{"id":8056,"date":"2026-11-13T19:10:55","date_gmt":"2026-11-14T03:10:55","guid":{"rendered":"https:\/\/glenandpaula.com\/wordpress\/?p=8056"},"modified":"2026-11-13T19:10:55","modified_gmt":"2026-11-14T03:10:55","slug":"tgfi-volume-580-ai-finds-tax-loopholes","status":"publish","type":"post","link":"https:\/\/glenandpaula.com\/wordpress\/archives\/2026\/11\/13\/tgfi-volume-580-ai-finds-tax-loopholes","title":{"rendered":"TGFI, Volume 580: AI finds tax loopholes"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"http:\/\/glenandpaula.com\/wordpress\/issachar-update-logo-wordswag\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignright size-medium wp-image-4396\" src=\"https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?resize=300%2C300&#038;ssl=1\" alt width=\"300\" height=\"300\" srcset=\"https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?resize=1024%2C1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?resize=1200%2C1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/glenandpaula.com\/wordpress\/wp-content\/uploads\/2017\/02\/issachar-update-logo-wordswag.png?w=1680&amp;ssl=1 1680w\" sizes=\"auto, (max-width: 300px) 85vw, 300px\"><\/a> You\u2019ve heard of TGIF? This is TGFI: Things Glen Found Inter\u00adest\u00ading<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On Fri\u00addays I share articles\/resources about broad cul\u00adtur\u00adal, soci\u00adetal and the\u00ado\u00adlog\u00adi\u00adcal issues like\u00adly to be of inter\u00adest to Chris\u00adtians in col\u00adlege. Be sure to see the expla\u00adna\u00adtion and dis\u00adclaimers at the bot\u00adtom. I wel\u00adcome your sug\u00adges\u00adtions, so if you read some\u00adthing fas\u00adci\u00adnat\u00ading please pass it my way.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Things Glen Found Interesting<\/h3>\n\n\n\n<ol class=\"wp-block-list simple-list\">\n<li><a href=\"https:\/\/edankrolewicz.substack.com\/p\/buried-talents\">Buried tal\u00adents<\/a> (Edan Krolewicz, Sub\u00adstack): \u201cThe ideas that <em>win<\/em> among elites are, on the whole, ideas that <em>excuse<\/em> elites. This isn\u2019t some grand con\u00adspir\u00ada\u00adcy. The mar\u00adket for ideas, like every oth\u00ader mar\u00adket, gives peo\u00adple what they want. And elites want to be told they\u2019re fine\u2026 Elite selection\u2014admissions, recruit\u00ading, promotions\u2014filters for spe\u00adcif\u00adic things: con\u00adsci\u00aden\u00adtious\u00adness, risk aver\u00adsion, abil\u00adi\u00adty to opti\u00admize with\u00adin defined para\u00adme\u00adters. Peo\u00adple who ques\u00adtion the game don\u2019t sur\u00advive the game. The philoso\u00adpher who asks why the hedge fund exists doesn\u2019t get hired there. The lawyer who ques\u00adtions the adver\u00adsar\u00adi\u00adal sys\u00adtem doesn\u2019t make part\u00adner. By the time some\u00adone reach\u00ades elite sta\u00adtus, decades of selec\u00adtion have pro\u00adduced exact\u00adly the traits that make them good at climb\u00ading and use\u00adless at ques\u00adtion\u00ading.\u201d <\/li>\n\n\n\n<li><a href=\"https:\/\/lexifina.com\/blog\/formalizing-the-us-tax-code\">For\u00admal\u00adiz\u00ading the US tax code<\/a> (Alan Yahya, Lex\u00adFi\u00adna): \u201cOur argu\u00adment is that point\u00ading AI and a proof check\u00ader at a ver\u00adsioned record of the law finds the con\u00adtra\u00addic\u00adtions and mechan\u00adi\u00adcal mis\u00adtakes that peo\u00adple miss. In par\u00adtic\u00adu\u00adlar, we can catch mis\u00adtakes in the text, and see what the rules allow, includ\u00ading what they allow by acci\u00addent. To do so, we trans\u00adlat\u00aded each sec\u00adtion of the law into Lean, stay\u00ading close to the statute\u2019s own words, and test\u00aded it against the worked exam\u00adples the IRS prints in its forms and instruc\u00adtions.\u201d <\/li>\n\n\n\n<li><a href=\"https:\/\/www.christianitytoday.com\/2026\/11\/why-i-choose-nondenominational\/\">Why I Choose to Be Non\u00adde\u00adnom\u00adi\u00adna\u00adtion\u00adal<\/a> (David Kunkel, Chris\u00adtian\u00adi\u00adty Today): \u201cEven amid denom\u00adi\u00adna\u00adtion\u00adal shifts, it remains true that the largest denom\u00adi\u00adna\u00adtion in Amer\u00adi\u00adcan Protes\u00adtantism is, iron\u00adi\u00adcal\u00adly, no denom\u00adi\u00adna\u00adtion at all. In light of this, I\u2019d like to make a bib\u00adli\u00adcal case for non\u00adde\u00adnom\u00adi\u00adna\u00adtion\u00adal church\u00ades, while high\u00adlight\u00ading the movement\u2019s often-over\u00adlooked strengths. Just as Paul reminds us that the church is a body and the eye needs the hand (1 Cor. 12:21), so too does the Luther\u00adan need the non\u00adde\u00adnom\u00adi\u00adna\u00adtion\u00adal\u00adist.\u201d<\/li>\n\n\n\n<li><a href=\"https:\/\/www.foreignaffairs.com\/united-states\/luxury-children\">The Lux\u00adu\u00adry of Chil\u00addren<\/a> (Jes\u00fas Fer\u00adn\u00e1n\u00addez-Villaverde, For\u00adeign Affairs): \u201cIn 1972, near\u00adly eight times as many chil\u00addren were born in Chi\u00adna as in the Unit\u00aded States. In 2025, that fig\u00adure has dropped to 2.2 times as many. China\u2019s total fer\u00adtil\u00adi\u00adty rate in 2025 was 0.93, while the U.S. rate was 1.58. If fer\u00adtil\u00adi\u00adty rates remain at those lev\u00adels, the Unit\u00aded States will over\u00adtake Chi\u00adna in annu\u00adal births at some point in the 2080s and in total pop\u00adu\u00adla\u00adtion by around 2120. That date might arrive ear\u00adli\u00ader if the gap between the fer\u00adtil\u00adi\u00adty rates of Chi\u00adna and the Unit\u00aded States con\u00adtin\u00adues to widen\u2026. Among the great pow\u00aders, the Unit\u00aded States is the least exposed to demo\u00adgraph\u00adic head\u00adwinds. Younger pop\u00adu\u00adla\u00adtions tend to be more inno\u00adv\u00ada\u00adtive and less reliant on pub\u00adlic sup\u00adport, a fact that bodes well for Amer\u00adi\u00adcan prospects in the com\u00adpe\u00adti\u00adtion to come.\u201d \n<ul class=\"wp-block-list\">\n<li>The author is an econ prof at U Penn. Last month I shared a pod\u00adcast episode where he dis\u00adcuss\u00ades sim\u00adi\u00adlar things.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/www.theguardian.com\/science\/2026\/nov\/13\/kurt-godel-notebooks-ai-helps-unlock-hidden-discoveries-man-who-transformed-maths\">\u2018Ahead of his time\u2019: AI helps unlock dis\u00adcov\u00ader\u00adies hid\u00adden in note\u00adbooks of man who trans\u00adformed maths<\/a> (Alex Bel\u00adlos, The Guardian): \u201cAfter his sem\u00adi\u00adnal results of the 1930s, G\u00f6del pub\u00adlished only a few papers. His unpub\u00adlished work, how\u00adev\u00ader, runs to tens of thou\u00adsands of pages, and is of great inter\u00adest to his\u00adto\u00adri\u00adans of sci\u00adence\u2026. Progress in the math\u00ade\u00admat\u00adi\u00adcal under\u00adstand\u00ading of the text was painful\u00adly slow \u2013 about a page a week \u2013 until Sep\u00adtem\u00adber, when von Pla\u00adto enlist\u00aded the help of the AI mod\u00adel Claude. With\u00adin a cou\u00adple of days, Claude had pro\u00advid\u00aded a com\u00adpre\u00adhen\u00adsive digest of the entire mate\u00adr\u00adi\u00adal, reveal\u00ading G\u00f6del had proved hun\u00addreds of the\u00ado\u00adrems that no one knew about.\u201d<\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=fUcHRUiBMaU\">Can Trump For\u00adgive His Ene\u00admies?<\/a> (Ross Douthat, 60 Min\u00adutes) \u2014 three fas\u00adci\u00adnat\u00ading min\u00adutes. Douthat is an extra\u00ador\u00addi\u00adnary inter\u00adview\u00ader and asks ques\u00adtions that would nev\u00ader even occur to most jour\u00adnal\u00adists. <\/li>\n\n\n\n<li><a href=\"https:\/\/hollisrobbinsanecdotal.substack.com\/p\/you-are-protesting-the-wrong-technology\">You Are Protest\u00ading the Wrong Tech\u00adnol\u00ado\u00adgy, Peo\u00adple!<\/a> (Hol\u00adlis Rob\u00adbins, Sub\u00adstack): \u201cTo the fac\u00adul\u00adty who have been orga\u00adniz\u00ading against AI: you are fight\u00ading the wrong tech\u00adnol\u00ado\u00adgy. While you\u2019re writ\u00ading think pieces about \u2018cog\u00adni\u00adtive offload\u00ading\u2019 and \u2018the impor\u00adtance of writ\u00ading\u2019 on social media, you\u2019re still using Can\u00advas, Bright\u00adspace, and Black\u00adboard to \u2018deliv\u00ader instruc\u00adtion\u2019 to your stu\u00addents.\u2026 What is wrong with you peo\u00adple? Can\u00advas is a far more dan\u00adger\u00adous and cor\u00adrupt\u00ading tech\u00adnol\u00ado\u00adgy than AI.\u201d\n<ul class=\"wp-block-list\">\n<li>The author is an Eng\u00adlish prof at the Uni\u00adver\u00adsi\u00adty of Utah.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Less Serious Things Which Also Interested\/Amused Glen<\/h3>\n\n\n\n<ul class=\"wp-block-list simple-list\">\n<li><a href=\"https:\/\/youtube.com\/shorts\/1bX1HrhNM0E?si=gPQwd_3TcoBOvHJ6\">How to Rage\u00adbait Each Chris\u00adt\u00adian Denom\u00adi\u00adna\u00adtion<\/a> (Redeemed Zoomer, YouTube) \u2014 thir\u00adty-three sec\u00adonds (rec\u00adom\u00admend\u00aded by a stu\u00addent)<\/li>\n\n\n\n<li><a href=\"https:\/\/stanforddaily.com\/2026\/11\/12\/thirst-trap-humor\/\">Stu\u00addent debates whether \u2018lik\u00ading\u2019 friend\u2019s thirst trap is okay<\/a> (Mic\u00adah Chung, Stan\u00adford Dai\u00adly): \u201cIllu\u00admi\u00adnat\u00aded by the dim glow of her phone\u2019s screen, Ballinger tore chunks of her hair out before ulti\u00admate\u00adly decid\u00ading to post a sto\u00adry say\u00ading that she was delet\u00ading her Insta\u00adgram to focus on her stud\u00adies. She then began doom\u00adscrolling on her spam account.\u201d\n<ul class=\"wp-block-list\">\n<li> This is fun\u00adny, but putting on my pas\u00adtor hat for a moment: don\u2019t post thirst traps or like thirst traps. May they fall into the dust\u00adbin of his\u00adto\u00adry.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/babylonbee.com\/news\/is-your-girlfriend-actually-a-chinese-spy-know-the-signs\">Is Your Girl\u00adfriend Actu\u00adal\u00adly a Chi\u00adnese Spy? Know the Signs<\/a> \u2014 (Baby\u00adlon Bee)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><b>Why Do You Send This Email?<\/b><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In the time of King David, the tribe of Issachar pro\u00adduced shrewd war\u00adriors \u201cwho under\u00adstood the times and knew what Israel should do\u201d (1 Chron 12:32). In a sim\u00adi\u00adlar way, we need to become wise peo\u00adple whose faith inter\u00adacts with the world. I pray this email gives you greater insight, so that you may con\u00adtin\u00adue the tra\u00addi\u00adtion of Issachar.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><b>Disclaimer<\/b><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Chi Alpha is not a par\u00adti\u00adsan orga\u00adni\u00adza\u00adtion. To para\u00adphrase anoth\u00ader min\u00adis\u00adter: we are not about the donkey\u2019s agen\u00adda and we are not about the elephant\u2019s agen\u00adda \u2014 we are about the Lamb\u2019s agen\u00adda. Hav\u00ading said that, I read wide\u00adly (in part because I believe we should aspire to pass <a href=\"http:\/\/econlog.econlib.org\/archives\/2011\/06\/the_ideological.html\">the ide\u00ado\u00adlog\u00adi\u00adcal Tur\u00ading test<\/a> and in part because I do not believe I can fair\u00adly say \u201cI agree\u201d or \u201cI dis\u00adagree\u201d until I can say \u201cI under\u00adstand\u201d) and may at times share arti\u00adcles that have a strong par\u00adti\u00adsan bias sim\u00adply because I find the arti\u00adcle stim\u00adu\u00adlat\u00ading. The upshot: you should not assume I agree with every\u00adthing an author says in an arti\u00adcle I men\u00adtion, much less things the author has said in oth\u00ader arti\u00adcles (although if I strong\u00adly dis\u00adagree with some\u00adthing in the arti\u00adcle I\u2019ll usu\u00adal\u00adly men\u00adtion it). And to the extent you can dis\u00adcern my opin\u00adions, please under\u00adstand that they are my own and not nec\u00ades\u00adsar\u00adi\u00adly those of Chi Alpha or any oth\u00ader orga\u00adni\u00adza\u00adtion I may be per\u00adceived to rep\u00adre\u00adsent.\n\nAlso, remem\u00adber that I\u2019m not report\u00ading news \u2014 I\u2019m giv\u00ading you a selec\u00adtion of things I found inter\u00adest\u00ading. There\u2019s a lot hap\u00adpen\u00ading in the world that\u2019s not mak\u00ading an appear\u00adance here because I haven\u2019t found stim\u00adu\u00adlat\u00ading arti\u00adcles writ\u00adten about it.\n\nIf this was for\u00adward\u00aded to you and you want to receive future emails, sign up <a href=\"https:\/\/theglendavis.substack.com\/\">here<\/a>. You can also <a href=\"https:\/\/glenandpaula.com\/wordpress\/category\/links\">view the archives<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>You\u2019ve heard of TGIF? This is TGFI: Things Glen Found Inter\u00adest\u00ading On Fri\u00addays I share articles\/resources about broad cul\u00adtur\u00adal, soci\u00adetal and the\u00ado\u00adlog\u00adi\u00adcal issues like\u00adly to be of inter\u00adest to Chris\u00adtians in col\u00adlege. Be sure to see the expla\u00adna\u00adtion and dis\u00adclaimers at the bot\u00adtom. I wel\u00adcome your sug\u00adges\u00adtions, so if you read some\u00adthing fas\u00adci\u00adnat\u00ading please pass \u2026 <a href=\"https:\/\/glenandpaula.com\/wordpress\/archives\/2026\/11\/13\/tgfi-volume-580-ai-finds-tax-loopholes\" class=\"more-link\">Con\u00adtin\u00adue read\u00ading<span class=\"screen-reader-text\"> \u201cTGFI, Vol\u00adume 580: AI finds tax loop\u00adholes\u201d<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"0","sticky":false,"template":"","format":"standard","meta":{"wp_typography_post_enhancements_disabled":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[16],"tags":[131,174,219,303,240,308],"class_list":["post-8056","post","type-post","status-publish","format-standard","hentry","category-links","tag-academia","tag-ambition","tag-artificial-intelligence","tag-children","tag-elite-colleges","tag-mathematics"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p6Ded-25W","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/posts\/8056","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/comments?post=8056"}],"version-history":[{"count":1,"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/posts\/8056\/revisions"}],"predecessor-version":[{"id":8057,"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/posts\/8056\/revisions\/8057"}],"wp:attachment":[{"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/media?parent=8056"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/categories?post=8056"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/glenandpaula.com\/wordpress\/wp-json\/wp\/v2\/tags?post=8056"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}