{"id":121905,"date":"2026-10-03T03:01:25","date_gmt":"2026-10-03T03:01:25","guid":{"rendered":"https:\/\/youzum.net\/the-download-a-biological-de-aging-contest-and-why-llms-dont-reason\/"},"modified":"2026-10-03T03:01:25","modified_gmt":"2026-10-03T03:01:25","slug":"the-download-a-biological-de-aging-contest-and-why-llms-dont-reason","status":"publish","type":"post","link":"https:\/\/youzum.net\/th\/the-download-a-biological-de-aging-contest-and-why-llms-dont-reason\/","title":{"rendered":"The Download: a biological de-aging contest and why LLMs don\u2019t reason"},"content":{"rendered":"

This is today\u2019s edition of <\/em>The Download<\/em><\/a>, our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology.<\/em><\/p>\n

A new contest pits competitors against each other in a race to biological youth<\/strong><\/h3>\n

\u2014Jessica Hamzelou<\/em><\/p>\n

This week, I officially signed up for an unusual competition. One that rewards competitors for getting younger<\/em>.<\/p>\n

I recently turned 40, and I don\u2019t need reminding that both time and my chronological age only tick forward. But this game is focused on competitors\u2019 biological ages<\/em>, figures that are meant to provide a better way to measure the age-related health of our organs and bodies.<\/p>\n

Over six months, around 500 of us will try to reverse our biological age using a bunch of different measures. There\u2019s even a leaderboard! But is it even possible to measure whether someone is getting younger?\u00a0<\/p>\n

Read the full story on the controversy around biological age measurements and how I\u2019ll test them myself<\/a>.<\/p>\n

This <\/strong>story<\/strong><\/a> is from The Checkup, our weekly biotech newsletter. <\/strong>Sign up<\/strong><\/a> to receive it in your inbox every Thursday.<\/strong><\/p>\n

Opinion: Don\u2019t be fooled\u2014LLMs don\u2019t reason<\/strong><\/h3>\n

\u2014Thore Graepel<\/em><\/p>\n

Ten years ago, I watched a program I helped build stun the world by beating Go champion Lee Sedol. AlphaGo won after making a move so strange that some commentators thought it was a programming glitch. It was AlphaGo\u2019s powers of reasoning that made this creative choice\u2014and these are powers that today\u2019s AI lacks.\u00a0<\/p>\n

This is why I recently left my position at Google DeepMind. I believe we need a fresh approach to machine reasoning, one that draws on AlphaGo\u2019s architecture.<\/p>\n

Here\u2019s why today\u2019s AI doesn\u2019t really reason\u2014and what it would take to change that<\/a>.<\/p>\n

Thore Graepel is chair of machine learning at University College London. He was a core member of the AlphaGo team at DeepMind.<\/em><\/p>\n

The must-reads<\/strong><\/p>\n

I\u2019ve combed the internet to find you today\u2019s most fun\/important\/scary\/fascinating stories about technology.<\/em><\/p>\n

1 OpenAI says rogue agents may have affected more than 100 organizations
<\/strong>The company is searching 50 petabytes of data for incidents. (Reuters<\/a> $)
+ It says none of the incidents matched the Hugging Face attack.<\/em> (Gizmodo<\/a>)
+ OpenAI has fired three workers for allegedly mishandling information.<\/em> (BBC<\/a>)
+ California has subpoenaed OpenAI over its rogue AI agents.<\/em> (Guardian<\/a>)
+ Who\u2019s liable when AI agents go rogue? <\/em>(MIT Technology Review<\/a>)<\/p>\n

2 A US man allegedly smuggled $300 million of Nvidia chips to China
<\/strong>He\u2019s been arrested in California on federal charges. (Reuters<\/a> $)
+ The chip smuggling cases expose Nvidia\u2019s blind spots.<\/em> (Bloomberg<\/a> $)
+ China plans to teach AI in every school by 2030. <\/em>(WP<\/a> $)
+ But it already has an overuse problem.<\/em> (NYT<\/a> $)\u00a0<\/strong><\/p>\n

3 Florida officials have found 11 Flock cameras with unknown owners
<\/strong>They don\u2019t know who installed them or who has their data. (WP<\/a> $)
+ Lawmakers are considering new regulations on Flock cameras.<\/em> (Axios<\/a>)
+ Here\u2019s what Flock\u2019s defenders are missing. <\/em>(MIT Technology Review<\/a>)<\/p>\n

4 Ukraine has developed an acoustic fence that can cut drone cables
<\/strong>Acoustic sensors detect drones before hooks trap their cables. (New Scientist<\/a> $)
+ Drone data from Ukraine is fueling a wild market. <\/em>(MIT Technology Review<\/a>)<\/p>\n

5 A new AI \u201cspeech clock\u201d can assess how fast you\u2019re ageing
<\/strong>It uses hundreds of vocal features to estimate biological age. (Nature<\/a>)
+ Aging clocks aim to predict how long you\u2019ll live. <\/em>(MIT Technology Review<\/a>)<\/p>\n

6 \u201cUnderwater umbrellas\u201d could help corals survive hotter oceans
<\/strong>The shades protected corals during intense heat stress. (Gizmodo<\/a>)<\/p>\n

7 Apple\u2019s upcoming smart home camera reportedly won\u2019t record video<\/strong>
It will instead only give users text event descriptions. (Verge<\/a>)<\/p>\n

8 Retired humanoid robots are being trained to jump into molten steel
<\/strong>A Terminator-style death protects IP. (IE<\/a>)<\/p>\n

9 A man faces years in prison after AI slop caused a crocodile panic
<\/strong>Officials spent days searching for his AI-generated crocodile. (Futurism<\/a>)<\/p>\n

10 Finally, a laser mosquito killer is entering the market
<\/strong>Chinese startup Photon Matrix Lab plans to start shipments this month. (SCMP<\/a>)<\/p>\n

Quote of the day<\/strong><\/p>\n

\u201cThose agents are doing exactly what they\u2019ve been asked to do. They were supposed to be in sandboxes, but the sandboxes were leaky and horribly designed.\u201d<\/strong><\/h2>\n

\u2014Yann LeCun, a Turing Award winner and former Meta chief AI scientist, tells Fortune<\/a> that human error can be the real culprit behind the recent wave of AI agents going rogue.<\/p>\n

One more thing<\/strong><\/p>\n

\"\"<\/figure>\n


<\/strong>NASA is building the first nuclear reactor-powered interplanetary spacecraft. How will it work?<\/strong><\/h4>\n

Just before Artemis II began its historic slingshot around the moon, NASA revealed an even grander space travel plan. By the end of 2028, the agency aims to fly a nuclear reactor-powered interplanetary spacecraft to Mars.<\/p>\n

A successful mission would herald a new era in spaceflight\u2014and might just give the US the edge in the race against China. But the project remains shrouded in mystery.<\/p>\n

MIT Technology Review<\/em> picked the brains of nuclear power and propulsion experts to find out how the nuclear-powered spacecraft might work. Here\u2019s what we discovered<\/a>.<\/p>\n

\u2014Robin George Andrews<\/em><\/p>\n

We can still have nice things<\/strong><\/p>\n

A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? <\/em>Drop me a line<\/em><\/a>.)<\/em><\/p>\n

+ Atlas Obscura has mapped out the oldest living things<\/a> on Earth.
+ Brain scans show that dogs understand our emotions<\/a> better than we thought.
+ Step into Springfield in miniature with this astonishing model<\/a> featuring 76 locations from The Simpsons<\/em>.
+ Minnesota\u2019s State Fair has unleashed a crop of gloriously weird new foods<\/a>, from Pickle pie to mustache pretzels.<\/p>","protected":false},"excerpt":{"rendered":"

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. A new contest pits competitors against each other in a race to biological youth \u2014Jessica Hamzelou This week, I officially signed up for an unusual competition. One that rewards competitors for getting younger. I recently turned 40, and I don\u2019t need reminding that both time and my chronological age only tick forward. But this game is focused on competitors\u2019 biological ages, figures that are meant to provide a better way to measure the age-related health of our organs and bodies. Over six months, around 500 of us will try to reverse our biological age using a bunch of different measures. There\u2019s even a leaderboard! But is it even possible to measure whether someone is getting younger?\u00a0 Read the full story on the controversy around biological age measurements and how I\u2019ll test them myself. This story is from The Checkup, our weekly biotech newsletter. Sign up to receive it in your inbox every Thursday. Opinion: Don\u2019t be fooled\u2014LLMs don\u2019t reason \u2014Thore Graepel Ten years ago, I watched a program I helped build stun the world by beating Go champion Lee Sedol. AlphaGo won after making a move so strange that some commentators thought it was a programming glitch. It was AlphaGo\u2019s powers of reasoning that made this creative choice\u2014and these are powers that today\u2019s AI lacks.\u00a0 This is why I recently left my position at Google DeepMind. I believe we need a fresh approach to machine reasoning, one that draws on AlphaGo\u2019s architecture. Here\u2019s why today\u2019s AI doesn\u2019t really reason\u2014and what it would take to change that. Thore Graepel is chair of machine learning at University College London. He was a core member of the AlphaGo team at DeepMind. The must-reads I\u2019ve combed the internet to find you today\u2019s most fun\/important\/scary\/fascinating stories about technology. 1 OpenAI says rogue agents may have affected more than 100 organizationsThe company is searching 50 petabytes of data for incidents. (Reuters $)+ It says none of the incidents matched the Hugging Face attack. (Gizmodo)+ OpenAI has fired three workers for allegedly mishandling information. (BBC)+ California has subpoenaed OpenAI over its rogue AI agents. (Guardian)+ Who\u2019s liable when AI agents go rogue? (MIT Technology Review) 2 A US man allegedly smuggled $300 million of Nvidia chips to ChinaHe\u2019s been arrested in California on federal charges. (Reuters $)+ The chip smuggling cases expose Nvidia\u2019s blind spots. (Bloomberg $)+ China plans to teach AI in every school by 2030. (WP $)+ But it already has an overuse problem. (NYT $)\u00a0 3 Florida officials have found 11 Flock cameras with unknown ownersThey don\u2019t know who installed them or who has their data. (WP $)+ Lawmakers are considering new regulations on Flock cameras. (Axios)+ Here\u2019s what Flock\u2019s defenders are missing. (MIT Technology Review) 4 Ukraine has developed an acoustic fence that can cut drone cablesAcoustic sensors detect drones before hooks trap their cables. (New Scientist $)+ Drone data from Ukraine is fueling a wild market. (MIT Technology Review) 5 A new AI \u201cspeech clock\u201d can assess how fast you\u2019re ageingIt uses hundreds of vocal features to estimate biological age. (Nature)+ Aging clocks aim to predict how long you\u2019ll live. (MIT Technology Review) 6 \u201cUnderwater umbrellas\u201d could help corals survive hotter oceansThe shades protected corals during intense heat stress. (Gizmodo) 7 Apple\u2019s upcoming smart home camera reportedly won\u2019t record videoIt will instead only give users text event descriptions. (Verge) 8 Retired humanoid robots are being trained to jump into molten steelA Terminator-style death protects IP. (IE) 9 A man faces years in prison after AI slop caused a crocodile panicOfficials spent days searching for his AI-generated crocodile. (Futurism) 10 Finally, a laser mosquito killer is entering the marketChinese startup Photon Matrix Lab plans to start shipments this month. (SCMP) Quote of the day \u201cThose agents are doing exactly what they\u2019ve been asked to do. They were supposed to be in sandboxes, but the sandboxes were leaky and horribly designed.\u201d \u2014Yann LeCun, a Turing Award winner and former Meta chief AI scientist, tells Fortune that human error can be the real culprit behind the recent wave of AI agents going rogue. One more thing NASA is building the first nuclear reactor-powered interplanetary spacecraft. How will it work? Just before Artemis II began its historic slingshot around the moon, NASA revealed an even grander space travel plan. By the end of 2028, the agency aims to fly a nuclear reactor-powered interplanetary spacecraft to Mars. A successful mission would herald a new era in spaceflight\u2014and might just give the US the edge in the race against China. But the project remains shrouded in mystery. MIT Technology Review picked the brains of nuclear power and propulsion experts to find out how the nuclear-powered spacecraft might work. Here\u2019s what we discovered. \u2014Robin George Andrews 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.) + Atlas Obscura has mapped out the oldest living things on Earth.+ Brain scans show that dogs understand our emotions better than we thought.+ Step into Springfield in miniature with this astonishing model featuring 76 locations from The Simpsons.+ Minnesota\u2019s State Fair has unleashed a crop of gloriously weird new foods, from Pickle pie to mustache pretzels.<\/p>","protected":false},"author":2,"featured_media":121906,"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. A new contest pits competitors against each other in a race to biological youth \u2014Jessica Hamzelou This week, I officially signed up for an unusual competition. One that rewards competitors for…","_links":{"self":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts\/121905","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=121905"}],"version-history":[{"count":0,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/posts\/121905\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/media\/121906"}],"wp:attachment":[{"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/media?parent=121905"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/categories?post=121905"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/youzum.net\/th\/wp-json\/wp\/v2\/tags?post=121905"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}