incompetence is over. Hannah Horvath wins because, when her life depends upon convincing five judges that she is capable of recognizing and correcting her own failures, she spends much of her allotted time explaining why the judges are wrong to consider them failures in the first place.

Tournament of Incompetence- Semifinals: Alone

The Challenge

Having demonstrated their inability to navigate ordinary employment, elementary education, and basic social expectations, the four remaining contestants arrive at a remote wilderness staging area in northern Ontario, Canada, to participate in the semifinal round of the Tournament of Incompetence. Modeled directly on the television series Alone, the challenge requires each contestant to survive in complete isolation for as long as possible, with no companionship, outside communication, or assistance beyond periodic medical examinations. Each participant is deposited at a separate location along the shores of an enormous wilderness lake, surrounded by dense boreal forest, rocky terrain, wetlands, and an assortment of wildlife including black bears, moose, wolves, foxes, raccoons, and smaller mammals. The contestants are separated by substantial distances, and each has been assigned an area large enough to explore without encountering another participant. It is early September, with daytime temperatures generally reaching the fifties and sixties, while nighttime temperatures can fall into the thirties. Rain is common, the ground is frequently damp, and the approaching Canadian autumn promises progressively colder conditions. The environment is challenging but not immediately life-threatening to someone who possesses adequate equipment, follows basic safety procedures, and exercises reasonable judgment.

Unlike the traditional Alone competition, the contestants have been provided with unusually generous survival supplies. Each receives a high-quality four-season tent, an insulated sleeping bag, waterproof clothing, durable boots, a portable stove with sufficient fuel, water-filtration equipment, a substantial first-aid kit, cooking utensils, basic tools, and approximately one hundred days of nutritionally complete emergency rations. The supplies are carefully calculated to provide adequate calories and essential nutrients without requiring participants to hunt, fish, trap, or forage. Each contestant also receives a satellite communication device that can summon emergency assistance and a GPS tracker that permits the medical team to locate them. Periodic medical evaluations continue throughout the competition, but the production crew otherwise has no contact with the contestants. There are no cameras to operate, batteries to replace, or filming requirements to satisfy. Provided they remain within their designated areas, obey basic safety restrictions, and maintain their health, the contestants can survive for months with relatively little physical effort. They are instructed that the challenge will continue until the final participant withdraws or is medically evacuated. Nobody is required to manufacture shelter, obtain food, or deliberately expose themselves to dangerous conditions.

The contestants know that remaining in the wilderness longer than their competitors will result in elimination from the tournament, meaning that prolonged survival is desirable. They do not know how the others are performing and cannot communicate with anyone. The two individuals who leave the wilderness earliest will advance to the courtroom finale, where they will compete for the dubious honor of being declared television's most utterly useless individual. The other two will be eliminated for demonstrating excessive survival competence.

The four semifinalists represent strikingly different deficiencies. Kenny Powers possesses legitimate athletic ability and physical conditioning but suffers from extraordinary arrogance, impatience, and poor impulse control. Hannah Horvath is intelligent and introspective but has limited experience with practical hardship and a pronounced need to explain her emotional experiences to other people. Ziggy Sobotka possesses mechanical aptitude and familiarity with physical labor but is impulsive, emotionally volatile, and easily distracted by opportunities to entertain himself. Buster Bluth is academically capable and eager to follow instructions, but his extreme anxiety, dependency, and lack of independent living experience leave him poorly equipped to confront unfamiliar situations alone.

All four arrive determined to survive. None is informed that failure advances them toward the championship.

Buster Bluth — Arrested Development

Day 1 — Arrival, Isolation, and Immediate Collapse

Buster Bluth arrives at his designated wilderness location shortly after nine in the morning, having spent much of the helicopter journey asking increasingly detailed questions about the safety of the aircraft, the reliability of the emergency communication equipment, and the qualifications of the medical personnel responsible for monitoring him. Although he has been repeatedly assured that his campsite contains sufficient food, shelter, and equipment to survive comfortably for several months, he appears profoundly troubled by the absence of any permanent buildings or recognizable signs of civilization. When the helicopter lands on a small gravel clearing near the lake, Buster initially refuses to disembark, explaining that he would like to review the emergency evacuation procedures one more time before committing himself to the wilderness. The crew patiently repeats the instructions, demonstrates the satellite device, and confirms that pressing the emergency button will summon assistance. Buster asks whether the button will still function if the batteries become cold, whether the GPS tracker can be damaged by rain, and whether the medical team will know his location if he becomes unconscious. After receiving satisfactory answers, he reluctantly steps out of the helicopter and begins unloading his equipment. His prosthetic hand presents certain practical difficulties, but the supplied gear has been selected to accommodate him, and the crew confirms that he can operate the necessary equipment independently. Nevertheless, Buster immediately becomes distressed when he realizes that the helicopter is preparing to depart. He asks whether someone can remain nearby for the first hour, explaining that he would feel more comfortable if he could ask questions while establishing his campsite. The crew reminds him that the challenge requires complete isolation. Buster nods, attempts to smile, and watches with increasing alarm as the helicopter rises above the trees and disappears across the lake. For several minutes, he remains standing exactly where he was left, listening to the fading engine noise. Once the sound vanishes entirely, the silence becomes almost unbearable. He looks around at the forest, the water, and the enormous pile of supplies, then quietly asks nobody in particular whether someone is absolutely certain this is a good idea.

Buster's first attempts to establish camp are painfully methodical. He carefully unfolds the tent instructions, reads them several times, and begins arranging the components on the ground according to size and apparent function. Unfortunately, he becomes increasingly concerned about making a mistake that might compromise the tent's structural integrity, and what should be a relatively straightforward thirty-minute task stretches into several hours. He repeatedly checks whether the poles are correctly aligned, whether the tent is facing the appropriate direction, and whether the stakes have been inserted at the proper angle. His anxiety is compounded by the ordinary sounds of the forest. A bird calling from a nearby tree causes him to stop working and look around nervously. The rustling of leaves behind him prompts an extended examination of the surrounding vegetation. When a squirrel runs across a fallen log, Buster cries out, drops a tent pole, and backs away several steps before recognizing the animal. He then spends several minutes reassuring himself that squirrels are generally not dangerous, although he remains troubled by the possibility that other animals might be watching him. By early afternoon, he has managed to erect the tent, but he is dissatisfied with its location and begins considering whether he should move it farther from the forest. He ultimately decides that remaining close to the lake is preferable because it provides a clear view of approaching animals, although this reasoning collapses when he remembers that moose sometimes enter lakes and that bears can swim. He begins mentally cataloging the possible dangers associated with each available campsite location, eventually concluding that there may be no genuinely safe place to sleep. Despite these concerns, he has enough practical sense to prepare a meal from his emergency rations and filter water using the supplied equipment. He eats slowly, seated on a folding camp chair, occasionally glancing toward the woods. The food is adequate, the weather is pleasant, and his equipment is functioning correctly. There is no actual emergency. Unfortunately, Buster's mind has begun manufacturing an endless succession of hypothetical emergencies, each of which seems more frightening than the last.

By late afternoon, Buster's anxiety has become increasingly difficult to manage. He repeatedly examines the satellite device, confirms that the emergency button is accessible, and checks the tent's zippers to ensure they can be opened quickly if he needs to escape. He attempts to distract himself by organizing his supplies into categories, creating an elaborate inventory system that briefly provides a sense of control. He counts the food packages, arranges medical supplies by function, and labels several containers using a permanent marker. For nearly an hour, this activity proves surprisingly effective, and Buster begins to believe that he may actually be capable of completing the challenge. He even takes a short walk along the lakeshore, carefully marking his route with visible landmarks so that he can return without becoming lost. During the walk, however, he discovers a large animal track in a muddy patch near the water. Although he cannot identify the species, the size of the impression immediately convinces him that an enormous predator has recently passed through the area. He hurries back to camp, nearly stumbling over a fallen branch in his haste, and begins searching through the supplied safety instructions for information about bear encounters. The instructions explain that black bears generally avoid people and recommend securing food, maintaining awareness, and avoiding attempts to approach wildlife. Buster reads the material carefully but becomes fixated on the possibility that a bear might enter his campsite while he is asleep. He asks aloud whether the tent is bear-proof, then answers his own question by recognizing that ordinary nylon fabric would provide essentially no protection against a determined animal. This realization triggers a fresh wave of anxiety. He moves his food containers farther from the tent, checks that his cooking area is clean, and repeatedly scans the treeline. The approaching sunset transforms his discomfort into genuine panic. Buster has never been particularly comfortable sleeping in unfamiliar environments, and the prospect of spending an entire night alone in a dark forest seems increasingly impossible. As the light fades, he crawls into his tent, closes the zipper, and sits upright in his sleeping bag, listening intently to every sound outside.

The decisive moment comes shortly after seven in the evening, when Buster hears a loud cracking noise from somewhere beyond the campsite. The sound is almost certainly a branch falling or an animal moving through the underbrush, but he immediately interprets it as evidence that something large is approaching. He freezes, holds his breath, and listens. A second noise follows, this time the unmistakable rustling of vegetation in the wind. Buster begins whispering reassurances to himself, explaining that forests naturally produce noises and that there is no reason to believe he is in danger. Unfortunately, the attempt has little effect. He imagines a bear standing outside the tent, then a wolf, then an entire pack of wolves coordinating an attack. He considers shouting to frighten the animals away but worries that making noise might reveal his location. He considers leaving the tent to investigate but immediately rejects the idea as suicidal. Eventually, he retrieves the satellite communication device and holds it in his lap, staring at the emergency button. For several minutes, he struggles with the implications of withdrawing. He knows that the competition matters and that he will be embarrassed if he quits before spending a single night outside. He also knows that his mother would undoubtedly criticize him for failing after such a short time. Yet the prospect of remaining in the tent until morning becomes increasingly unbearable, particularly because he has no way to contact another person for reassurance. Finally, after another series of harmless noises outside, Buster activates the satellite device and requests evacuation. When the medical team contacts him through the emergency system, he explains that he is experiencing severe anxiety and does not believe he can remain safely in the wilderness. The operators confirm that he wishes to withdraw, and he immediately agrees. By the time the evacuation crew reaches his campsite, Buster is standing beside his neatly organized supplies, clutching his emergency device and looking profoundly relieved. He apologizes repeatedly for the inconvenience, explains that he believes a large animal may have been nearby, and asks whether the crew can confirm that the helicopter will take him directly back to civilization. The medics find no evidence of injury or environmental danger. Buster climbs aboard without hesitation, nearly weeping with gratitude as the aircraft lifts away from the lakeshore. His entire wilderness experience has lasted less than eleven hours, during which he consumed one meal, assembled a tent, organized his supplies, and frightened himself into surrender.

Result: Voluntary withdrawal, Day 1 — 10 hours, 34 minutes.

1. Hannah Horvath — Girls

Day 1 — The Romance of Solitude

Hannah Horvath arrives at her designated campsite shortly after ten in the morning, carrying an air of nervous excitement that contrasts sharply with Buster's immediate terror. She has spent the previous evening imagining how the experience might transform her understanding of herself, and she is already considering several potential titles for an essay about modern womanhood, isolation, and the artificial comforts of contemporary life. Although she has relatively little wilderness experience, Hannah approaches the challenge with intellectual confidence, reasoning that human beings survived in natural environments for thousands of years and that she should therefore be capable of spending several months outdoors with a tent, sleeping bag, and ample food. She watches the helicopter depart with an expression of solemn determination, then stands silently for several minutes, attempting to appreciate the significance of being completely alone. The experience initially feels profound. The lake is beautiful, the surrounding forest is quiet, and the absence of other people seems to offer an opportunity for the sort of uninterrupted self-examination she has long imagined would produce great writing. Hannah begins speaking aloud about the relationship between solitude and authenticity, eventually realizing that there is nobody present to appreciate her observations. She laughs at the absurdity of the situation and begins setting up her tent. The task proves considerably more frustrating than anticipated. Although the instructions are clear, Hannah has difficulty identifying several components and becomes irritated when the poles repeatedly slip out of position. She eventually assembles the shelter after approximately ninety minutes, during which she alternates between congratulating herself for overcoming an unfamiliar challenge and loudly criticizing the manufacturers for producing equipment that requires so much unnecessary effort. Once the tent is standing, she organizes her supplies, prepares a meal, and settles onto a camp chair overlooking the lake. For a brief period, she is genuinely content. The setting is picturesque, the food is tolerable, and she has the satisfying sense of having accomplished something independently. She begins describing the experience aloud as a personal rebirth, although she stops when she realizes that she has already repeated several phrases from an imaginary essay that she will not be able to write until she returns home.

By midafternoon, the novelty has begun to fade. Hannah discovers that she has no books, notebooks, phone, music, or meaningful means of occupying herself beyond the limited activities available in camp. She attempts to explore the surrounding forest but becomes uncomfortable when the trail grows muddy and her boots begin collecting damp leaves. After walking for approximately twenty minutes, she returns to the campsite, convinced that she has already explored most of the nearby area despite having barely ventured beyond the lake. She prepares another meal well before she is hungry, primarily because the activity gives her something to do, then spends several minutes rearranging her supplies. The persistent silence begins to feel less like a spiritual opportunity and more like an oppressive absence of stimulation. Hannah attempts to entertain herself by rehearsing imaginary conversations with her friends, explaining what the wilderness has taught her and anticipating their reactions. She begins constructing elaborate narratives about how the experience might affect her relationships, career, and personal identity, but quickly becomes frustrated by the inability to share these thoughts with anyone. As evening approaches, the temperature drops noticeably, and Hannah discovers that her comfortable outdoor clothing is insufficiently warm unless she adds several layers. She complains aloud that nobody adequately explained how unpleasant the temperature changes would be, despite having been provided with detailed weather information and appropriate clothing. She crawls into her sleeping bag shortly after sunset, intending to sleep early and begin the next day refreshed. Unfortunately, the unfamiliar noises of the forest, the uneven ground beneath her sleeping pad, and the absence of ordinary household comforts make sleep difficult. She repeatedly adjusts her position, becomes irritated by the sound of insects near the tent, and spends several hours thinking about all the things she would normally be doing at home. By the time she finally falls asleep, the sense of profound personal transformation that characterized her arrival has been replaced by a growing suspicion that the entire experience may have been a terrible mistake.

Day 2 — The Discovery That Nature Is Uncomfortable

Hannah awakens shortly after six in the morning feeling cold, stiff, and deeply dissatisfied. Her sleeping bag has performed exactly as designed, and the overnight temperature has remained well within its rated limits, but she nevertheless considers the experience one of the least restful nights of her adult life. She emerges from the tent to discover that condensation has accumulated on the outer fabric and that the ground is damp with morning dew. The lake remains beautiful, but Hannah finds herself increasingly irritated by the fact that beauty provides no meaningful protection from physical discomfort. She prepares breakfast, spilling a portion of her water while attempting to operate the camp stove, and reacts with disproportionate frustration when she discovers that cleaning the resulting mess requires more effort than it would in an ordinary kitchen. She begins speaking aloud about the unrealistic expectations society places on women to regard suffering as character-building, eventually developing a lengthy argument about how wilderness survival narratives romanticize hardship while ignoring the importance of comfort, community, and emotional support. The argument is articulate and occasionally insightful, but its principal function is to justify her rapidly deteriorating enthusiasm for the experience. Around midmorning, Hannah attempts to occupy herself by developing a structured daily schedule. She plans to spend two hours exercising, two hours reflecting on her life, one hour preparing meals, and several hours exploring the surrounding environment. Unfortunately, her first attempt at exercise consists of walking along the lakeshore for approximately fifteen minutes before she becomes annoyed by the rocky terrain. She returns to camp, decides that strenuous physical activity is unnecessary given the ample food supplies, and begins reconsidering the schedule. By noon, she has already abandoned most of her planned activities and is sitting in her camp chair staring at the lake. The afternoon brings light rain, transforming Hannah's dissatisfaction into genuine misery. Although her tent remains dry and the supplied clothing provides adequate protection, she finds the sound of rain against the fabric irritating and becomes increasingly resentful that she cannot simply retreat to a comfortable indoor environment. She spends several hours lying in her sleeping bag, occasionally sitting up to complain aloud about the psychological implications of enforced isolation. Without an audience, however, even her complaints become unsatisfying. She begins imagining what her friends might be doing, whether anyone is thinking about her, and whether the experience will ultimately provide any meaningful material for her writing. She becomes particularly distressed by the realization that she has no way to record her thoughts, which she increasingly regards as an unforgivable design flaw in the competition. Around four o'clock, Hannah attempts to dictate an imaginary essay into the empty air, speaking at length about the relationship between discomfort and identity before losing her train of thought and becoming angry that nobody is present to help her remember what she was saying. By evening, she has begun considering withdrawal seriously. She reasons that remaining in the wilderness for months would provide little additional insight beyond what she has already learned and that continuing would merely subject her to unnecessary physical and psychological distress. Yet she is reluctant to quit after only two days, particularly because she knows that doing so would reinforce the perception that she lacks discipline. She resolves to stay one more night, congratulating herself on the courage required to make that decision. Unfortunately, her second night is even more unpleasant than the first. Rain continues intermittently, the temperature drops, and Hannah becomes increasingly preoccupied with the possibility that her isolation is damaging her mental health. She sleeps poorly, awakening repeatedly to check the time on her watch and calculate how many hours remain until sunrise.

Day 3 — The Courage to Leave

By the morning of the third day, Hannah has largely abandoned the idea that the wilderness will provide meaningful personal growth. She emerges from her tent exhausted, irritable, and convinced that the competition has placed unreasonable demands on her emotional well-being. Her physical condition remains perfectly adequate: she has eaten regularly, consumed sufficient water, remained warm, and suffered no injuries. The problem is that she is profoundly unhappy, and unlike many previous periods of unhappiness in her life, there is nobody available to listen to her explanations. She prepares breakfast without enthusiasm and sits beside the lake attempting to identify a compelling reason to continue. The financial incentives associated with completing the challenge seem increasingly abstract, while the immediate prospect of another night in the tent feels intolerable. Hannah begins constructing an argument that the decision to withdraw can represent an act of self-respect rather than failure. She reflects on the difference between perseverance and stubbornness, eventually concluding that remaining in an unpleasant environment merely to satisfy an externally imposed standard would constitute a betrayal of her authentic needs. By late morning, she has developed an elaborate philosophical justification for leaving, complete with references to emotional boundaries, personal autonomy, and the importance of recognizing when an experience has ceased to be constructive. She rehearses this explanation several times, refining the language until she is satisfied that it sounds sufficiently thoughtful and morally serious. At approximately eleven o'clock, Hannah retrieves the satellite communication device and hesitates. She knows that activating it will end the competition and that others may interpret her withdrawal as evidence that she cannot tolerate ordinary hardship. For several minutes, she struggles with the possibility that her carefully constructed reasoning is merely a rationalization for quitting. The thought irritates her, and she responds by reminding herself that nobody else is qualified to define her personal limits. Finally, she presses the emergency button and requests evacuation, explaining that she is not injured but has decided that continuing would be psychologically unhealthy. When the evacuation crew arrives, Hannah appears almost euphoric. She greets the medics enthusiastically, immediately begins explaining the emotional significance of her experience, and expresses profound gratitude for the opportunity to interact with other human beings. One medic asks whether she has experienced any physical symptoms requiring medical attention, and Hannah responds with a lengthy discussion of sleep deprivation, stress, isolation, and what she describes as the destabilizing effects of prolonged sensory monotony. The medic confirms that her vital signs are normal and asks whether she is certain she wishes to withdraw. Hannah replies that she has never been more certain of anything, explaining that the experience has taught her that genuine strength sometimes requires recognizing when to walk away. As the crew helps her pack her supplies, she begins describing the essay she intends to write about the experience, suggesting that three days of isolation may have provided more meaningful insight than months of conventional wilderness survival. During the helicopter flight, she talks almost continuously, recounting the difficulties of assembling her tent, the oppressive silence of the forest, and the extraordinary emotional resilience required to endure three nights outdoors. When a medic politely observes that she has actually spent two nights in the wilderness, Hannah pauses briefly before explaining that the arrival day should probably count as a night because of how intensely she experienced the transition. She eventually settles into her seat, looks out at the forest disappearing below, and announces that she believes she has emerged from the experience as a fundamentally different person. Within an hour of returning to civilization, she is asking whether someone can arrange a hot shower, a proper meal, and access to her phone. Result: Voluntary withdrawal, Day 3 — 49 hours, 18 minutes.

Ziggy Sobotka — The Wire

Day 1 — A Surprisingly Promising Beginning

Ziggy Sobotka arrives at his wilderness location in a considerably better mood than might have been expected from someone whose previous tournament performances involved workplace misconduct, dangerous driving, and the assault of an elementary-school student. Although he has no substantial wilderness survival experience, years of working around industrial equipment and physical labor have given him enough practical confidence to regard the challenge as manageable. He surveys the supplies, examines the tent components, and announces aloud that the whole arrangement is considerably easier than the organizers seem to believe. He quickly establishes a campsite on relatively level ground near the lake, erecting his tent without significant difficulty and arranging his food, cooking equipment, and tools in a reasonably organized fashion. Unlike Buster, he is not particularly intimidated by the surrounding forest, and unlike Hannah, he does not regard minor physical discomfort as an existential crisis. He spends much of the first afternoon exploring the immediate area, identifying a sheltered spot for cooking and gathering several pieces of fallen wood for a small recreational fire where permitted by the challenge rules. His campsite is functional by early evening, and he prepares a meal using the supplied rations, apparently pleased with how smoothly everything has gone. The most significant problem is boredom. Ziggy has always relied heavily on other people to provide entertainment, validation, or opportunities for confrontation, and he quickly discovers that there is nobody present to appreciate his accomplishments. He begins talking aloud about the campsite, occasionally congratulating himself on his resourcefulness and imagining how impressed the other contestants would be if they could see him. By sunset, he has already developed several unnecessary improvement projects, including a wooden rack for drying clothing, a crude table made from fallen branches, and a more elaborate arrangement for storing equipment. None is particularly necessary, but Ziggy finds the projects satisfying because they allow him to demonstrate practical ability. He goes to sleep in reasonably good spirits, convinced that he will last substantially longer than the competition's more privileged participants.

Day 2 — The First Friend

Ziggy awakens feeling surprisingly comfortable, having slept adequately in his insulated sleeping bag. He prepares breakfast, checks his equipment, and spends several hours constructing a simple wooden platform near the tent entrance to keep frequently used supplies off the damp ground. The project is not especially elegant, but it functions reasonably well, and Ziggy takes obvious pride in completing it. Around midday, he notices movement near the edge of the campsite. A raccoon has emerged from the underbrush, apparently attracted by the smell of food. The animal remains several yards away, watching cautiously as Ziggy turns toward it. Most wilderness participants would recognize the encounter as a reminder to secure food and avoid encouraging wildlife to associate humans with meals. Ziggy, however, immediately becomes fascinated. He crouches down and begins speaking to the raccoon in a friendly voice, asking where it came from and whether it has any friends nearby. The raccoon watches briefly before retreating into the vegetation. Ziggy laughs and announces that he has made his first friend. For the remainder of the afternoon, he periodically looks toward the spot where the animal appeared, hoping it will return. When he prepares dinner, he deliberately sets aside a small portion of food and places it on a rock several yards from camp, reasoning that the raccoon might appreciate a meal. The animal eventually returns after dusk, cautiously approaches the food, and carries it away. Ziggy reacts with delight, congratulating himself on earning the animal's trust. He begins referring to it as Frank, partly in honor of his father and partly because he finds the idea of naming a raccoon after a Baltimore dockworker amusing. Before going to sleep, he leaves another small portion of food near the same rock, apparently convinced that he is developing a meaningful relationship with the creature. He has been warned about attracting wildlife to camp, but the abstract possibility of creating a dangerous situation seems considerably less important than the immediate pleasure of having something to interact with.

Day 3 — The Raccoon Kingdom

By the third morning, Ziggy has become increasingly preoccupied with his new animal companion. He emerges from his tent and immediately checks the feeding rock, discovering that the food he left overnight has disappeared. He interprets this as evidence that Frank has returned and begins calling into the woods, attempting to summon the raccoon by name. When no animal appears, Ziggy becomes disappointed and spends the next several hours improving the feeding area, constructing a small wooden platform that he imagines will make the raccoon more comfortable. His fascination with the animal gradually displaces more practical activities. He neglects to reorganize several supplies that have become damp, abandons an unfinished shelter improvement, and begins devoting increasing amounts of food to attracting wildlife. During the afternoon, the raccoon returns, accompanied by another raccoon of similar size. Ziggy is ecstatic. He immediately concludes that Frank has brought a friend to meet him and begins talking to both animals as though they are guests visiting his campsite. He names the second raccoon Little Frank and starts distinguishing between them based on markings that may or may not actually be consistent. The animals remain cautious, approaching only when Ziggy is stationary and food is available, but he interprets their willingness to remain nearby as evidence of growing affection. At one point, he attempts to approach within several feet, prompting both raccoons to retreat. Ziggy responds by apologizing aloud and promising not to scare them again. Unfortunately, his patience lasts only a few minutes before he tries another approach. He begins holding food in his hand, attempting to coax the animals closer, and becomes visibly frustrated when they refuse. By evening, Ziggy has convinced himself that the raccoons recognize him individually and that he has accomplished something extraordinary by establishing a relationship with wild animals. He spends much of the night imagining how he might train them to perform simple tricks, retrieve small objects, or accompany him while exploring the forest. The fact that raccoons are potentially dangerous wild animals carrying diseases does not feature prominently in his thinking. He has finally found an audience, and the possibility that the audience might eventually bite him seems too remote to deserve serious consideration.

Day 4 — A Completely Avoidable Problem

Ziggy begins the fourth day determined to make physical contact with Frank. He has noticed that the raccoon is becoming more comfortable approaching the feeding platform, and he reasons that offering food directly from his hand will represent the next logical stage in their developing friendship. He spends the morning preparing small portions of food and positioning himself near the platform, occasionally calling the animal by name. When Frank finally appears, Ziggy crouches down and extends his hand, holding a piece of ration food between his fingers. The raccoon approaches cautiously, sniffs the offering, and hesitates. Ziggy interprets the hesitation as shyness and begins making soothing noises, assuring the animal that he is friendly. After several minutes, Frank moves closer and takes the food, briefly touching Ziggy's fingers with its muzzle. Ziggy is delighted, loudly congratulating himself and immediately attempting to repeat the interaction. The second attempt proves less successful. Excited by the apparent breakthrough, Ziggy becomes impatient and reaches toward the animal's back while it is eating, apparently intending to pet it. The raccoon reacts defensively, snapping toward his hand and forcing him to jerk backward. Ziggy curses, startled by the sudden movement, but then laughs and tells the animal that it needs to calm down. Rather than recognizing the incident as an unmistakable warning, he concludes that Frank simply needs more time to become accustomed to human contact. He continues feeding the animal throughout the afternoon, occasionally attempting to touch it despite its repeated signs of discomfort. At one point, he becomes frustrated and begins complaining aloud that he has been feeding Frank for days without receiving any appreciation. The absurdity of expecting gratitude from a wild raccoon does not occur to him. By evening, he has nearly convinced himself that the animal is deliberately teasing him, an interpretation that would be ridiculous under ordinary circumstances but fits comfortably within Ziggy's tendency to perceive neutral behavior as personal disrespect. He goes to sleep determined to prove that he can tame the creature, apparently viewing the project as a test of his competence rather than an unnecessary interaction with potentially hazardous wildlife.

Day 5 — Frank's Final Betrayal

The fifth morning begins pleasantly enough. Ziggy awakens to clear skies, prepares breakfast, and discovers that both raccoons have returned to the feeding area. He immediately begins talking to them, apparently delighted that they have continued visiting despite the previous day's difficulties. Over breakfast, he develops a plan to construct a small shelter for the animals near his campsite, reasoning that they might eventually become permanent companions. He begins gathering branches and arranging them into a crude structure, occasionally pausing to offer the raccoons food. By late morning, Frank has approached within a few feet of him, and Ziggy becomes convinced that the animal is finally ready to be handled. He crouches beside the feeding platform, extends a small portion of food, and waits for the raccoon to approach. Frank takes the food, and Ziggy gently moves his free hand toward the animal's shoulder. The raccoon immediately tenses and attempts to retreat, but Ziggy reaches farther, trying to maintain contact. In a sudden defensive movement, the animal turns and bites his exposed hand. Ziggy cries out, jerks backward, and drops the remaining food. The raccoon retreats rapidly into the underbrush, followed by its companion. For several seconds, Ziggy stares at the bite in disbelief. The wound is relatively small but has broken the skin, and a thin line of blood appears along his finger. His initial reaction is anger. He begins shouting toward the forest, demanding to know why Frank would bite him after everything he has done for him. He complains that he has spent days feeding the animal, building it a shelter, and treating it better than most people treat their own pets. After several minutes of profanity, Ziggy begins cleaning the wound with supplies from his first-aid kit. He is sufficiently familiar with basic injuries to understand that an animal bite should be washed thoroughly, and he does so, although he remains more emotionally offended than medically concerned. He briefly considers concealing the incident because he fears the medical team will overreact, but the bite has frightened him enough that he eventually retrieves the satellite communication device and contacts the production's medical staff for advice. The medical team's response is immediate and considerably more serious than Ziggy anticipated. The clinician asks what kind of animal bit him, whether the bite broke the skin, and whether the animal can be identified or safely captured for evaluation. Ziggy explains that it was a raccoon he had been feeding for several days and insists that the animal is normally friendly. When the clinician asks whether the raccoon is a wild animal, Ziggy responds that it is technically wild but that he has practically domesticated it. The medical team explains that a bite from a wild raccoon presents a potential rabies exposure and requires prompt professional assessment, with post-exposure prophylaxis generally indicated when the animal cannot be tested or otherwise appropriately evaluated. The remote campsite is not equipped to provide the necessary treatment, and the animal has disappeared into the forest. Ziggy protests that the bite is tiny and that he has already cleaned it, but the clinician explains that the seriousness of rabies exposure does not depend on the apparent severity of the wound. When informed that he must be evacuated, Ziggy becomes furious, insisting that the competition is being ended over a minor misunderstanding with an animal that he considers his friend. He argues that Frank probably did not mean to bite him and that the entire incident could have been avoided if the raccoon had simply behaved normally. The medical team declines to entertain these explanations and dispatches an evacuation crew. When the crew arrives, Ziggy is standing beside his tent, still complaining about the unfairness of the situation. He points toward the feeding platform and explains that he had nearly succeeded in domesticating two raccoons before one of them inexplicably turned on him. A medic asks why he was attempting to domesticate wild raccoons during a survival competition. Ziggy responds that he needed something to do and that the animals seemed pretty cool. The medic gives him a long look before directing him toward the evacuation vehicle. As he leaves, Ziggy glances toward the woods and mutters that Frank is an ungrateful little bastard. His campsite remains structurally sound, most of his rations are untouched, and his equipment is in excellent condition. He has not been defeated by hunger, exposure, or the wilderness itself, but by an entirely unnecessary attempt to make friends with an animal that had never asked for his attention.

Result: Mandatory medical evacuation, Day 5 — 4 days, 6 hours, 12 minutes.

Kenny Powers — Eastbound & Down

Days 1–3 — The Natural Athlete

Kenny Powers arrives at his wilderness location with an almost theatrical sense of confidence, announcing to the departing crew that they are about to witness the greatest performance in the history of outdoor survival. He regards the challenge as an opportunity to demonstrate the superiority of professional athletes over ordinary people and repeatedly compares wilderness survival to the mental discipline required to compete in Major League Baseball. Unlike Buster and Hannah, Kenny possesses substantial physical conditioning, confidence in unfamiliar environments, and an instinctive willingness to undertake demanding physical tasks. He establishes his campsite quickly, selecting a sheltered location near the lake and assembling his tent with relatively little difficulty. He initially complains that the supplied shelter is beneath someone of his caliber, but recognizes that it is functional and decides not to waste time constructing a replacement. During the first afternoon, he explores the surrounding area, identifies a convenient water source, and prepares a meal using the supplied stove. His practical performance is impressive enough that he begins delivering imaginary interviews about his natural survival abilities, explaining that elite athleticism prepares a person to dominate any challenge requiring discipline and toughness. The absence of cameras is a particular disappointment, as Kenny repeatedly remarks that the world deserves to witness what he is accomplishing. Nevertheless, he seems genuinely satisfied with his early success and spends his first night comfortably in the tent. The second and third days proceed similarly. Kenny establishes a routine involving exercise, food preparation, equipment maintenance, and short exploratory hikes. He performs push-ups beside the lake, practices throwing rocks at distant targets, and attempts to maintain a structured daily schedule. His athletic coordination and physical confidence provide meaningful advantages, and he experiences little difficulty with the basic requirements of survival. However, he begins growing increasingly irritated by the absence of competition, spectators, or any recognizable measure of accomplishment. By the third evening, he has started addressing imaginary crowds while performing ordinary tasks, announcing each successfully prepared meal as though it represents a significant athletic victory.

Days 4–7 — The Wilderness Has No Audience

During the second part of his first week, Kenny discovers that the principal difficulty of the challenge is not physical survival but the profound absence of stimulation. His supplies are adequate, his campsite is comfortable, and his daily responsibilities require only a fraction of his available time. Initially, he attempts to solve the problem by creating increasingly elaborate fitness routines, including timed runs along a relatively clear section of lakeshore and improvised strength exercises using fallen branches. He begins measuring his performance against imaginary professional standards, occasionally congratulating himself for demonstrating endurance that would embarrass younger athletes. Unfortunately, these activities become repetitive, and Kenny gradually begins resenting the fact that nobody is present to witness his efforts. On the fifth day, he attempts to construct a small practice pitching mound near his campsite, reasoning that maintaining his throwing mechanics will prevent his skills from deteriorating. The project occupies several hours and provides a welcome distraction, but he quickly discovers that pitching rocks at a tree does not offer the same satisfaction as competing against actual batters. He begins shouting imaginary commentary during his throwing sessions, announcing that Kenny Powers has once again humiliated the opposition. By the seventh day, his enthusiasm has noticeably diminished. He has exhausted most of the obvious ways to entertain himself and begins spending increasing amounts of time sitting beside the lake, complaining aloud about the competition's lack of excitement. Nevertheless, he remains physically healthy, adequately nourished, and entirely capable of continuing. His ego, which caused immediate failure during the fry-cook and waiting-room challenges, now provides a measure of motivation. Kenny refuses to believe that he might be less capable than the other contestants, and the possibility that someone could outlast him becomes sufficiently irritating to keep him from withdrawing.

Days 8–12 — The Imaginary Competition

Kenny's second week begins with a renewed commitment to demonstrating mental toughness. He develops an elaborate theory that the other contestants are probably struggling badly and that remaining in the wilderness for even a few additional days will establish his superiority. He begins imagining the specific failures of his rivals, speculating that Buster has already quit, that Hannah is probably crying in her tent, and that Ziggy has likely injured himself attempting something stupid. These assumptions are remarkably accurate, although Kenny has no way of knowing it. He uses his imaginary competitors as motivation, delivering increasingly elaborate speeches about how professional athletes possess a level of discipline that ordinary civilians cannot comprehend. His campsite remains reasonably well maintained, and he continues following the essential survival procedures without major mistakes. However, his attempts to manufacture excitement occasionally create unnecessary risks. On the ninth day, he decides to climb a rocky slope overlooking the lake because he believes the summit will provide an inspiring location for a victory speech. The climb is physically manageable, but he becomes impatient on the descent and slips on loose gravel, landing awkwardly and bruising his hip. The injury is minor, yet Kenny responds with furious profanity, accusing the terrain of being poorly designed. He returns to camp, treats the bruise with supplies from his medical kit, and spends the remainder of the afternoon complaining that the wilderness is attempting to sabotage him. By the eleventh day, he has begun recording his achievements in an improvised journal made from the packaging materials included with his supplies, writing brief summaries of his daily exercise routines and occasionally describing himself in the third person. The entries grow increasingly grandiose, portraying ordinary activities such as filtering water or preparing dinner as demonstrations of exceptional courage. Nevertheless, the routine provides structure, and Kenny completes his second week without suffering any serious injury or experiencing a significant decline in physical health.

Days 13–17 — The Erosion of Purpose

As the third week approaches, Kenny's motivation begins deteriorating rapidly. The activities that initially sustained his interest have become repetitive, and he increasingly struggles to identify a meaningful purpose for remaining in the wilderness. His daily exercise routines are shorter, his imaginary speeches less enthusiastic, and his complaints more frequent. He begins spending long periods sitting beside the lake, staring at the opposite shoreline and wondering how much longer he will have to remain before someone declares him the winner. Because he receives no information about the other contestants, he cannot determine whether his continued participation serves any practical purpose. He attempts to reassure himself that everyone else has probably already quit, but the possibility that another contestant might still be surviving becomes a source of irritation rather than motivation. On the fourteenth day, he begins speaking aloud to an imaginary interviewer, explaining that the competition has become boring because it is no longer challenging enough for someone of his abilities. He argues that genuine athletic greatness requires worthy opponents and that surviving comfortably with abundant supplies proves very little. The speech is intended to justify his growing desire to leave, but he stops short of withdrawing because he remains unwilling to risk being defeated by someone he considers inferior. During the following days, Kenny becomes increasingly sensitive to minor inconveniences. A rainy afternoon produces an extended tirade about the depressing climate. A poorly cooked ration meal inspires several minutes of profanity directed at the food manufacturers. When a squirrel investigates the edge of his campsite, Kenny shouts at it to stop trespassing on his property. None of these incidents seriously threatens his survival, but they illustrate the gradual collapse of his patience. He remains physically capable of continuing indefinitely, yet the psychological rewards of remaining are becoming smaller with every passing day.

Days 18–21 — The Greatest Man in an Empty Forest

By the eighteenth day, Kenny has developed a profound resentment toward the competition itself. He begins arguing aloud that the organizers have fundamentally misunderstood the nature of excellence by designing a challenge in which participants are rewarded for sitting around doing nothing. He insists that someone with his athletic ability should be competing in a contest involving strength, speed, or competitive skill rather than enduring a prolonged camping trip. His criticism gradually develops into a comprehensive theory that wilderness survival is an inferior form of competition because it lacks spectators, statistics, and opportunities for public recognition. He spends much of the nineteenth day composing an imaginary speech in which he announces his retirement from the challenge on the grounds that it no longer provides adequate competition. However, he remains reluctant to make the decision because he cannot bear the possibility that another contestant might claim victory. On the twentieth day, Kenny attempts to reinvigorate his interest by organizing a personal athletic competition involving running, throwing, and improvised strength exercises. He performs several events enthusiastically but becomes frustrated when he realizes that there is nobody available to validate his results. He declares himself the winner of the inaugural Kenny Powers Wilderness Olympics, then immediately becomes depressed by the absurdity of celebrating alone. The following day is particularly difficult. Heavy rain confines him to his tent for much of the afternoon, and he spends several hours lying in his sleeping bag listening to the weather. He begins thinking about his former baseball career, his relationships, and the various opportunities he believes other people have unfairly denied him. Unlike Hannah, Kenny is not particularly interested in analyzing these feelings, and he responds by becoming increasingly angry. By evening, he has begun constructing an elaborate argument that continuing the challenge would be an insult to his accomplishments. He tells himself that he has already demonstrated everything necessary to prove his superiority and that only an idiot would remain in the wilderness after establishing such a decisive advantage. The argument is transparently self-serving, but Kenny gradually becomes convinced of its validity.

Day 22 — Retirement from Greatness

Kenny awakens on the twenty-second day feeling physically healthy but emotionally exhausted by the monotony. His campsite remains functional, his equipment is in good condition, and he still possesses ample food supplies. There is no environmental emergency, medical concern, or practical necessity requiring him to leave. Nevertheless, he has reached the conclusion that remaining any longer would serve no meaningful purpose. He prepares breakfast, completes a brief exercise routine, and sits beside the lake for nearly an hour, attempting to decide whether withdrawal would constitute failure. He eventually resolves the dilemma through an elaborate exercise in self-justification. In his view, he has already conquered the wilderness by demonstrating that he can survive comfortably for more than three weeks. Remaining would merely involve repeating the same accomplishments without additional recognition. He begins imagining the public announcement that will accompany his departure, constructing a narrative in which he voluntarily retires at the peak of his abilities rather than continuing to dominate an inferior competition. Shortly before noon, he retrieves the satellite communication device and contacts the medical team. When the operator asks whether he is experiencing an emergency, Kenny explains that he is completely healthy and could remain indefinitely if he wanted to. He then announces that he has decided to end his participation because the competition has become boring and no longer represents a meaningful test of his abilities. The operator confirms that he wishes to withdraw voluntarily, and Kenny responds with an irritated explanation that he is not quitting but choosing to retire from the event after proving his superiority. The operator records the withdrawal without comment and dispatches an evacuation crew. When the crew arrives, Kenny is waiting beside his neatly packed supplies, wearing sunglasses and an expression of exaggerated confidence. He immediately begins explaining that he could have survived for a hundred days without difficulty but saw no reason to waste additional time proving something that was already obvious. A medic asks whether he has experienced any injuries or medical problems, and Kenny responds by displaying his arm muscles and announcing that he is in better physical condition than most professional athletes half his age. The medic confirms that his vital signs are normal and that he has remained adequately nourished. Kenny takes this as further evidence of his exceptional performance and begins delivering an unsolicited speech about the relationship between athletic greatness and wilderness survival. During the evacuation flight, he repeatedly asks whether the other contestants have already withdrawn, but the crew declines to provide information about their performances. Kenny interprets this refusal as confirmation that he has probably won. He eventually settles into his seat, satisfied that he has demonstrated extraordinary endurance and that the world will surely recognize his achievement. Only after returning to civilization does he learn that his twenty-two-day performance has placed him last in the semifinals' incompetence rankings, eliminating him from the tournament for being too capable of surviving independently. Kenny initially finds this explanation confusing, then becomes furious upon realizing that the two contestants who performed worst will proceed to the championship. He launches into a lengthy tirade about the absurdity of rewarding failure, apparently forgetting that he has been competing in the Tournament of Incompetence from the beginning.

Result: Voluntary withdrawal, Day 22 — 21 days, 3 hours, 47 minutes.

Official Semifinal Results

The wilderness challenge concludes after twenty-two days, during which all four contestants encounter remarkably different difficulties. Despite receiving enough equipment and supplies to survive comfortably for approximately one hundred days, none completes even a quarter of the available period. More importantly, only one contestant requires medical evacuation, and that evacuation results from an entirely avoidable interaction with wildlife rather than any inherent difficulty of the environment.

Final Rankings — Alone Rank Contestant Duration Cause of departure Outcome 4th — Worst Buster Bluth Day 1, 10h 34m Overwhelming anxiety and isolation Advances 3rd Hannah Horvath Day 3, 49h 18m Psychological exhaustion and voluntary withdrawal Advances 2nd Ziggy Sobotka Day 5, 4d 6h 12m Wild raccoon bite requiring medical evaluation Eliminated 1st — Best Kenny Powers Day 22, 21d 3h 47m Boredom and loss of motivation Eliminated

Post-Event Analysis

Buster Bluth delivers the most comprehensive failure of the semifinals, withdrawing before completing his first night in the wilderness. His performance is particularly remarkable because he encounters no genuine survival emergency. He has adequate shelter, sufficient food, appropriate clothing, and functioning emergency equipment. His campsite is safe, his supplies are organized, and his physical health remains excellent. Nevertheless, his inability to tolerate solitude and uncertainty renders the challenge psychologically impossible. Buster's failure demonstrates that practical preparations offer little protection when a contestant cannot emotionally endure the conditions in which those preparations must be used. Hannah Horvath follows with a departure on the third day, having transformed an uncomfortable but manageable camping experience into an elaborate psychological crisis. She proves capable of setting up her shelter, preparing food, and maintaining her basic physical needs, but these accomplishments do little to compensate for her inability to tolerate boredom and isolation. Hannah's greatest disadvantage is her dependence on social interaction as a means of processing emotional experiences. Without an audience, even her suffering becomes unsatisfying. Her carefully constructed explanation for withdrawing may be intellectually sophisticated, but it cannot conceal the fact that she voluntarily abandoned a well-supplied survival challenge after approximately forty-nine hours.

Ziggy Sobotka becomes the semifinals' most spectacularly self-destructive participant. Unlike Buster and Hannah, Ziggy demonstrates genuine practical competence in the wilderness. He establishes a functional campsite, manages his supplies, and appears capable of surviving for weeks or months if he follows basic safety procedures. Unfortunately, his desperate need for companionship and entertainment leads him to begin feeding wild raccoons, eventually convincing himself that one has become a personal friend. His insistence on physically interacting with the animal results in a bite and mandatory medical evacuation because of potential rabies exposure. Ziggy's failure is entirely preventable and offers perhaps the purest illustration of his defining characteristic: the ability to turn a successful situation into a disaster through impulsive decisions that serve no practical purpose.

Kenny Powers performs substantially better than his competitors, surviving twenty-two days without experiencing a serious environmental or medical problem. His physical conditioning, confidence, and practical resourcefulness allow him to establish a stable routine and maintain his campsite with relatively little difficulty. His eventual withdrawal results from boredom and wounded pride rather than an inability to survive. Kenny's performance demonstrates that even extraordinarily unpleasant and self-destructive individuals can possess meaningful practical competence when circumstances reward their existing abilities. His elimination is therefore appropriate: despite his spectacular failures in previous rounds, he is simply too capable of surviving independently to qualify for the championship.

The semifinals also reveal an important distinction between spectacular incompetence and sustained inability. Ziggy's raccoon incident is unquestionably the most ridiculous and dangerous individual mistake of the round, but he still manages to survive considerably longer than Buster and Hannah. Under the tournament's established rules, the duration of survival determines advancement. Ziggy's extraordinary stupidity is therefore insufficient to overcome the fact that two other contestants voluntarily surrendered before he encountered his avoidable medical emergency.

Hannah and Buster move on to the finals.

As the woman pulled him deeper into the heart of the shadow district, Simon didn't offer resistance. It was only later that he'd learn her name, his savior, but at that moment, he couldn't fathom mustering the will to break free from her iron grip. Her fingers clamped firmly around his wrist, compelling him to tread the path she had set before him.

The sun, climbing toward its zenith, cast a diminishing array of shadows from the towering, decrepit stone structures. The district earned its name for the rare sunlight that breached the overhead canopy only when directly overhead. The intricate network of sky bridges connecting the buildings created an intricate labyrinth. In this place, Simon knew escape was improbable.

Deep within the district, where multiple sky bridges converged to form a domed ceiling, the stony world took on an eerie twilight. The only sources of light emanated from dim storefronts and a scattering of feeble lampposts, their meager, orange glow absorbed by the pervasive darkness. It was here that Kit pulled him into an establishment, the faded name of 'Enchanted Chalice' barely visible, having eroded with age and neglect.

The exterior of The Enchanted Chalice was unpretentious, its modest façade veiled by layers of ivy and the relentless march of time. Weathered wooden boards groaned beneath the weight of entering patrons, shrouding the atmosphere in perpetual twilight. The air bore a heavy scent of aged oak, incense, and an elusive aroma that eluded Simon's senses.

Dimly lit lanterns dangled from the rafters, casting a warm, amber radiance that danced with the encroaching shadows. The walls featured tapestries displaying mythical beasts, ancient maps of uncharted territories, and other enigmatic subjects, their details obscured by the dense smog from the fireplace and lit pipes.

Simon's gaze darted around the establishment, attempting to take in the surreal scene. He pondered if he would ever emerge from this place. Behind a scarred bar counter, the innkeeper, a weathered woman swathed in a patchwork cloak, served a bubbling concoction to a patron who appeared to float, the lower half of their body resembling that of a serpent.

In another corner, a fortune-teller hunched over a deck of well-worn cards, her eyes aglow while she animatedly conversed with a disinterested companion. Kit unceremoniously thrust Simon into a corner booth, its rough-hewn wood offering minimal comfort. He scooted to the farthest corner as she slid in beside him. A striking, dark-skinned girl approached, clad in a faded blue skirt that cascaded to her feet, a soiled white chemise, and a dark lace bodice that scarcely contained her, its loose strings dangling at the sides.

“Didn't expect to see you back so soon, Kit,” the young woman drawled, her tresses resting on her shoulders.

“Hey, Nidi. Negotiations with the Fen didn't go as planned,” Kit grumbled as she accepted a flagon of ale, thumping it down in front of her. “He's as stuck up as Tavith thought.”

Nidi gestured toward Simon, who was doing his best not to seem like he was cowering in the corner. “Who's the kid?”

“Simon Barter,” he replied, striving to mask the tremor in his voice.

“Found him wandering the shadows,” Kit explained, taking a few swigs of her ale. “The idiot thought he could rescue me from Fen's bruisers. I suppose I took pity on him.”

“You could have just shown me the way out,” Simon suggested.

Kit raised her gloved hand, silencing him. “Hush.”

Nidi interjected, raising an eyebrow, “You want a beer? If you're old enough to drink, that is.”

There was no way Simon was about to reveal his money pouch. “No, thank you,” he added quickly.

Nidi giggled, resting her hands on her hips. “Oh, we've got a polite one. You should keep this one.”

Simon retorted, “I'm not anyone's property.”

Kit, in the middle of her drink, pointed to the door. Thumping the flagon down, she wiped her mouth. “There's the door, kid. If you think you can find your way out.”

Simon surveyed the space between him and the exit, populated by a motley crew of unsavory characters. “I'll stay here. I'm tired.”

“Tired, right.”

Those condescending smirks grated on him, but what other option did he have? He had left home and already found himself in the seediest part of town, where a single misstep could spell his disappearance, never to be seen again.

“Let me know if you want any food, Kit,” Nidi finally said as she turned to walk away. “On the house for ya.”

Simon couldn't help but watch the sway of her hips as she departed.

“She's quite easygoing,” Kit interrupted his thoughts, a touch of mirth in her voice. “Fifty silver talons, and she'll show you her bed and a good time.”

“No!” Simon balked at the woman's crudeness, his face turning scarlet. “Uh... I mean, no thank you. I'm just trying to get out of the city.”

“Yeah, I figured,” Kit said, leaning back and propping her feet on the table. “The new bag, your age, your sheer bewilderment, and your apparent fear of women.” “I just got turned around,” Simon attempted to defend himself. “And I'm not scared of girls.”

“Sure.”

Doubt dripped from that word, but he didn't have a chance to respond before Kit downed more of her drink. Silence settled between the two, and during this lull, Nidi returned, placing a plate of steaming potatoes and slices of meat in front of him.

“I didn't order—”

“Shut up,” was Nidi's curt response before she walked away.

The smile on Kit's face grew a bit. “I guess she likes you. Eat up. Don't insult the tavern by turning down their gift.”

“Oh.”

The concept of a “gift from the tavern” had reached Simon's ears before. It was the practice of offering travelers and nobility complimentary items as a form of respect. He couldn't fathom why this particular tavern had extended him this courtesy.

“Kit Morigin,” the woman said, leaning forward, her feet off the table. “Where are you headed?”

“Simon Barter,” he replied, with a mouthful of potato. “I was on my way to Oakridge.”

“Why?” Kit inquired.

“Why do you ask?” Simon countered.

“I'm bored,” Kit admitted. “There's nothing to do until a friend of mine returns. Why are you heading to Oakridge? It's larger than here, and the chances of getting lost are pretty high.”

“The Traveler's Guild.”

Both of Kit's eyebrows shot up, her beautiful yet well-worn face reflecting surprise. “You're a Traveler?”

“I want to apply to be a Traveler,” Simon confessed. What else could he say or do? He was at the mercy of this person.

Kit erupted into laughter, earning curious glances from a few hooded individuals who then returned to their conversations. “What's so funny?” “You. You want to be a Traveler? You're an idiot.”

“Hey!” Simon protested, his anger beginning to surface. “What do you mean by 'idiot'?”

“Where's your weapon, boy?”

Weapon?

“Uh... what?”

“Do you know how to wield a sword? A dagger? A bow?”

“Ummm... no.”

Kit's grin widened as she leaned back. “The Traveler's Guild isn't a social club, cub. It's composed of men and women seeking their fortune through cunning or combat. You possess no skills that would interest them.”

“How do you know?”

With a swift motion, she reached into her cuirass and retrieved a medallion. It was as battered as her other equipment, but Simon recognized the silver piece bearing the symbol of an eagle, the Traveler's Mark.

“You're a Traveler?” Simon exclaimed in shock.

“Yeah, I've been one for quite a while. Earned my silver a few years back,” Kit said with a nonchalant shrug. “It's no walk in the park. It'll devour dreamers like you.”

Why had that not dawned on him? Simon looked down at the wooden table that had seen many years of wear, tear, and knife points. He had some basic sword steps from a few guards when he was younger but that had been more to amuse themselves than to actually teach him. He looked up to see the keen look on the Traveler crossed from him. Simon took in a breath and nodded with resolve. 

“I can learn. My father used to say that the most useful skill is to be able to learn, then nothing is impossible.”

“You're willing to learn as you go? That's a great way of getting killed.”

Simon frowned and folded his arms.

Kit seemed to contemplate something, then stood and made her way into the crowd.  Simon watched her vanish in the crowd, fear spiking being left alone.

Like a predator though, Nidi slid into the booth by him.  

“Hey, sweetie,” The barmaid said with a grin that now made him more nervous than scared. “She left you all alone.“ 

“She'll be back.” Goddess, he hoped she would be coming back.

“Was the food good?” She asked. “Made it myself. Thought you deserved more than Thrak would slop on a plate.“ 

Simon swallowed and glanced down at the plate. She scooted closer and leaned over giving him a full view down her chemise. The young man immediately found something interesting on the table beside her.  

“Anything else I can do for you?” She cooed.   “I'm good. Thank you.“ 

“We could go upstairs. I can let Kit know you and I want to get 'better acquainted.'“ 

Simon's throat got dry at the proposition. The thought of this young lady without clothes on a bed caused his heart rate to jump.   She giggled seemingly reading his mind.  

“I appreciate it but...“ 

“You got a maid waiting for you?” She quizzed letting her hand creep on top of his.  

“N..n...no.“ 

“Then why not? I think you're cute. Plus, I like giving young men their first 'experience'. Free of charge!“ 

“Hey! I'm not—–“ 

Nidi's laughter tinkled around him. 

“It's written all over your face, my hero. Come. I promise it'll be memorable.“ 

Simon was now praying he was facing the shady people instead.  

“Nidi!“  Kit had returned and whatever trance she had on him broke. She sighed.  

“Leave the poor boy alone. He looks like a rabbit about to run.“ 

Nidi sighed and scooted back.  

“I was just being sociable, Kit.“ 

“Sure,” Kit responded sitting down across from him again. “And I'm a priestess of the Cult of Purity. Be gone harlot.“ 

Simon winced at such a strong word, but all Nidi did was give his arm a squeeze, laugh, and flounce back to work.

“Sorry, forgot to warn you she's a bit of a predator.” Kit laughed and dropped an item on the table.  

“What's that?“ 

Kit leaned back in her chair, her eyes glittering with a mix of nostalgia and mischief as she gestured grandly at the weathered scabbard, which lay like a slumbering guardian between them on the rugged, wooden table. Its leather surface, once vibrant and polished, had seen its fair share of battles and adventures. “This,” Kit said, her voice a warm, inviting drawl, “is your first sword. I convinced Thrak to give it up as he's too old to be adventuring anymore.”

Simon's eyebrows furrowed in curiosity as he glanced at the scabbard, then back at Kit. “Thrak? The Cook?”

A fond smile tugged at Kit's lips as she began to weave the tale. “Oh, yeah. Thrak used to do a lot of adventuring until an unfortunate incident when a new initiate wasn't being careful. Poor guy took an arrow to the knee, and he hasn't been the same since,” she continued with a wistful sigh, her eyes dancing with a hint of mischief. She pushed the scabbard closer to him, the leather surface bearing the scars of countless journeys.

Simon intrigued and somewhat baffled, reached for the weathered scabbard gingerly. His fingers brushed over the rough surface, feeling the history it held. Carefully, he gripped it and pulled the blade gently out of the leather sheath, which held it securely in its embrace. The blade that emerged was simple, only about twenty-four inches long, with a hilt that was a quarter of that size. It had only one cutting edge, with a slight curve near the point. The crossguard was simple black steel, unadorned and utilitarian, yet it felt surprisingly solid in his hand.

“Thrak says her name is 'whipped cream',” Kit explained, her tone laced with humor.

Simon blinked in confusion. “I'm sorry, what?” He turned to see the massive green hulk of a person in the doorway, a goblin named Thrak, his imposing presence contrasting with the cozy atmosphere of the room. Thrak's four long braids of black hair ran down his back, his stained shirt, and wide, unblinking eyes fixed on Simon, his massive arms crossed over his chest.

Kit shrugged and offered a cryptic smile. “Don't ask me. I don't know goblin culture. He expects you to do honor to his 'sword wife.' He expects you to take care of her, make sure she stays sharp, keep her close, and give her a kiss before you sleep. Thrak says she will serve you well if you do.”

Simon's curiosity got the better of him. “Is...it magic?”

Kit chuckled heartily. “Oh, hell no. Goblins are just particular about their swords.”

Simon slid the blade back into her...its sheath and set it down on the table. “I don't know if I could do her justice for Thrak.”

Kit slid the scabbard back to him, her tone serious. “Too late. You can't turn her down. Thrak would take that as a severe insult.”

Simon, realizing he had no choice, accepted the sword, looking over to Thrak and bowing in respect. In return, the goblin did the same and lumbered back into his kitchen, a gesture of trust and camaraderie.

“Now, you have a sword. You can have this from me,” Kit said, her voice shifting to a more business-like tone. She handed over a sealed piece of parchment with a wax seal on it. Simon raised an eyebrow in confusion.

“This?”

“A letter of introduction from me to the Oakbridge Guild,” Kit explained. “It'll guarantee you at least one mission to try it out. You aren't accepted; it just asks that you be allowed a trial before consideration. Better put your best foot forward. Leader Hordak is not one to suffer fools.”

Simon's eyes sparkled with gratitude as he accepted the letter and placed it in his pouch with great care. But then, he hesitated, studying Kit with suspicion.

“Why are you helping me?”

Kit leaned in, her gaze piercing. “Because, unlike what you might be thinking, I don't like the idea of pretty boys getting slaughtered because they're damn fools. At least this way, I have a bit of salvation in case you wind up impaled on an Elven death pole.”

Simon hadn't thought about that aspect of his future adventures, and it sent a shiver down his spine.

“Now!” Kit exclaimed, her infectious enthusiasm returning. “Let's get you going!” She stood abruptly, ready to usher Simon into a world of uncertainty and adventure.

Simon hesitated and she looked over to Nidi who was watching them. “Unless you'd like to take an hour with Nidi! She's been salivating since we arrived.”

Simon hopped up.

“Let's go!”

Kit laughed.

Oracle's most honest document this autumn was a cash flow statement.

It was filed with the US Securities and Exchange Commission on 11 September 2026, in the quarterly report covering the three months to 31 August, and it lays out with a bookkeeper's calm where the money came from and where it went. Revenue rose from $14.9 billion to $19.3 billion, and net income climbed 63 per cent to $4.76 billion. Capital expenditure, almost all of it data centres, came to $28.5 billion, against $8.5 billion a year earlier. Oracle sold roughly 141 million new shares through an “at-the-market” programme for net proceeds of $19.9 billion, using up the entire $20 billion facility in a single quarter. And in a note on restructuring, the company recorded that “subsequent to August 31, 2026, our management supplemented the 2026 Restructuring Plan by approximately $700 million to reflect additional actions that we expect to take,” lifting a plan previously estimated at up to $2.1 billion to roughly $2.8 billion.

The same note describes what the plan is for. It exists, Oracle says, “to implement certain strategic measures and further improve operational efficiencies, including through the adoption and integration of artificial intelligence technologies across certain functions”.

Three days after the quarterly report was filed, the additional actions began. On Monday 14 September, according to The Deep Dive and The Week, affected staff, including employees in India, lost access to company systems and received an email early that morning, signed by Oracle Leadership, telling them their roles had been eliminated and that “today is your last working day”. Oracle has not said how many people were affected. The only public count is partial: Worker Adjustment and Retraining Notification (WARN) notices dated 14 September cover 359 employees in Washington state, at two Seattle offices or working remotely, according to FOX 13 Seattle, and 441 in California, at Redwood City, Santa Clara and Pleasanton, according to TheStreet, with separations scheduled from 13 November. TheStreet counts at least 2,578 Oracle job cuts in US WARN notices so far in 2026, but those notices cover only some US sites, so the figure is a floor, not a total. Its annual report for the year to 31 May had already recorded a fall in headcount from about 162,000 to about 141,000, a net loss of 21,000 people, or 13 per cent.

The story of the email has been told, including in these pages. This piece is about the cash flow statement, because it answers a question the email never could. When a profitable, fast-growing company pays for its AI buildout partly by cutting its wage bill, who is actually underwriting the AI transition?

Five Parties Paid For The Quarter

Start with the ledger, because the popular version of this story gets the proportions wrong in an interesting way.

The popular version says Oracle sacked workers to pay for data centres. The filings say something more complicated. In the first quarter of fiscal 2027, Oracle's operations generated $23.1 billion of cash, up 184 per cent on a year earlier. Much of that came from customers, and according to chief financial officer Hilary Maxson on the earnings call, most of the new contracts signed in the quarter used customer prepayments, “bring your own hardware” deals or similar structures that will not need extra capital from Oracle. New shareholders put in $19.9 billion. Lenders already hold $125 billion of Oracle's senior notes and other long-term borrowings, after the company raised $42.7 billion in senior notes during fiscal 2026 alone. Those are the big cheques.

Now find the workers. Oracle's income statement shows that, compared with the same quarter a year earlier, sales and marketing expense fell from $2,063 million to $1,811 million, research and development from $2,491 million to $2,401 million, and general and administrative stayed flat at $376 million. These are the personnel-heavy lines; Oracle's own annual report attributes the $320 million fall in sales and marketing spending during fiscal 2026 “primarily” to lower employee-related expenses. Taken together, the three lines fell by about $342 million year on year.

Put those numbers next to each other and the arithmetic is almost embarrassing. Oracle's interest expense rose by $505 million over the same period. Depreciation rose by $1.8 billion. The quarter's capital expenditure was more than 80 times the year-on-year saving on those three people-heavy lines.

Even across a full year, the scale holds. Oracle's 2026 proxy statement puts the total compensation of its median global employee at $94,740. As a crude illustration only, since nobody knows what the departing staff actually earned, 21,000 people paid that median would cost about $2 billion a year. Oracle spent $55.7 billion on capital expenditure in fiscal 2026 and ran negative free cash flow of $23.7 billion. Payroll cuts cannot fund a buildout of that size. At most they trim its edges.

So the honest answer to “who pays for the data centres” is: customers first, then new shareholders, then bondholders, with workers a distant fourth in dollar terms. A fifth party, the taxpayer, appears later in this story.

The reason this matters is that it turns the question round. If payroll savings are too small to pay for the buildout, why cut payroll at all? The answer is that the payroll line is not where the money comes from. It is where the risk goes.

Why The Smallest Contribution Carries The Heaviest Loss

Every party on that ledger is underwriting the transition, but they are doing it on very different terms.

A shareholder who bought into Oracle's at-the-market programme chose to buy, at a price they accepted, in a liquid market they can leave tomorrow. A bondholder lends at a yield priced for the risk, and that risk has been spelled out. On 9 July 2026, S&P Global Ratings cut Oracle's long-term rating from BBB to BBB-, one notch above speculative grade, admitting that it had “underestimated the scale of the investments required to expand the AI business” and noting that OpenAI accounted for about half of Oracle's $638 billion contracted backlog. Lenders who stay have been told the risk and are being paid to carry it. In the first quarter alone, Oracle paid $1.565 billion in dividends to preferred and common stockholders and booked $1.428 billion of interest expense.

The departing employee's contribution works differently. It is not chosen, not priced and not diversified. Reporting by Business Insider, summarised by Business Today in April 2026, set out the US severance formula: four weeks of base salary for the first year of service, one additional week for each further year, capped at 26 weeks. Unvested stock, which for many technology workers is a substantial part of their pay, is forfeited. Reported terms for India, drawn from employee accounts rather than any company statement, are structured differently and vary by location.

Twenty-six weeks is half a year. The best long-run evidence on what job loss actually costs comes from the economists Steven J. Davis and Till von Wachter, whose 2011 Brookings Papers on Economic Activity study tracked American workers through Social Security records from 1974 to 2008. Men displaced in mass layoffs when national unemployment was below 6 per cent lost, on average, the equivalent of 1.4 years of their pre-displacement earnings in present-value terms, discounting over twenty years. When unemployment exceeded 8 per cent, the loss doubled to 2.8 years. The study is not specific to technology workers and is not a prediction for any individual. But it sets a benchmark, and the maximum severance Oracle offers in the United States covers roughly a third of the typical loss in good times.

There is one more asymmetry. In the first quarter, according to the 10-Q, Oracle made $324 million of cash payments under the 2026 Restructuring Plan. Dividend payments in the same quarter were nearly five times that figure. Both are legitimate obligations. One is a return on capital that its owners chose to commit. The other is the closing payment on a contribution its providers never agreed to make.

How Severance Learns To Look Like Modernisation

To see how a person becomes a modernisation cost, follow the accounting.

Under US generally accepted accounting principles, severance sits in one of two places. Benefits paid under an ongoing, established plan fall under ASC 712 and are accrued when they are probable and can be reasonably estimated. One-off packages fall under ASC 420, the standard for exit and disposal costs, and, as PwC's accounting guidance sets out, a liability is generally recognised when the plan has been communicated to employees in enough detail for each of them to work out what they would receive. Either way, the cost lands in a line Oracle calls “restructuring and other”.

That line is then removed from the number most investors watch. Oracle's first-quarter earnings release reconciles GAAP results with non-GAAP ones, and restructuring is one of the items stripped out, alongside stock-based compensation and the amortisation of acquired intangible assets. In the quarter, GAAP operating margin was 35 per cent. Non-GAAP operating margin, with restructuring and the other adjustments removed, was 42 per cent. The non-GAAP earnings per share figure that led the headline, $1.92, carries no trace of severance.

Excluding restructuring is standard practice and Oracle discloses every adjustment in full. The point is what the convention implies. A restructuring charge is presented as something outside the business's ongoing performance, a one-off cost of transition. Yet Oracle has recorded restructuring expense every year: $404 million in fiscal 2024, $299 million in fiscal 2025, $1.779 billion in fiscal 2026. Its quarterly report says the company expects “to incur additional restructuring expenses in future periods”. The cost recurs, but it is reported as if it were exceptional.

The most revealing sentence, though, is not in the accounting notes. It is in management's discussion, where Oracle explains what happened to the money it saved. Certain of the savings from the 2026 Restructuring Plan, it says, “were offset by investments in resources and geographies that we believe better address the development, marketing, sale and delivery of our cloud-based offerings, including investments in the development and delivery of our second-generation cloud infrastructure.”

That is the reallocated payroll, described by the company that reallocated it. Savings from one set of people and places were moved to other resources and other geographies. Severance is booked as the cost of making that move, then removed from adjusted earnings, so the move looks almost free.

The Taxpayer Was Underwriting Before Anyone Was Fired

The fifth party on the ledger did not sign anything either, and its contribution started long before September.

In 2020, Daron Acemoglu, Andrea Manera and Pascual Restrepo published a paper through the Brookings Institution and the National Bureau of Economic Research asking whether the US tax code favours automation. They found that it does. Effective tax rates on labour stood above 28.5 per cent, while the effective rate on capital invested in equipment and software had fallen to about 5 per cent. Their conclusion was that the heavy taxation of labour and light taxation of capital encourage firms to automate more tasks, and use less labour, than is socially optimal. Under the tax structure they modelled as optimal, labour would be taxed at around 9 per cent and capital at around 22 per cent.

The authors traced much of that low capital rate to generous depreciation provisions passed between 2002 and 2017. The most generous of them has since been made permanent. The 100 per cent bonus depreciation introduced in 2017 had been phasing down, reaching 40 per cent for 2025, until legislation signed in July 2025, commonly known as the One Big Beautiful Bill Act, permanently restored it for qualifying property acquired after 19 January 2025. The Internal Revenue Service issued interim guidance in Notice 2026-11 in January 2026. In general, qualifying property means assets with a recovery period of 20 years or less, which covers the servers, storage and networking equipment that fill a data centre, though not the buildings. A company buying those assets can deduct the whole cost in the year it places them in service, rather than spreading it over their useful life.

Oracle's effective tax rate in the first quarter of fiscal 2027 was 15.1 per cent. Its filings do not break out how much of that reflects accelerated depreciation, and nothing here suggests Oracle is doing anything other than using the law as written. But the structure is clear. Each dollar of salary carries payroll taxes. Each dollar of qualifying data centre equipment can now be written off immediately. When a company shifts spending from people to machines, public policy is pushing it the same way.

Then there is the safety net. In the United States, displaced workers can turn to state unemployment insurance, which typically replaces only part of lost wages for a limited period. A large share of Oracle's workforce sits outside that system altogether: of roughly 141,000 employees at the end of fiscal 2026, about 92,000 worked outside the United States, where severance, notice and benefits are governed by national law and, in many places, by much thinner public provision. Whatever severance does not cover is met by the worker's savings, by family, and by whatever state they happen to live in.

Shareholders Are Paying Too, On Different Terms

None of this means shareholders are getting a free ride, and the strongest version of Oracle's case deserves a hearing.

The share price has taken a beating. Fortune reported on 26 September 2026 that Oracle had closed at $137, down 53 per cent over the previous twelve months. The new shares sold through the at-the-market programme went for an average of about $141 each, and the share count rose by about 5 per cent in a single quarter, from 2.88 billion to 3.02 billion. Anyone holding Oracle stock owns a smaller slice of a company that S&P projected in July would run a free cash flow deficit of nearly $42 billion in fiscal 2027, up from the agency's earlier forecast of about $24 billion. Seven years ago this ledger ran the other way: in fiscal 2019, Oracle spent $36.1 billion buying back its own shares. In the most recent quarter it bought back none.

Even the executives' headline pay is less certain than it looks. Oracle's 2026 proxy statement reports fiscal 2026 total compensation of $627.5 million for co-chief executive Clayton Magouyrk and $256.6 million for co-chief executive Michael Sicilia, against $94,740 for the median employee, a ratio of 6,623 to 1 for Magouyrk. Those totals are largely the accounting value of one-time stock option awards made when the two were appointed in September 2025, awards the proxy itself values at $250 million and $100 million at target. Fortune reported that by the end of the fiscal year all of the options granted to Magouyrk, Sicilia and executive chair Larry Ellison were underwater, and the proxy says the awards “had no intrinsic value” at that date. They may never pay out.

Ellison, who according to the proxy beneficially owns 38.2 per cent of Oracle's common stock, has also signalled that he is staying put. Oracle's quarterly report disclosed that he adopted a trading plan on 22 June 2026 allowing him to sell up to 50 million shares. On 12 September, the company announced that he had cancelled it, that no shares had been sold under it, and that he had no other plans to sell.

So the people at the top are exposed to the same bet, and in paper terms they have lost a great deal on it. The difference is not whether they bear risk but what kind. A stake of 1.158 billion shares, at the $2.00 per share in common dividends Oracle declared in fiscal 2026, would generate roughly $2.3 billion a year in cash, more than the entire $1.779 billion restructuring expense of fiscal 2026. A falling share price reduces wealth that remains. A severance letter ends income that was the wealth. Both are losses, but only one can be recovered by waiting.

A Record Low For Labour's Share Of Output

Oracle is one company, but its pattern fits a national trend that was under way long before anyone mentioned large language models.

On 15 September 2026, the day after Oracle's emails went out, the US Bureau of Labor Statistics published a short note. Labour share in the nonfarm business sector, the fraction of output paid to workers as wages, salaries and benefits, was 52.8 per cent in the second quarter of 2026, “the lowest level ever recorded” in a series that begins in 1947. For most of the post-war period it ranged between 60 and 66 per cent. It began a sustained decline after the turn of the century, and it stood at 56.3 per cent at the end of 2019.

The productivity figures released a few days earlier explain why the decline matters. Nonfarm business productivity rose 1.4 per cent at an annual rate in the second quarter and 2.2 per cent on a year earlier. Real hourly compensation, meanwhile, fell at an annual rate of 3.3 per cent in the quarter. Output per hour is rising; the share of it paid to the people producing it is falling.

It would be wrong to blame that decline on AI, and the BLS makes no such claim. The trend predates the technology by two decades, and economists still disagree about what drives it. But the Oracle quarter is a small, precise example of how the macro statistic is made: revenue up 30 per cent, operating income up 57 per cent, personnel-heavy expense lines down, capital spending more than tripled. At the national level, labour share is just a ratio of totals. It falls one company at a time, through decisions like these.

Microsoft, Meta, Amazon And Salesforce Run Variations

Is Oracle the leading edge of a new corporate normal? The comparable firms suggest the pattern is real but varies, and the variations show who is underwriting the change.

Microsoft employed about 223,000 people at 30 June 2026, according to its annual report, down from about 228,000 a year earlier. In April, chief financial officer Amy Hood told investors that headcount had fallen year on year and was expected to keep falling, while the company booked about $900 million of charges for a voluntary retirement programme. Microsoft's additions to property and equipment rose by almost 80 per cent, from $64.6 billion in fiscal 2025 to $115.9 billion in fiscal 2026. And it still returned $48.7 billion to shareholders over the year, $22.3 billion in buybacks and $26.4 billion in dividends. Microsoft can pay for the buildout out of its own cash flow and keep paying shareholders. Its workforce is shrinking anyway.

Meta told staff in April that it would cut roughly 10 per cent of its workforce, about 8,000 people. Its second-quarter results recorded $1.18 billion of severance expense tied to the May reduction, headcount of 75,472, down 1 per cent on a year earlier, and revenue up 28 per cent to $60.8 billion. It narrowed its 2026 capital expenditure outlook to between $130 billion and $145 billion. Free cash flow for the quarter came to just $784 million.

Amazon announced 14,000 corporate job cuts in October 2025 and around 16,000 more on 28 January 2026, together about a tenth of its corporate workforce. By its second quarter of 2026 it was planning capital spending of around $220 billion for the year, and free cash flow on its trailing measure had turned negative, at minus $7.6 billion. Andy Jassy, the chief executive, has explicitly rejected the AI reading of his cuts. “The announcement that we made a few days ago was not really financially driven, and it's not even really AI-driven, not right now at least,” he told analysts in October 2025. “It's culture.”

Salesforce gave the clearest statement of reallocation. In September 2025, chief executive Marc Benioff said on The Logan Bartlett Show that AI agents had allowed the company to cut its support headcount from about 9,000 to about 5,000. “I've rebalanced my support headcount,” he said, “so I can now put those people into sales.”

Together the cases show both the pattern and its limits. Every one of these firms is growing revenue, holding headcount flat or cutting it, and raising capital spending to levels without precedent. Every one has made workforce reductions while doing so. But the headcount changes at Microsoft and Meta are small in percentage terms, Amazon's chief executive denies the causal link, and the cash that pays for the data centres overwhelmingly comes from somewhere other than payroll. The debt markets show where. JPMorgan, in research reported by Bloomberg in August 2026, raised its forecast for technology, media and telecoms bond issuance this year to $540 billion and estimated that hyperscaler debt alone would reach $317 billion.

Oracle stands out because it has the weakest balance sheet of the group. Microsoft funds the buildout from cash flow. Meta and Amazon are pushing their free cash flow towards zero and below. Oracle has had to sell equity at depressed prices, borrow at the lowest investment-grade rating, and ask customers to prepay. When every source of funding is under strain, the one that requires nobody's consent comes under the most pressure. That makes Oracle less an exception than a stress test. It shows what the pattern looks like when the balance sheet runs out of room.

Payroll Has Become The Adjustable Line

So is this the new normal? The evidence supports a narrower claim than the headlines, and a more durable one.

It does not support the idea that AI is about to empty corporate offices. Microsoft's headcount fell about 2 per cent in a year and Meta's 1 per cent. The cash going into data centres comes overwhelmingly from operating income, bonds and new shares. Even at Oracle, the quarter's saving on personnel-heavy expense lines came to roughly 1 per cent of its capital expenditure.

What the evidence does support is a change in the order in which claims on a company's cash are met. In the buyback era, which at Oracle peaked with $36.1 billion of repurchases in fiscal 2019, shareholders came first and payroll was a fixed cost of doing business. In the AI buildout, capital expenditure comes first, contractually locked in through long-term leases and supplier commitments that Oracle's own annual report warns could leave it “locked into multi-year commitments” for surplus capacity if demand disappoints. Shareholders come next, still paid their dividends while buybacks are largely paused. Payroll has become the variable that absorbs the difference: the one line that can be cut within a quarter, by email, without renegotiating anything with anyone.

That is what the Oracle pattern reveals about who underwrites the AI transition. Customers and investors pay most of the bill, and they choose to. Taxpayers subsidise it through a code that, on the best available evidence, taxes labour far more heavily than equipment. Workers carry the part of the risk that has nowhere else to go, at a price nobody negotiated with them, and their losses are recorded in a line that the preferred measure of corporate performance leaves out.

The arrangement is not unique to AI. What AI adds is a justification. Oracle's filings tie the restructuring explicitly to “the adoption and integration of artificial intelligence technologies across certain functions,” and its annual report states that the adoption and deployment of AI “have resulted, and may continue to result, in reductions to our workforce.” Whether AI actually did the work of the people who left, or merely made it easier to explain why they were no longer affordable, is something no filing can settle. Either way, the effect on the ledger is the same.

The Ledger Line That Cannot Be Refinanced

What becomes of the workers whose severance is booked as a cost of modernisation?

The evidence offers a sobering but bounded answer. The US unemployment rate was 4.2 per cent in September 2026, according to the Bureau of Labor Statistics, which places today's American job losers in the better of the two scenarios Davis and von Wachter measured. Their benchmark for such times is a loss equivalent to well over a year's earnings, spread across the years after displacement, rather than permanent exclusion from work. Some, particularly in countries with weak protections and in roles that AI tools can increasingly reach, will find it harder. In every case, their severance and their losses will appear in Oracle's accounts only once, in the restructuring line, and then be adjusted away.

A different arrangement is imaginable, and some of it is already on the record. Acemoglu, Manera and Restrepo argued that rebalancing the tax treatment of labour and capital would raise employment. Severance formulas, notice periods and the treatment of unvested stock are policy choices, set by companies and in part by law. The disclosure rules that already make Oracle state a cost estimate for its restructuring plan, down to the $700 million supplement, could be extended to say how many people that cost represents, and where.

Until then, the ledger works like this. Shareholders who lost half the value of their stock this year can wait for a recovery. Bondholders are paid interest for the risk they knowingly took. The company can raise capital again next quarter, and almost certainly will. The people on the restructuring line have no equivalent. A career, once booked under “restructuring and other”, cannot be refinanced.

On 18 November 2026, Oracle's shareholders will cast an advisory vote on the pay of its named executive officers. The people who left on 14 September get no ballot. Their contribution to the AI transition has already been recorded, and then adjusted out of the figures.

References & Sources

1. Oracle Corporation, “Form 10-Q for the quarterly period ended 31 August 2026”, US Securities and Exchange Commission, September 2026. https://www.sec.gov/Archives/edgar/data/1341439/000119312526389274/orcl-20260831.htm
2. Oracle Corporation, “Oracle Announces Q1 Results Driven by Triple Digit Growth in Cloud Infrastructure Revenues”, Exhibit 99.1 to Form 8-K, 10 September 2026. https://www.sec.gov/Archives/edgar/data/1341439/000119312526387905/orcl-ex99_1.htm
3. Oracle Corporation, “Form 10-K for the fiscal year ended 31 May 2026”, US Securities and Exchange Commission, 2026. https://www.sec.gov/Archives/edgar/data/0001341439/000119312526277521/orcl-20260531.htm
4. Oracle Corporation, “Larry Ellison Cancels His Plan to Sell Oracle Stock”, Exhibit 99.1 to Form 8-K, 12 September 2026. https://www.sec.gov/Archives/edgar/data/1341439/000119312526389753/d20034dex991.htm
5. Oracle Corporation, “Definitive Proxy Statement (Schedule 14A) for the 2026 Annual Meeting of Stockholders”, 25 September 2026. https://www.sec.gov/Archives/edgar/data/0001341439/000119312526402816/orcl-20260925.htm
6. Oracle Corporation, “Form 10-K for the fiscal year ended 31 May 2019”, US Securities and Exchange Commission, June 2019. https://www.sec.gov/Archives/edgar/data/1341439/000156459019023119/orcl-10k_20190531.htm
7. The Motley Fool, “Oracle (ORCL) Q1 2027 Earnings Call Transcript”, 11 September 2026. https://www.fool.com/earnings/call-transcripts/2026/09/11/oracle-orcl-q1-2027-earnings-call-transcript/
8. JP Alegre, “Oracle Starts New Layoff Round Six Months After Its Last One”, The Deep Dive, 14 September 2026; FOX 13 Seattle, “Oracle to lay off 359 Washington workers in November”, 16 September 2026; and Aparajita Chatterjee, “Oracle layoffs top 2,500 workers as AI spending surges”, TheStreet, 23 September 2026. https://thedeepdive.ca/oracle-starts-new-layoff-round-six-months-after-its-last-one/ and https://www.fox13seattle.com/news/oracle-lay-off-washington-workers and https://www.thestreet.com/employment/oracle-layoffs-top-2500-workers-ai-spending-surge-2026
9. Meera Rajeev, “Oracle layoffs: What severance pay can Indian workers expect?“, The Week, 15 September 2026. https://www.theweek.in/news/biz-tech/2026/09/15/oracle-layoffs-what-severance-pay-can-indian-workers-expect.html
10. Business Today Desk, “Oracle layoffs 2026: How much severance US employees are getting?“, Business Today, 7 April 2026. https://www.businesstoday.in/technology/story/oracle-layoffs-2026-how-much-severance-us-employees-getting-524393-2026-04-07
11. Amanda Gerut, “Oracle gave Larry Ellison and his new co-CEOs nearly $1 billion in stock options. By fiscal year end, all were underwater”, Fortune, 26 September 2026. https://fortune.com/2026/09/26/oracle-larry-ellison-ceo-pay/
12. Luis Rijo, “S&P cuts Oracle to BBB- as AI buildout widens cash deficit to $42bn”, PPC Land, 18 July 2026. https://ppc.land/s-p-cuts-oracle-to-bbb-as-ai-buildout-widens-cash-deficit-to-42bn/
13. Bloomberg, “JPMorgan sees tech bond sales surpassing half a trillion dollars in 2026”, republished by The Star, 10 August 2026. https://www.thestar.com.my/business/business-news/2026/08/10/jpmorgan-sees-tech-bond-sales-surpassing-half-a-trillion-dollars-in-2026
14. Microsoft Corporation, “Form 10-K for the fiscal year ended 30 June 2026”, US Securities and Exchange Commission, July 2026. https://www.sec.gov/Archives/edgar/data/789019/000119312526323660/msft-20260630.htm
15. Alexei Alexis, “Microsoft CFO flags workforce cuts as AI spending surges”, CFO Dive, 30 April 2026. https://www.cfodive.com/news/microsoft-cfo-flags-workforce-cuts-ai-spending-surges-layoffs/819027/
16. Meta Platforms, “Meta Reports Second Quarter 2026 Results”, Exhibit 99.1, 29 July 2026. https://s21.q4cdn.com/399680738/files/doc_financials/2026/q2/Meta-06-30-2026-Exhibit-99-1-FINAL.pdf
17. Bloomberg Law, “Meta Tells Staff It Will Cut 10% of Jobs in Push for Efficiency”, April 2026. https://news.bloomberglaw.com/tech-and-telecom-law/meta-tells-staff-it-will-cut-10-of-jobs-in-push-for-efficiency
18. Paul Thurrott, “Amazon Revenues Jump 20 Percent to $200.6 Billion”, Thurrott.com, 30 July 2026; and ABC7 New York, “Amazon cuts 16,000 jobs in the latest round of layoffs”, 28 January 2026. https://www.thurrott.com/amazon/339894/amazon-revenues-jump-20-percent-to-200-6-billion and https://abc7ny.com/post/amazon-cuts-16000-jobs-latest-round-layoffs/18491495/
19. Fortune, “Amazon CEO Andy Jassy says layoffs are about culture, not AI”, 1 November 2025. https://fortune.com/2025/11/01/ceo-andy-jassy-amazon-layoffs-about-culture-not-ai
20. Outlook Business Desk, “AI Agents Replaced 4,000 Customer Support Jobs at Salesforce, Says CEO Marc Benioff”, Outlook Business, 2 September 2025. https://www.outlookbusiness.com/artificial-intelligence/ai-agents-replaced-4000-customer-support-jobs-at-salesforce-says-ceo-marc-benioff
21. US Bureau of Labor Statistics, “Labor share at its lowest level, 52.8 percent, in second quarter 2026”, The Economics Daily, 15 September 2026. https://www.bls.gov/opub/ted/2026/labor-share-at-its-lowest-level-52-8-percent-in-second-quarter-2026.htm
22. US Bureau of Labor Statistics, “Productivity and Costs, Second Quarter 2026, Revised”, 3 September 2026; and “The Employment Situation, September 2026”, 2 October 2026. https://www.bls.gov/news.release/prod2.nr0.htm and https://www.bls.gov/news.release/empsit.nr0.htm
23. Daron Acemoglu, Andrea Manera and Pascual Restrepo, “Does the US Tax Code Favor Automation?”, Brookings Papers on Economic Activity, Spring 2020, and NBER Working Paper 27052. https://www.brookings.edu/articles/does-the-u-s-tax-code-favor-automation/
24. BDO USA, “IRS Issues Interim Guidance on Bonus Depreciation Rules” (on IRS Notice 2026-11), January 2026; and PwC Viewpoint, “Restructurings and one-time termination benefits”, Pensions and Employee Benefits Guide, section 8.5. https://www.bdo.com/insights/tax/irs-issues-interim-guidance-on-bonus-depreciation-rules and https://viewpoint.pwc.com/dt/us/en/pwc/accounting_guides/pensions-and-employee-benefitspeb/peb_guide/Chapter-8-PEB/85_Restructurings_and_onetime_termination_benefits_20.html
25. Steven J. Davis and Till von Wachter, “Recessions and the Costs of Job Loss”, Brookings Papers on Economic Activity, Fall 2011. https://www.brookings.edu/bpea-articles/recessions-and-the-costs-of-job-loss/

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Tim Green UK-based Systems Theorist & Independent Technology Writer

Tim explores the intersections of artificial intelligence, decentralised cognition, and posthuman ethics. His work, published at smarterarticles.co.uk, challenges dominant narratives of technological progress while proposing interdisciplinary frameworks for collective intelligence and digital stewardship.

His writing has been featured on Ground News and shared by independent researchers across both academic and technological communities.

ORCID: 0009-0002-0156-9795 Email: tim@smarterarticles.co.uk

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I did not go back to work on the 13th as planned. Instead I ended up going to see my doctor to get a note for being absent. When I arrived at the clinic I had been awake for over 30 hours straight. One minute I was stressed about returning to work, then something happened, and it tipped over the edge into a full on panic attack. It was quite problematic.

I had started with prepping lunches, getting the work clothes ready, and all that shit. I was physically ready, and sort of mentally getting mind to accept that time off was pretty much over. Then not long before bedtime I was sitting on the couch, and I decided to go into the vacation booking app on my phone... looking at that app is something I wish I could somehow undo.

The reason I did it was to see how many vacation hours I had remaining to use up this year, and also to mark the days I had just taken as done. Basically clearing the message inbox. When I logged in, and went to mark the vacation days as done I noticed that Thursday the 1st, and Friday the 2nd were still showing approved, but the following week, 5th to the 9th, was showing canceled.

The days that were approved still had the time and date from when I submitted the requests last December. On the days that were canceled; the time and date had changed from December to 11:46pm on October 4th. Fourteen minutes before those days of vacation were set to begin. In my mind the only way those days could have ended up showing canceled status would be if my boss canceled them. I took it personally. I could not let it go. It quickly and unexpectedly escalated. Boiled over.

I could hear and feel my heart beating. Mind racing. Guts in knots. Tried to calm myself down with deep breathing. Tried to lay down to sleep. No fucking way. Nothing would calm me. I wished I had booze, or that society would collapse, or that earth would get hit by an asteroid before morning. I started to have a cramp-like pain that spread across my chest right from shoulder to shoulder. Even though I knew it was not a heart attack, I thought about going to the ER. I pictured running around in the hospital like a madman with lazy security guards chasing me, rummaging through drawers and shelves to find syringes and needles, and then grabbing random injection bottles from those little bar fridges. Start stabbing and injecting shot after shot into my thighs until I felt better, or nothing at all. Instead of that I started typing an email to HR.

Having something to focus on helped somewhat, but honestly not much at all. It was better than laying in bed staring at the bedroom ceiling wishing a meteor would fly through it. I was a wild shaking lunatic mess all night. I did not stick to the facts. It wasn't a very long email, but it was an adrenaline cortisol fueled micro story full of anxiety, screen shots, and accusations. I sent it early in the morning... that is a second thing I wish that I could undo. I received an email response while I was on my way to see the doctor.

I did not get a straight answer to how those days were showing on the app as canceled. It appeared to me that my boss was trying to fuck me over. It looked like he had canceled those five days of my vacation, and that he did it four days after my vacation had already started, and at fourteen minutes before it would have been too late for him to cancel them. That is how it looked. I could not un-see it.

I freaked out about it to HR via that email, and then maybe they fixed what he had done, and then lied to me about how it happened. Not exactly lied. Just offered no explanation. Sort of the same thing as lying? I really don't know anything for certain.

Psychotic delusion?

Or my boss is a fucking dick?

Dunno.

Why would I trust him when he's been nothing but awful to me?

Doctor asked me what I wanted to do. I said maybe more days off would be good. She asked, is a week good? Sure, I said. What I thought she meant was the rest of the week, then back next Monday. She also suggested medication. I said I would think about it. After I left the clinic with the note I noticed it said 13th to 21st. Return next Thursday, not Monday. Fine with me.

Then I responded to HR's email, saying how long I would be off. Attached a scan of the note to the email. It was more than five work days off, so I had to talk to an insurance person about short term disability. Yay

A couple days later I had to go back to the doctor with some forms that needed to be filled and faxed. By then not being at work, and knowing I was going to be off for a few days had calmed me somewhat. Not great, but better. (Kind of where I'm at right now as I type this shit). Had some time between doctor visits to think about all that had unfolded.

More self loathing than usual. Weak. Stupid. Full of regret. Over-reactive. Wished that I had not opened the app that night. And fuck that stupid email I sent. Hindsight I guess can be 20/20, and a fucker.

On my second doctor visit I decided to ask about medication options. I was prescribed a low dose of extended release Venlafaxine, a selective serotonin and norepinephrine reuptake inhibitor. They are small pink and purple capsules that sound full of tiny hard pellets that rattle. I'm on day 3 of taking it. So far it makes me drowsy, but oddly at the same time I can't sleep right. Feel weird. Mildly dizzy. A little nauseous. Kind of dry eyes mouth and throat.

I like to read all I can about medication when it is prescribed to me. I look up DIN numbers for an info overload that I mostly skim over. Then I look elsewhere for a condensed version of the info. They say in a few days these gross feeling things will pass, and that I should start to feel something (better?) in the first couple of weeks. Then in four to six weeks I will know what the full effects will be. Read a bunch of patient reviews. They were like all drug reviews. Either it works really well, 8 to 10 stars, or it is a nightmare worth a one or two. More high ratings than low anyway. The drug has been around for a long time. The low rating stories are awful to read. I have no idea how I might respond to it. Going back to doctor in a month to reassess the dosage.

Dreading Thursday already and it is only Saturday.

I grew up assuming that a price tag was a kind of promise. The number on the shelf was the number for everyone. The wealthy shopper and the college kid paid the same for a gallon of milk, and if you wanted a better deal you clipped a coupon or waited for a sale. Lately I have been thinking about how fragile that assumption has become, and how quietly it is being tested.

The term for what worries people is “surveillance pricing.” It means using what a company knows about you, your location, your browsing, your purchase history, to estimate the most you would be willing to pay, and then charging you that. Bloomberg ran a segment last week warning that it may be coming to a store near you, and CBS reported this week on how retailers could pair AI with personal data to do exactly that.

What struck me in reading through the coverage is how much of the fight is happening before anyone has shown the practice is widespread. In January 2025, the Federal Trade Commission published findings from a study of firms that sell pricing tools, including Mastercard, Accenture, and McKinsey. Those intermediaries worked with at least 250 clients, and their systems could draw on precise location, demographics, and abandoned shopping carts. But as TokenPost noted in its summary, the FTC material showed the technology exists, not that a specific retailer charged a specific customer more for the same item.

There has been at least one concrete case. Last December, Consumer Reports and the Groundwork Collaborative found that Instacart shoppers were seeing price differences of up to 23 percent on some products, which they estimated could cost a family more than $1,200 a year. Instacart ended the practice.

Lawmakers have not waited for more examples. Maryland's ban on personalized grocery pricing took effect on October 1, the first of its kind. It is narrow, covering large food retailers and delivery apps, and only staple foods, not candy or hot meals. Connecticut passed a law with an interesting twist: businesses outside of retail that use personal data to raise a price have to say so, in capital letters, “THIS PRICE WAS INCREASED USING YOUR PERSONAL DATA.” New Jersey enacted its own measure in July, Seattle has moved on a grocery ordinance, and New York legislators passed a broader bill this summer. By one count, more than 40 bills on the subject were introduced in statehouses this year.

Walmart, which plans to have digital shelf labels in all of its U.S. stores by the end of this year, has been working hard to get ahead of the suspicion. CEO John Furner wrote to customers that the company does not “set different prices based on who you are or the time of day, and we won't.” Its corporate affairs chief, Dan Bartlett, put it more crisply: “We price products, not people.” The company says the digital tags simply let it update thousands of prices without staff swapping paper labels by hand, which is a reasonable thing to want.

I find myself holding two thoughts at once. The first is that personalized pricing is not inherently sinister. Airlines, hotels, and student discounts have long meant different people paying different amounts, and some advocates argue that tailored prices could even help shoppers with less money if they are used to cut prices rather than raise them. Banning a technology before it does harm can also freeze out uses we have not imagined yet.

The second thought is that groceries are different. Food is not a luxury purchase where a little extraction at the margins hurts nobody. And the deal at the heart of a posted price is trust. FTC Chairman Andrew Ferguson, appointed by President Trump, made the point simply when his agency sought public comment on the issue this summer: consumers who see a listed price expect it to be the same price everyone else sees. Once that expectation goes, every purchase becomes a negotiation you did not know you were in, against a counterpart that knows far more about you than you know about it.

What I keep coming back to is that the companies themselves seem to understand this. Walmart is not promising restraint out of charity. It is promising it because it knows shoppers would walk if they believed the shelf was reading them. Markets can discipline this, as long as people can see it happening. That is the real case for disclosure rules like Connecticut's. Not every personalized price is wrong, but nobody should have to wonder.

I would rather live in a world where the price tag is still a promise. It looks like we may have to write that promise into law to keep it.

Thoughts? Reach me at danielk@outlook.com.