{"id":14660,"date":"2025-04-06T12:05:48","date_gmt":"2025-04-06T12:05:48","guid":{"rendered":"https:\/\/topat10.com\/?p=14660"},"modified":"2025-04-06T12:05:48","modified_gmt":"2025-04-06T12:05:48","slug":"scientists-are-mapping-the-boundaries-of-what-is-knowable-and-unknowable","status":"publish","type":"post","link":"https:\/\/topat10.com\/?p=14660","title":{"rendered":"Scientists Are Mapping the Boundaries of What Is Knowable and Unknowable"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p class=\"paywall\">Moore designed his pinball machine to complete the analogy to the Turing machine. The starting position of the pinball represents the data on the tape being fed into the Turing machine. Crucially (and unrealistically), the player must be able to adjust the ball\u2019s starting location with infinite precision, meaning that specifying the ball\u2019s location requires a number with an endless procession of numerals after the decimal point. Only in such a number could Moore encode the data of an infinitely long Turing tape.<\/p>\n<p class=\"paywall\">Then the arrangement of bumpers steers the ball to new positions in a way that corresponds to reading and writing on some Turing machine\u2019s tape. Certain curved bumpers shift the tape one way, making the data stored in distant decimal places more significant in a way reminiscent of chaotic systems, while oppositely curved bumpers do the reverse. The ball\u2019s exit from the bottom of the box marks the end of the computation, with the final location as the result.<\/p>\n<p class=\"paywall\">Moore equipped his pinball machine setup with the flexibility of a computer\u2014one arrangement of bumpers might calculate the first thousand digits of pi, and another might compute the best next move in a game of chess. But in doing so, he also infused it with an attribute that we might not typically associate with computers: unpredictability.<\/p>\n<div class=\"GenericCalloutWrapper-tojWn gEhPRA callout--has-top-border\" data-testid=\"GenericCallout\">\n<figure class=\"AssetEmbedWrapper-eVDQiB byBkf asset-embed\">\n<div class=\"AssetEmbedAssetContainer-eJxoAx dBHGoQ asset-embed__asset-container\"><span class=\"SpanWrapper-umhxW kGxnNB responsive-asset AssetEmbedResponsiveAsset-cXBNxi eCxVQK asset-embed__responsive-asset\"><picture class=\"ResponsiveImagePicture-cWuUZO dUOtEa AssetEmbedResponsiveAsset-cXBNxi eCxVQK asset-embed__responsive-asset responsive-image\"><noscript><img decoding=\"async\" alt=\"Image may contain Face Head Person Photography Portrait Formal Wear Accessories Tie Clothing Suit Happy and Smile\" class=\"ResponsiveImageContainer-eybHBd fptoWY responsive-image__image lazyload\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-src=\"https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_1600%2Cc_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg\" data-sizes=\"auto\" data-srcset=\"https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_120,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 120w, https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_240,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 240w, https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_320,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 320w, https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_640,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 640w, https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_960,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 960w, https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_1280,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 1280w, https:\/\/media.wired.com\/photos\/67ed305bb84a86fc6d6a5bcc\/master\/w_1600,c_limit\/AlanTuring-byGLArchive-AlamyStockPhoto-Enhanced.jpeg 1600w\" sizes=\"100vw\"\/><\/noscript><\/picture><\/span><\/div>\n<div class=\"CaptionWrapper-jSZdqE fJvQtP caption AssetEmbedCaption-fNQBPI dDrfgT asset-embed__caption\" data-testid=\"caption-wrapper\"><span class=\"BaseWrap-sc-gjQpdd BaseText-ewhhUZ CaptionText-bHjzlu iUEiRd kVUvEC iXWezO caption__text\"><\/p>\n<p>In a landmark work in 1936, Alan Turing defined the boundary of computation by describing the key features of a universal computing device, now known as a Turing machine.<\/p>\n<p><\/span><span class=\"BaseWrap-sc-gjQpdd BaseText-ewhhUZ CaptionCredit-ejegDm iUEiRd isTgyB fNaHcW caption__credit\">Photograph: GL Archive\/Alamy Stock Photo<\/span><\/div>\n<\/figure>\n<\/div>\n<p class=\"paywall\">Some algorithms stop, outputting a result. But others run forever. (Consider a program tasked with printing the final digit of pi.) Is there a procedure, Turing asked, that can examine any program and determine whether it will stop? This question became known as the halting problem.<\/p>\n<p class=\"paywall\">Turing showed that no such procedure exists by considering what it would mean if it did. If one machine could predict the behavior of another, you could easily modify the first machine\u2014the one that predicts behavior\u2014to run forever when the other machine halts. And vice versa: It halts when the other machine runs forever. Then\u2014and here\u2019s the mind-bending part\u2014Turing imagined feeding a description of this tweaked prediction machine into itself. If the machine stops, it also runs forever. And if it runs forever, it also stops. Since neither option could be, Turing concluded, the prediction machine itself must not exist.<\/p>\n<p class=\"paywall\">(His finding was intimately related to a groundbreaking result from 1931, when the logician Kurt G\u00f6del developed a similar way of <a href=\"https:\/\/www.quantamagazine.org\/how-godels-proof-works-20200714\/\">feeding a self-referential paradox<\/a> into a rigorous mathematical framework. G\u00f6del proved that mathematical statements exist whose truth cannot be established.)<\/p>\n<p class=\"paywall\">In short, Turing proved that solving the halting problem was impossible. The only general way to know if an algorithm stops is to run it for as long as you can. If it stops, you have your answer. But if it doesn\u2019t, you\u2019ll never know whether it truly runs forever, or whether it would have stopped if you\u2019d just waited a bit longer.<\/p>\n<p class=\"paywall\">\u201cWe know that there are these kinds of initial states that we cannot predict ahead of time what it\u2019s going to do,\u201d Wolpert said.<\/p>\n<p class=\"paywall\">Since <a data-offer-url=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.64.2354\" class=\"external-link\" data-event-click=\"{&quot;element&quot;:&quot;ExternalLink&quot;,&quot;outgoingURL&quot;:&quot;https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.64.2354&quot;}\" href=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.64.2354\" rel=\"nofollow noopener\" target=\"_blank\">Moore had designed his box<\/a> to mimic any Turing machine, it too could behave in unpredictable ways. The exit of the ball marks the end of a calculation, so the question of whether any particular arrangement of bumpers will trap the ball or steer it to the exit must also be undecidable. \u201cReally, any question about the long-term dynamics of these more elaborate maps is undecidable,\u201d Moore said.<\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Moore designed his pinball machine to complete the analogy to the Turing machine. The starting position of the pinball represents the data on the tape being fed into the Turing machine. Crucially (and unrealistically), the player must be able to adjust the ball\u2019s starting location with infinite precision, meaning that specifying the ball\u2019s location requires [&hellip;]<\/p>\n","protected":false},"author":168,"featured_media":14661,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","_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_post_was_ever_published":false},"categories":[703],"tags":[2414,915,914,890],"class_list":["post-14660","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-math","tag-physics","tag-quanta-magazine","tag-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Scientists Are Mapping the Boundaries of What Is Knowable and Unknowable | Unlock Informed Choices with Us<\/title>\n<meta name=\"description\" content=\"Math and computer science researchers have long known that some questions are fundamentally unanswerable. 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Wood","author_link":"https:\/\/topat10.com\/?author=168"},"uagb_comment_info":0,"uagb_excerpt":"Moore designed his pinball machine to complete the analogy to the Turing machine. The starting position of the pinball represents the data on the tape being fed into the Turing machine. Crucially (and unrealistically), the player must be able to adjust the ball\u2019s starting location with infinite precision, meaning that specifying the ball\u2019s location requires&hellip;","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/topat10.com\/index.php?rest_route=\/wp\/v2\/posts\/14660","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/topat10.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/topat10.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/topat10.com\/index.php?rest_route=\/wp\/v2\/users\/168"}],"replies":[{"embeddable":true,"href":"https:\/\/topat10.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14660"}],"version-history":[{"count":0,"href":"https:\/\/topat10.com\/index.php?rest_route=\/wp\/v2\/posts\/14660\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/topat10.com\/index.php?rest_route=\/wp\/v2\/media\/14661"}],"wp:attachment":[{"href":"https:\/\/topat10.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14660"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/topat10.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14660"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/topat10.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14660"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}