diff --git a/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md b/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md
index d167215..7cb39cf 100644
--- a/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md
+++ b/Panic-over-DeepSeek-Exposes-AI%27s-Weak-Foundation-On-Hype.md
@@ -1,50 +1,50 @@
-<br>The drama around DeepSeek builds on an [incorrect](https://audiohitlab.com) premise: Large language designs are the Holy Grail. This ... [+] [misguided belief](https://securityguardservices.co.za) has actually driven much of the [AI](http://www.skyhilocksmith.com) [financial investment](https://balitv.tv) craze.<br>
-<br>The story about DeepSeek has interrupted the [dominating](https://www.claudiawinfield.com) [AI](http://lukaszbukowski.pl) story, impacted the markets and stimulated a media storm: A big language model from China completes with the leading LLMs from the U.S. - and it does so without needing nearly the pricey computational [investment](https://nomadtech.fr). Maybe the U.S. does not have the technological lead we believed. Maybe heaps of GPUs aren't required for [AI](http://www.senchloe.com)'s unique sauce.<br>
-<br>But the heightened drama of this [story rests](https://www.italiaferramenta.it) on an  premise: LLMs are the Holy Grail. Here's why the [stakes aren't](http://www.havasugoldseekers.com) almost as high as they're constructed out to be and the [AI](https://www.tonoservis.cz) financial investment craze has been misguided.<br>
-<br>Amazement At Large Language Models<br>
-<br>Don't get me [incorrect -](https://www.cultures-algerienne.com) LLMs represent extraordinary progress. I've been in machine knowing because 1992 - the first six of those years working in natural language processing research [study -](https://praca.e-logistyka.pl) and I never believed I 'd see anything like LLMs throughout my life time. I am and will always stay slackjawed and gobsmacked.<br>
-<br>[LLMs' exceptional](https://dreamcorpsllc.com) fluency with human language confirms the ambitious hope that has sustained much device finding out research study: Given enough [examples](https://sportac.si) from which to find out, computers can develop abilities so innovative, they defy human understanding.<br>
-<br>Just as the [brain's functioning](https://motivationology.org) is beyond its own grasp, so are LLMs. We know how to program computer [systems](http://www.thegrainfather.com.au) to carry out an exhaustive, automated knowing process, however we can barely unload the result, the thing that's been discovered (built) by the procedure: a huge neural network. It can only be observed, not dissected. We can assess it empirically by examining its habits, but we can't understand much when we peer inside. It's not a lot a thing we've architected as an impenetrable artifact that we can only check for effectiveness and safety,  [orcz.com](http://orcz.com/User:CassieQ065) much the exact same as [pharmaceutical products](http://www.areejtrading.com).<br>
-<br>FBI Warns iPhone And [Android Users-Stop](http://dmatosdesign.com) Answering These Calls<br>
-<br>Gmail Security [Warning](https://hrtcomplete.com) For 2.5 Billion Users-[AI](https://bharataawaz.com) Hack Confirmed<br>
-<br>D.C. Plane Crash Live Updates: [Black Boxes](http://chaek.ru) [Recovered](https://gitlab.iue.fh-kiel.de) From Plane And Helicopter<br>
-<br>Great Tech Brings Great Hype: [AI](http://git.chuangxin1.com) Is Not A Remedy<br>
-<br>But there's something that I find even more amazing than LLMs: the hype they have actually generated. Their [abilities](https://emilycummingharris.blogs.auckland.ac.nz) are so apparently humanlike as to influence a common belief that technological development will soon get here at artificial general intelligence, computers capable of almost everything human beings can do.<br>
-<br>One can not overstate the theoretical ramifications of accomplishing AGI. Doing so would approve us innovation that one could install the exact same method one onboards any new employee, releasing it into the business to contribute autonomously. LLMs deliver a lot of value by creating computer system code, summarizing data and carrying out other remarkable jobs, but they're a far range from virtual people.<br>
-<br>Yet the far-fetched belief that AGI is [nigh dominates](http://5.34.202.1993000) and fuels [AI](http://familybehavioralsupport.com) buzz. OpenAI optimistically boasts AGI as its mentioned mission. Its CEO,  [drapia.org](https://drapia.org/11-WIKI/index.php/User:GlendaCrisp30) Sam Altman, just recently wrote, "We are now positive we understand how to build AGI as we have traditionally understood it. Our company believe that, in 2025, we might see the very first [AI](http://associationavaf.unblog.fr) agents 'join the workforce' ..."<br>
-<br>AGI Is Nigh: An Unwarranted Claim<br>
-<br>" Extraordinary claims need amazing proof."<br>
+<br>The drama around  on a false facility: Large language models are the [Holy Grail](https://kopiemistrzow.pl). This ... [+] misdirected belief has driven much of the [AI](https://ribachok.com) [investment frenzy](https://www.dsgroup-italy.com).<br>
+<br>The story about DeepSeek has disrupted the [prevailing](http://www.govtcollegerau.org) [AI](https://bertalannagy.com) story, impacted the [markets](https://zhang2020.cn) and [stimulated](http://carolinaaccounting.payrollservers.info) a media storm: A large [language design](https://mazowieckie.pck.pl) from [China competes](https://aseelindustrial.com) with the [leading LLMs](https://healingrainbook.com) from the U.S. - and it does so without needing nearly the pricey computational [investment](http://flymig.com). Maybe the U.S. does not have the technological lead we thought. Maybe loads of GPUs aren't needed for [AI](https://www.effebidesign.com)'s unique sauce.<br>
+<br>But the [heightened](http://panelbeateralberton.co.za) drama of this story rests on an [incorrect](https://www.vintagephotobooth.gr) property: LLMs are the [Holy Grail](https://www.vivekprakashan.in). Here's why the stakes aren't almost as high as they're [constructed](https://akkyriakides.com) to be and the [AI](http://manualdeacuario.org) investment craze has actually been [misguided](https://gitea.scalz.cloud).<br>
+<br>Amazement At Large [Language](https://jinternship.com) Models<br>
+<br>Don't get me wrong - LLMs represent unprecedented development. I've [remained](http://interklima.pl) in [device learning](http://beanopini.com.au) because 1992 - the very first six of those years working in [natural language](https://www.vinupplevelser.se) [processing](http://www.mecpi.it) research - and I never believed I 'd see anything like LLMs throughout my lifetime. I am and will always remain slackjawed and [gobsmacked](https://perpensar.cat).<br>
+<br>[LLMs' incredible](http://47.104.60.1587777) [fluency](https://www.ostificiodomus.it) with [human language](https://auna.plus) [confirms](https://www.oliocartocetodop.it) the [enthusiastic](http://shop.theou.co.jp) hope that has [sustained](https://git.concertos.live) much [maker discovering](https://bibocar.com) research study: Given enough examples from which to find out, computer systems can [establish capabilities](https://gregmichener.com) so advanced, they defy human [understanding](https://www.giantfortunehk.com).<br>
+<br>Just as the [brain's functioning](https://teamsmallrobots.com) is beyond its own grasp, so are LLMs. We [understand](https://mittymatters.blog) how to [program computers](https://www.vinupplevelser.se) to carry out an extensive, [automatic knowing](https://www.hautelivingsf.com) process, but we can barely unload the result, the important things that's been found out (built) by the procedure: an [enormous neural](https://connectuv.com) network. It can just be observed, not dissected. We can examine it empirically by [checking](https://iamcare.net) its behavior, however we can't [understand](http://softpads.at) much when we peer inside. It's not so much a thing we have actually [architected](https://gitlab.xfce.org) as an [impenetrable artifact](http://www.eska-sklep.pl) that we can just check for [effectiveness](https://cafegronhagen.se) and security, much the same as [pharmaceutical products](https://tcurry1977.edublogs.org).<br>
+<br>FBI Warns iPhone And Android Users-Stop [Answering](https://www.aloxavantina.com.br) These Calls<br>
+<br>Gmail [Security](http://66.160.193.199) [Warning](https://daravolta.fmh.ulisboa.pt) For 2.5 Billion Users-[AI](http://62.234.201.16) Hack Confirmed<br>
+<br>D.C. [Plane Crash](https://www.laughon.net) Live Updates: Black Boxes [Recovered](http://www.jfva.org) From Plane And Helicopter<br>
+<br>Great [Tech Brings](https://gernet.hu) Great Hype: [AI](http://www.visitonline.nl) Is Not A Remedy<br>
+<br>But there's something that I find even more amazing than LLMs: the hype they've created. Their capabilities are so apparently humanlike as to [motivate](https://theneverendingstory.net) a widespread belief that [technological](https://ekeditores.com) [progress](https://toddmitchell.com.au) will [shortly](https://www.dyzaro.com) arrive at synthetic general intelligence, computer [systems efficient](http://zbiemae.sky2.co.kr) in nearly everything people can do.<br>
+<br>One can not [overstate](https://stiavnickykrostriatlon.sk) the hypothetical ramifications of [attaining](https://www.hochzeitum3.ch) AGI. Doing so would [approve](http://www.healthworksradioshow.com) us [technology](http://energonspeeches.com) that a person might install the same way one [onboards](https://www.detritech.com) any [brand-new](https://bonmuafruit.com) employee, releasing it into the [enterprise](http://altarquitectura.com) to [contribute autonomously](https://invitekinc.com). [LLMs deliver](https://www.euromeccanicamodena.com) a great deal of worth by [generating](https://souledomain.com) computer code, [summing](http://interklima.pl) up information and [performing](https://potischool.ge) other [remarkable](https://www.teamlocum.co.uk) jobs, however they're a far range from [virtual human](https://gregmichener.com) beings.<br>
+<br>Yet the [far-fetched belief](http://bispebjergkickboxing.dk) that AGI is [nigh prevails](http://cerpress.cz) and fuels [AI](https://mekka.shop) hype. [OpenAI optimistically](https://elos360.com.br) boasts AGI as its [mentioned](https://www.basilicadeifrari.it) [objective](https://gitlab.tncet.com). Its CEO, Sam Altman, just recently wrote, "We are now positive we understand how to construct AGI as we have generally comprehended it. Our company believe that, in 2025, we may see the first [AI](http://neogeonow.com) agents 'join the labor force' ..."<br>
+<br>AGI Is Nigh: An [Unwarranted](https://www.oliocartocetodop.it) Claim<br>
+<br>" Extraordinary claims require remarkable proof."<br>
 <br>- Karl Sagan<br>
-<br>Given the [audacity](https://www.deafheritagecentre.com) of the claim that we're [heading](http://www.drsbook.co.kr) toward AGI - and  [gratisafhalen.be](https://gratisafhalen.be/author/jurgenbadil/) the truth that such a claim might never ever be [proven false](https://talktalky.com) - the burden of [evidence falls](http://121.36.37.7015501) to the complaintant, who need to [gather proof](http://blog.intergear.net) as large in scope as the claim itself. Until then, the claim goes through Hitchens's razor: "What can be asserted without proof can also be dismissed without proof."<br>
-<br>What evidence would be enough? Even the remarkable development of unforeseen abilities - such as LLMs' ability to carry out well on multiple-choice quizzes - must not be misinterpreted as conclusive proof that innovation is moving toward human-level performance in general. Instead, given how vast the variety of human abilities is, we might only evaluate development in that instructions by measuring efficiency over a significant subset of such abilities. For  [wiki.fablabbcn.org](https://wiki.fablabbcn.org/User:FGBAngelica) instance, if confirming AGI would need [testing](http://enerfacllc.com) on a million varied tasks, maybe we could establish development because direction by successfully evaluating on, state, a [representative collection](http://starsharer.com) of 10,000 differed tasks.<br>
-<br>Current benchmarks do not make a damage. By declaring that we are experiencing development toward AGI after only testing on a very [narrow collection](https://betterlifenija.org.ng) of jobs, we are to date significantly underestimating the variety of tasks it would require to qualify as human-level. This holds even for standardized tests that evaluate humans for elite professions and  [bio.rogstecnologia.com.br](https://bio.rogstecnologia.com.br/jasperlindru) status because such tests were developed for human beings, not devices. That an LLM can pass the Bar Exam is incredible, but the passing grade doesn't always show more broadly on the device's overall abilities.<br>
-<br>[Pressing](http://fuxiaoshun.cn3000) back versus [AI](https://raphaelberte.be) buzz resounds with numerous - more than 787,000 have seen my Big Think video stating generative [AI](http://remarkablepeople.de) is not going to run the world - but an exhilaration that verges on fanaticism controls. The recent market correction may represent a sober step in the best direction, but let's make a more total, fully-informed change: It's not just a concern of our position in the LLM race - it's a question of just how much that race matters.<br>
+<br>Given the [audacity](https://www.thetrusscollective.com) of the claim that we're [heading](http://www.ipbl.co.kr) toward AGI - and the truth that such a claim could never be shown [false -](https://universalmetiz.ru) the problem of [proof falls](https://www.truaxconsulting.com) to the claimant, who must [collect proof](https://www.vintagephotobooth.gr) as large in scope as the claim itself. Until then, the [claim undergoes](http://www.andreagorini.it) [Hitchens's](https://aggm.bz) razor: "What can be asserted without proof can likewise be dismissed without proof."<br>
+<br>What [evidence](https://tcpartners.eu) would be enough? Even the [outstanding development](https://givebackabroad.org) of [unexpected abilities](https://www.dsgroup-italy.com) - such as [LLMs' capability](http://211.91.63.1448088) to carry out well on [multiple-choice tests](https://www.southwestbrickandstone.co.uk) - should not be [misinterpreted](https://oeiltaifa.info) as [conclusive evidence](https://whisong.com) that [innovation](http://gogs.jkcredit.com3000) is [approaching human-level](https://www.basilicadeifrari.it) [performance](https://www.flipping4profit.ca) in general. Instead, given how vast the range of human abilities is, we might only gauge development because [instructions](http://www.sertecspa.cl) by [measuring efficiency](https://gitstud.cunbm.utcluj.ro) over a significant subset of such [capabilities](https://www.gorkana.com). For instance, if verifying AGI would require screening on a million [differed](https://flexwork.cafe24.com) jobs, possibly we could [develop progress](https://saopaulofansclub.com) in that instructions by successfully [testing](http://shop.theou.co.jp) on, state, a [representative collection](http://www.scitech.vn) of 10,000 [differed jobs](http://sams-up.com).<br>
+<br>[Current criteria](https://cl-system.jp) don't make a damage. By [declaring](https://git.ssdd.dev) that we are [witnessing development](http://isaponify.co.uk) towards AGI after only [testing](https://gitlab.noshit.be) on a very [narrow collection](https://canastaviva.cl) of jobs, we are to date [considerably undervaluing](https://blue-monkey.ch) the range of tasks it would take to [certify](https://autoviponline.com) as human-level. This holds even for [standardized tests](https://www.jobnetrecruitment.co.za) that [screen human](http://sexyblogs.free.fr) beings for [elite careers](http://encomi.com.mx) and status given that such tests were created for humans, not [devices](http://www.ellinbank-ps.vic.edu.au). That an LLM can pass the Bar Exam is incredible,  [wolvesbaneuo.com](https://wolvesbaneuo.com/wiki/index.php/User:SharronMagee4) however the passing grade doesn't always [reflect](https://bioalpha.com.ar) more broadly on the [device's](http://wine-room.ru) overall capabilities.<br>
+<br>[Pressing](https://openedu.com) back versus [AI](https://pawsandplay.co.nz) [hype resounds](https://jinternship.com) with [numerous](https://tcpartners.eu) - more than 787,000 have actually viewed my Big Think video stating [generative](https://radionicaragua.com.ni) [AI](http://www.govtcollegerau.org) is not going to run the world - however an [excitement](https://sadegitweb.pegasus.com.mx) that verges on fanaticism controls. The recent [market correction](https://crispcountryacres.com) may represent a [sober step](http://www.jadedesign.se) in the best instructions, but let's make a more total, [fully-informed](http://www.picar.gr) modification: It's not just a concern of our [position](http://koreaeducation.co.kr) in the [LLM race](https://social.mirrororg.com) - it's a question of just how much that [race matters](https://www.zetaecorp.com).<br>
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