{"id":103236,"date":"2026-07-10T19:09:55","date_gmt":"2026-07-10T19:09:55","guid":{"rendered":"https:\/\/youzum.net\/the-download-claudes-inner-workings-and-openais-super-app\/"},"modified":"2026-07-10T19:09:55","modified_gmt":"2026-07-10T19:09:55","slug":"the-download-claudes-inner-workings-and-openais-super-app","status":"publish","type":"post","link":"https:\/\/youzum.net\/th\/the-download-claudes-inner-workings-and-openais-super-app\/","title":{"rendered":"The Download: Claude\u2019s inner workings and OpenAI\u2019s \u201csuper app\u201d"},"content":{"rendered":"<p><em>This is today\u2019s edition of <\/em><a href=\"https:\/\/forms.technologyreview.com\/newsletters\/briefing-the-download\/?_ga=2.179569122.736533416.1649661040-405833893.1649413289\"><em>The Download<\/em><\/a>, <em>our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology.<\/em><\/p>\n<h3 class=\"wp-block-heading\"><strong>Anthropic found a hidden space where Claude puzzles over concepts<\/strong><\/h3>\n<p>The AI firm Anthropic has got the clearest glimpse yet at what\u2019s really going on inside large language models as they answer questions or carry out tasks. What they found ranges from the mundane to the unnerving.\u00a0<\/p>\n<p>Researchers at the company built a tool called the Jacobian lens (or J-lens) and used it to uncover a hidden area, which they named the J-space, inside its flagship LLM, Claude.<\/p>\n<p>The J-space contains words related to the response a model is working on but may not ultimately produce. If Claude were a person (which it is not), you might say these hidden words reveal what\u2019s on its mind before it actually speaks.\u00a0<\/p>\n<p><a href=\"https:\/\/www.technologyreview.com\/2026\/07\/09\/1140293\/anthropic-found-a-hidden-space-where-claude-puzzles-over-concepts\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">Read the full story on what they found.<\/a><\/p>\n<p><em>\u2014Will Douglas Heaven<\/em><\/p>\n<p class=\"has-medium-font-size\"><strong>The must-reads<\/strong><\/p>\n<p><em>I\u2019ve combed the internet to find you today\u2019s most fun\/important\/scary\/fascinating stories about technology.<\/em><\/p>\n<p><strong>1 OpenAI has unveiled its long-awaited \u201csuper app\u201d\u00a0<\/strong><br \/>ChatGPT Work blends its chatbot, coding tool, and new models. (<a href=\"https:\/\/www.reuters.com\/business\/openai-launches-chatgpt-work-2026-07-09\/\">Reuters<\/a> $)<br \/><em>+ It\u2019s designed to do your work for you and with you. <\/em>(<a href=\"https:\/\/arstechnica.com\/ai\/2026\/07\/openai-wants-its-new-tool-to-do-your-work-for-you-and-with-you\/\">Ars Technica<\/a>)<br \/><em>+ And arrived\u00a0the same day as OpenAI\u2019s GPT 5.6 models.<\/em> (<a href=\"https:\/\/www.nytimes.com\/2026\/07\/09\/technology\/openai-sol-ai.html\">NYT<\/a> $)<br \/><em>+ It\u2019s also developing a fully automated researcher.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/03\/20\/1134438\/openai-is-throwing-everything-into-building-a-fully-automated-researcher\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<\/p>\n<p><strong>2\u00a0 Humanoids have performed teleoperated surgery on living animals<\/strong><br \/>In the world-first, they removed gallbladders from pigs. (<a href=\"https:\/\/arstechnica.com\/ai\/2026\/07\/humanoid-robots-controlled-by-surgeons-did-world-first-operation-on-live-pigs\/\">Ars Technica<\/a>)<br \/><em>+ The human work behind humanoids is hidden.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/02\/23\/1133508\/the-human-work-behind-humanoid-robots-is-being-hidden\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<br \/>\u00a0<br \/><strong>3 SK Hynix has landed the largest US listing by a foreign company<\/strong><br \/>The South Korean chip giant\u00a0raised $26.5 billion. (<a href=\"https:\/\/edition.cnn.com\/2026\/07\/10\/business\/sk-hynix-us-listing-ai-chip-boom-intl-hnk\">CNN<\/a>)<br \/><em>+ Demand for AI data centres has led its profits to skyrocket. <\/em>(<a href=\"https:\/\/www.theguardian.com\/world\/2026\/jul\/10\/south-korea-chip-maker-sk-hynix-rides-ai-boom-raising-265bn-in-huge-us-listing\">Guardian<\/a>)<br \/><em>+ But its jumbo share sale may be a sign of overheated times. <\/em>(<a href=\"https:\/\/www.ft.com\/content\/3986c7e5-01bc-4d24-a41f-3b8030ac2bd8\">FT<\/a> $)<br \/><em>+ South Korea\u2019s hottest bachelors are chip workers.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/07\/06\/1140000\/south-korea-bachelors-samsung-skhynix-chip-workers\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<br \/>\u00a0<br \/><strong>4 Tencent is leading a deal to unwind Meta\u2019s $2 billion Manus acquisition<\/strong><br \/>It\u2019s in talks to become the Chinese AI startup\u2019s largest shareholder. (<a href=\"https:\/\/www.ft.com\/content\/0d04378d-d71b-4225-b31a-70504e358480?syn-25a6b1a6=1\">FT<\/a> $)<br \/><em>+ Tencent will reportedly buy Manus for no less \u200bthan $2 billion.<\/em> (<a href=\"https:\/\/www.reuters.com\/technology\/tencent-talks-become-ai-start-up-manus-largest-shareholder-ft-reports-2026-07-10\/\">Reuters<\/a> $)<br \/><em>+ Beijing had ordered Meta to unwind the acquisition.<\/em> (<a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2026-07-10\/tencent-in-talks-to-become-largest-holder-of-manus-ft-reports-mrectviz\">Bloomberg<\/a> $)<br \/>\u00a0<br \/><strong>5 Resuscitated human retinas responded to light 10 hours after death<\/strong><br \/>It\u2019s a big step towards eye transplants that restore vision. (<a href=\"https:\/\/www.newscientist.com\/article\/2533673-resuscitated-human-retinas-respond-to-light-10-hours-after-death\/\">New Scientist<\/a> $)<br \/><em>+ As is a new device that revives dead eyeballs.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/02\/23\/1133508\/the-human-work-behind-humanoid-robots-is-being-hidden\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<br \/>\u00a0<br \/><strong>6 Meta has started charging for AI access<\/strong><br \/>A new version of Muse Spark has a paid tier for developers. (<a href=\"https:\/\/qz.com\/meta-muse-spark-api-developers-paid-anthropic-openai-070926\">Quartz<\/a>)\u00a0<br \/><em>+ Meta also plans to start producing an AI chip in September.<\/em> (<a href=\"https:\/\/www.reuters.com\/world\/asia-pacific\/meta-put-ai-chip-into-production-september-it-looks-double-computing-capacity-2026-07-09\/\">Reuters<\/a> $)<br \/>\u00a0<br \/><strong>7 OpenAI and Google have sold AI models to blacklisted China groups<\/strong><br \/>Via Singapore-based subsidiaries of Alibaba, Baidu and Tencent. (<a href=\"https:\/\/www.ft.com\/content\/5d6aafa1-5d47-4585-aa95-6ec06a6cd20f\">FT<\/a> $)<\/p>\n<p><strong>8 A daughter tested an AI \u201cdeath bot\u201d of her father<\/strong><br \/>The technology provided both comfort and unease. (<a href=\"https:\/\/www.newyorker.com\/news\/as-told-to\/can-ai-keep-a-parent-alive\">New Yorker<\/a> $)<\/p>\n<p><strong>9 An astronomer says the hunt for alien life needs more statistics<\/strong><br \/>He wants to replace speculation with mathematical frameworks. (<a href=\"https:\/\/www.quantamagazine.org\/will-we-ever-find-alien-civilizations-20260709\/\">Quanta<\/a>)<\/p>\n<p><strong>10 Pok\u00e9mon Go players turned Times Square into a giant battlefield<\/strong><br \/>More than 1,500\u00a0fans finally fulfilled the game\u2019s 2016 launch promise. (<a href=\"https:\/\/www.wired.com\/story\/thousands-of-pokemon-go-players-descend-on-times-square-to-defeat-mewtwo\/\">Wired<\/a> $)<br \/><em>+ Pok\u00e9mon Go is also training world models.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/03\/10\/1134099\/how-pokemon-go-is-helping-robots-deliver-pizza-on-time\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<\/p>\n<p class=\"has-medium-font-size\"><strong>Quote of the day<\/strong><\/p>\n<h2 class=\"wp-block-heading\"><strong>\u201cWhen we\u2019re talking about AI, we love the hype, we get excited about it. The damn thing never actually lands in practice.\u201d<\/strong><\/h2>\n<p>\u2014Vijay Janapa Reddi, an engineering professor at Harvard University, tells <a href=\"https:\/\/www.wired.com\/story\/robot-dogs-teslas-and-rescue-helicopters-the-un-ai-summit-was-alot\/\">Wired<\/a> why he\u2019s skeptical about grand plans for AI.<\/p>\n<p class=\"has-medium-font-size\"><strong>One More Thing<\/strong><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"3000\" height=\"1876\" src=\"https:\/\/wp.technologyreview.com\/wp-content\/uploads\/2025\/08\/PigeonIntoMissile.edit_.jpg?w=3000\" alt=\"a hand putting a pigeon into hatch in a missile\" class=\"wp-image-1121561\" \/>\n<div class=\"image-credit\">B.F. SKINNER FOUNDATION<\/div>\n<\/figure>\n<\/div>\n<h4 class=\"wp-block-heading\"><strong><br \/>Why we should thank pigeons for our AI breakthroughs<\/strong><\/h4>\n<p>In 1943, psychologist B.F. Skinner led a secret government project to make bombs more precise. His idea: teach pigeons to guide missiles by pecking at targets on a screen inside a warhead. To train them, Skinner rewarded the birds with food when they made the right decisions, using trial and error to shape their behavior.<\/p>\n<p>Unsurprisingly, the military never deployed Skinner\u2019s kamikaze pigeons. Yet his experiments convinced him that pigeons were \u201can extremely reliable instrument\u201d for studying learning.\u00a0\u00a0<\/p>\n<p>Decades later, those same principles would help power reinforcement learning, the technology behind some of today\u2019s most advanced AI systems.<\/p>\n<p><a href=\"https:\/\/www.technologyreview.com\/2025\/08\/18\/1121370\/ai-pigeons-reinforcement-learning\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C\">Discover how pigeons inspired one of AI\u2019s most powerful techniques<\/a>.<\/p>\n<p><em>\u2014Ben Crair<\/em><\/p>\n<p class=\"has-medium-font-size\"><strong>We can still have nice things<\/strong><\/p>\n<p><em>A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? <\/em><a href=\"mailto:thomas.macaulay@technologyreview.com\"><em>Drop me a line<\/em><\/a><em>.)<\/em><\/p>\n<p>+ Here\u2019s a splendid selection of this year\u2019s <a href=\"https:\/\/www.theguardian.com\/artanddesign\/gallery\/2026\/jul\/02\/nsw-architecture-awards-winners-2026-in-pictures\">NSW architecture<\/a> award winners.<br \/>+ Photographers have captured the <a href=\"https:\/\/www.smithsonianmag.com\/smart-news\/these-17-stunning-photos-of-the-strawberry-moon-show-earths-natural-satellite-in-all-its-glory-180989050\/\">Strawberry Moon\u2019s golden glow<\/a> in stunning detail.<br \/>+ <em>Idiocracy<\/em> is the film that best exemplifies the \u201cAmerican experience,\u201d according to a new poll. Look back at the prescient comedy with this <a href=\"https:\/\/www.youtube.com\/watch?v=gSgBTb3wmMI\">Screen Junkies trailer<\/a>.<br \/>+ Get ready for the weekend with this <a href=\"https:\/\/www.youtube.com\/watch?v=rE7lLoS5bAE\">psychedelic house journey<\/a> from Jamie xx b2b Caribou.<\/p>","protected":false},"excerpt":{"rendered":"<p>This is today\u2019s edition of The Download, our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology. Anthropic found a hidden space where Claude puzzles over concepts The AI firm Anthropic has got the clearest glimpse yet at what\u2019s really going on inside large language models as they answer questions or carry out tasks. What they found ranges from the mundane to the unnerving.\u00a0 Researchers at the company built a tool called the Jacobian lens (or J-lens) and used it to uncover a hidden area, which they named the J-space, inside its flagship LLM, Claude. The J-space contains words related to the response a model is working on but may not ultimately produce. If Claude were a person (which it is not), you might say these hidden words reveal what\u2019s on its mind before it actually speaks.\u00a0 Read the full story on what they found. \u2014Will Douglas Heaven The must-reads I\u2019ve combed the internet to find you today\u2019s most fun\/important\/scary\/fascinating stories about technology. 1 OpenAI has unveiled its long-awaited \u201csuper app\u201d\u00a0ChatGPT Work blends its chatbot, coding tool, and new models. (Reuters $)+ It\u2019s designed to do your work for you and with you. (Ars Technica)+ And arrived\u00a0the same day as OpenAI\u2019s GPT 5.6 models. (NYT $)+ It\u2019s also developing a fully automated researcher. (MIT Technology Review) 2\u00a0 Humanoids have performed teleoperated surgery on living animalsIn the world-first, they removed gallbladders from pigs. (Ars Technica)+ The human work behind humanoids is hidden. (MIT Technology Review)\u00a03 SK Hynix has landed the largest US listing by a foreign companyThe South Korean chip giant\u00a0raised $26.5 billion. (CNN)+ Demand for AI data centres has led its profits to skyrocket. (Guardian)+ But its jumbo share sale may be a sign of overheated times. (FT $)+ South Korea\u2019s hottest bachelors are chip workers. (MIT Technology Review)\u00a04 Tencent is leading a deal to unwind Meta\u2019s $2 billion Manus acquisitionIt\u2019s in talks to become the Chinese AI startup\u2019s largest shareholder. (FT $)+ Tencent will reportedly buy Manus for no less \u200bthan $2 billion. (Reuters $)+ Beijing had ordered Meta to unwind the acquisition. (Bloomberg $)\u00a05 Resuscitated human retinas responded to light 10 hours after deathIt\u2019s a big step towards eye transplants that restore vision. (New Scientist $)+ As is a new device that revives dead eyeballs. (MIT Technology Review)\u00a06 Meta has started charging for AI accessA new version of Muse Spark has a paid tier for developers. (Quartz)\u00a0+ Meta also plans to start producing an AI chip in September. (Reuters $)\u00a07 OpenAI and Google have sold AI models to blacklisted China groupsVia Singapore-based subsidiaries of Alibaba, Baidu and Tencent. (FT $) 8 A daughter tested an AI \u201cdeath bot\u201d of her fatherThe technology provided both comfort and unease. (New Yorker $) 9 An astronomer says the hunt for alien life needs more statisticsHe wants to replace speculation with mathematical frameworks. (Quanta) 10 Pok\u00e9mon Go players turned Times Square into a giant battlefieldMore than 1,500\u00a0fans finally fulfilled the game\u2019s 2016 launch promise. (Wired $)+ Pok\u00e9mon Go is also training world models. (MIT Technology Review) Quote of the day \u201cWhen we\u2019re talking about AI, we love the hype, we get excited about it. The damn thing never actually lands in practice.\u201d \u2014Vijay Janapa Reddi, an engineering professor at Harvard University, tells Wired why he\u2019s skeptical about grand plans for AI. One More Thing B.F. SKINNER FOUNDATION Why we should thank pigeons for our AI breakthroughs In 1943, psychologist B.F. Skinner led a secret government project to make bombs more precise. His idea: teach pigeons to guide missiles by pecking at targets on a screen inside a warhead. To train them, Skinner rewarded the birds with food when they made the right decisions, using trial and error to shape their behavior. Unsurprisingly, the military never deployed Skinner\u2019s kamikaze pigeons. Yet his experiments convinced him that pigeons were \u201can extremely reliable instrument\u201d for studying learning.\u00a0\u00a0 Decades later, those same principles would help power reinforcement learning, the technology behind some of today\u2019s most advanced AI systems. Discover how pigeons inspired one of AI\u2019s most powerful techniques. \u2014Ben Crair We can still have nice things A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? Drop me a line.) + Here\u2019s a splendid selection of this year\u2019s NSW architecture award winners.+ Photographers have captured the Strawberry Moon\u2019s golden glow in stunning detail.+ Idiocracy is the film that best exemplifies the \u201cAmerican experience,\u201d according to a new poll. Look back at the prescient comedy with this Screen Junkies trailer.+ Get ready for the weekend with this psychedelic house journey from Jamie xx b2b Caribou.<\/p>","protected":false},"author":2,"featured_media":103237,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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NU","author_link":"https:\/\/youzum.net\/th\/members\/adminnu\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/youzum.net\/th\/category\/ai-club\/\" rel=\"category tag\">AI<\/a> <a href=\"https:\/\/youzum.net\/th\/category\/committee\/\" rel=\"category tag\">Committee<\/a> <a href=\"https:\/\/youzum.net\/th\/category\/news\/\" rel=\"category tag\">News<\/a> <a href=\"https:\/\/youzum.net\/th\/category\/uncategorized\/\" rel=\"category tag\">Uncategorized<\/a>","rttpg_excerpt":"This is today\u2019s edition of The Download, our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology. Anthropic found a hidden space where Claude puzzles over concepts The AI firm Anthropic has got the clearest glimpse yet at what\u2019s really going on inside large language models as they&hellip;","_links":{"self":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts\/103236","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/comments?post=103236"}],"version-history":[{"count":0,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts\/103236\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/media\/103237"}],"wp:attachment":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/media?parent=103236"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/categories?post=103236"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/tags?post=103236"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}