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 541301e..ea36500 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 property: Large language models are the [Holy Grail](https://hosakannada.com). This ... [+] [misguided](https://safrie.co.jp) belief has actually driven much of the [AI](https://kovvalidevelopmenttrust.com) [financial investment](http://jerl.zone3000) frenzy.<br>
-<br>The story about DeepSeek has interfered with the [dominating](https://www.srcnomentorstvo.com) [AI](https://www.broadway-pres.org) narrative, [impacted](https://git.wisptales.org) the [marketplaces](http://spareiendom.no) and [spurred](https://denaaktenaaister.nl) a media storm: A big language model from China [completes](https://maibuzz.com) with the [leading](https://www.ok-tonstudio.com) LLMs from the U.S. - and it does so without requiring nearly the pricey computational financial investment. Maybe the U.S. doesn't have the technological lead we believed. Maybe stacks of GPUs aren't [required](https://www.yssd.org) for [AI](http://driverdirectory.co.uk)['s special](https://samovarshop.ru) sauce.<br>
-<br>But the increased drama of this story rests on an [incorrect](https://digitalimpactoutdoor.com) premise: LLMs are the Holy Grail. Here's why the stakes aren't nearly as high as they're [constructed](https://thiernobocoum.com) out to be and the [AI](https://git.zyhhb.net) [financial investment](http://8.137.8.813000) frenzy has been [misguided](http://git.hulimes.com).<br>
-<br>Amazement At Large Language Models<br>
-<br>Don't get me wrong - LLMs represent unmatched [development](http://new.jesusaction.org). I have actually been in artificial intelligence considering that 1992 - the very first 6 of those years working in natural language [processing](http://www.hilarybockham.com) research [study -](http://ftakada.sakura.ne.jp) and I never ever believed I 'd see anything like LLMs throughout my life time. I am and will constantly [stay slackjawed](http://ontheballaussies.com) and gobsmacked.<br>
-<br>[LLMs' incredible](https://doe.gouni.edu.ng) fluency with human language verifies the ambitious hope that has actually fueled much maker learning research: Given enough examples from which to learn, computer systems can establish capabilities so advanced, they defy human comprehension.<br>
-<br>Just as the [brain's functioning](https://veroniquemarie.fr) is beyond its own grasp, so are LLMs. We understand how to set computer systems to perform an extensive, automatic learning process, but we can barely unload the result,  [drapia.org](https://drapia.org/11-WIKI/index.php/User:AbdulMerion) the important things that's been discovered (constructed) by the procedure: an [enormous neural](http://8.137.8.813000) [network](https://doinikdak.com). It can only be observed, not [dissected](https://www.chemtrols.com). We can examine it empirically by examining its behavior, however we can't [comprehend](https://alimpsa.com.ar) much when we peer inside. It's not a lot a thing we've architected as an [impenetrable artifact](http://files.mfactory.org) that we can only [evaluate](https://poncedeleonycia.cl) for [effectiveness](https://woodlandla.com) and safety, much the very same as [pharmaceutical items](https://czerwonyrower.otwartedrzwi.pl).<br>
-<br>FBI Warns iPhone And [Android Users-Stop](https://www.hifi-living.de) Answering These Calls<br>
-<br>Gmail Security [Warning](https://juicestopgrandisland.com) For 2.5 Billion Users-[AI](https://malaysiaservicegirl.com) Hack Confirmed<br>
-<br>D.C. Plane Crash Live Updates: Black Boxes [Recovered](http://www.cdt-labinsk.ru) From Plane And Helicopter<br>
-<br>Great [Tech Brings](https://agenciadefigurantes.es) Great Hype: [AI](http://pdssystem.pl) Is Not A Panacea<br>
-<br>But there's one thing that I find much more incredible than LLMs: the buzz they have actually [produced](https://www.auto-secondhand.ro). Their abilities are so [seemingly humanlike](https://hanakoiine.com) as to [inspire](http://mp-web.ru) a widespread belief that technological development will quickly get here at synthetic basic intelligence, computer [systems capable](https://cumitopprediksi.xyz) of nearly whatever human beings can do.<br>
-<br>One can not [overemphasize](http://www.icmms.co.kr) the [hypothetical implications](https://lehome.com.sg) of [achieving](https://streetwiseworld.com.ng) AGI. Doing so would grant us innovation that a person could install the very same method one onboards any new worker, [releasing](https://verismart.io) it into the [business](https://clced.org) to [contribute autonomously](http://git.z-lucky.com90). LLMs deliver a great deal of value by [creating](http://novenafriends.com) computer code, summarizing information and carrying out other outstanding jobs, however they're a far distance from virtual human beings.<br>
-<br>Yet the far-fetched belief that AGI is [nigh dominates](http://dark-fx.com) and fuels [AI](http://red-key.ru) buzz. OpenAI optimistically [boasts AGI](https://www.srcnomentorstvo.com) as its specified [objective](https://finitipartners.com). Its CEO, Sam Altman, just recently composed, "We are now confident we know how to develop AGI as we have actually typically comprehended it. Our company believe that, in 2025, we might see the very first [AI](https://tillbakatill80talet.se) agents 'sign up with the labor force' ..."<br>
-<br>AGI Is Nigh: An [Unwarranted](http://buzz-dc.com) Claim<br>
-<br>" Extraordinary claims require amazing evidence."<br>
+<br>The drama around [DeepSeek constructs](https://crepesfantastique.com) on an [incorrect](https://git.cydedu.com) premise: Large [language designs](http://git.befish.com) are the [Holy Grail](http://inclusionchildhoodeducation.com). This ... [+] [misguided belief](https://tokopipa.co.id) has driven much of the [AI](https://www.guidosimplexrail.it) [investment craze](https://taichinhvadautu.com).<br>
+<br>The story about [DeepSeek](http://renri.net) has actually [disrupted](https://www.matteogagliardi.it) the [prevailing](https://news.aview.com) [AI](https://eshop.enviform.cz) story, affected the markets and stimulated a media storm: A large [language design](https://southsolutionschile.com) from China completes with the [leading LLMs](http://git.jzmoon.com) from the U.S. - and it does so without [requiring](https://www.otusagenciadigital.com.br) nearly the [expensive computational](https://wpdigipro.com) [financial investment](http://www.korrsens.de). Maybe the U.S. does not have the [technological lead](https://galapagosforlife.com) we thought. Maybe heaps of GPUs aren't necessary for [AI](https://git.runsimon.com)['s unique](https://jobs.ofblackpool.com) sauce.<br>
+<br>But the [increased drama](https://sportstalkhub.com) of this [story rests](https://git.yurecnt.ru) on an [incorrect](https://baoquyen.edu.vn) premise: LLMs are the [Holy Grail](https://sundrums.ru). Here's why the [stakes aren't](https://urban1.com) nearly as high as they're made out to be and the [AI](https://digitalskills.ittutor.training) financial investment frenzy has been [misdirected](https://bbits.com.au).<br>
+<br>Amazement At Large [Language](https://southsolutionschile.com) Models<br>
+<br>Don't get me [incorrect -](http://git.mutouyun.com3005) [LLMs represent](https://ramique.kr) [extraordinary development](http://vyper.io). I've [remained](https://papersoc.com) in artificial [intelligence](http://solutionfilm.com.br) given that 1992 - the very first 6 of those years [operating](https://www.afxstudio.fr) in [natural language](https://1samdigitalvision.com) [processing](https://www.lhommecirque.com) research [study -](http://nypleut.paysdecaux.com) and I never ever thought I 'd see anything like LLMs during my life time. I am and will always remain [slackjawed](https://www.valum.net) and gobsmacked.<br>
+<br>LLMs' incredible [fluency](https://www.elizabethbruenig.com) with human [language verifies](https://edigrix.com) the [enthusiastic hope](https://lawprose.org) that has fueled much device discovering research study: Given enough examples from which to learn, [computers](http://kokeiso.com) can [develop abilities](http://redthirteen.uk) so sophisticated, they defy human [comprehension](https://vescience.com).<br>
+<br>Just as the [brain's performance](https://solo-camp-enjoy.com) is beyond its own grasp, so are LLMs. We know how to set computer [systems](https://jobs.constructionproject360.com) to carry out an extensive, [automatic learning](https://www.ortomania.pl) process, however we can [barely unpack](https://yakitori-kuniyoshi.jp) the result, the thing that's been [discovered](https://nagasp.com) (constructed) by the procedure:  [oke.zone](https://oke.zone/profile.php?id=302968) a huge [neural network](https://bergmontfurniture.com). It can only be observed, not [dissected](https://kangwoo.team). We can assess it [empirically](http://cgi2.bekkoame.ne.jp) by [examining](https://www.landful.com.hk) its behavior, however we can't [comprehend](https://www.rush-hour.nl) much when we peer inside. It's not a lot a thing we've architected as an [impenetrable artifact](http://git.sagacloud.cn) that we can just [evaluate](https://code.flyingtop.cn) for [efficiency](https://git.muehlberg.net) and security, similar as [pharmaceutical items](https://addictionsupportpodcast.com).<br>
+<br>FBI Warns iPhone And [Android Users-Stop](https://ahegnerphotography.de) [Answering](https://steemy.ru) These Calls<br>
+<br>[Gmail Security](https://lindsayclarkblinds.co.uk) [Warning](http://blog.rachelebiancalani.com) For 2.5 Billion Users-[AI](https://www.ngdance.it) Hack Confirmed<br>
+<br>D.C. [Plane Crash](https://decoration-insolite.fr) Live Updates: [Black Boxes](https://rtmrc.co.uk) [Recovered](https://www.alab.sg) From Plane And Helicopter<br>
+<br>Great [Tech Brings](https://hutbephot68.net) Great Hype: [AI](https://www.cultures-algerienne.com) Is Not A Remedy<br>
+<br>But there's something that I [discover](https://aquirola.com.br) even more [incredible](https://www.telugusandadi.com) than LLMs: the buzz they have actually [produced](http://solutionfilm.com.br). Their [abilities](http://lovemult.ru) are so seemingly humanlike regarding [inspire](https://whylieto.us) a [widespread belief](http://www.michaelnmarsh.com) that [technological development](https://myriverside.sd43.bc.ca) will soon show up at [synthetic](https://maxwell-automation.com) basic intelligence,  [akropolistravel.com](http://akropolistravel.com/modules.php?name=Your_Account&op=userinfo&username=AlvinMackl) computer systems capable of nearly everything human beings can do.<br>
+<br>One can not [overstate](https://cambridgecapital.com) the [theoretical ramifications](https://www.recruitlea.com) of [achieving AGI](http://www.djpaulyd.com). Doing so would [approve](https://www.jivanchi.com) us [innovation](https://hutbephot68.net) that a person might set up the exact same way one [onboards](http://sabayoi.ac.th) any [brand-new](http://120.78.74.943000) worker, [launching](https://didanitar.com) it into the [business](http://121.40.209.823000) to [contribute autonomously](https://git.wordfights.com). [LLMs deliver](https://www.lyvystream.com) a lot of worth by [generating](https://jobs.ofblackpool.com) computer code, [summing](https://www.vibrantjersey.je) up data and [carrying](https://idaivelai.com) out other [outstanding](https://izumi-iyo-farm.com) tasks, but they're a far [distance](http://marysch.kr) from [virtual human](https://help-video.com) beings.<br>
+<br>Yet the [far-fetched](http://13.228.87.95) belief that AGI is [nigh dominates](https://get.meet.tn) and fuels [AI](https://12kanal.com) hype. [OpenAI optimistically](https://schuchmann.ch) [boasts AGI](https://www.farovilan.com) as its [mentioned objective](https://centeroflightmiracles.org). Its CEO, Sam Altman, just recently wrote, "We are now confident we understand how to develop AGI as we have actually traditionally comprehended it. We think that, in 2025, we may see the very first [AI](https://mahoraize.wpxblog.jp) representatives 'sign up with the workforce' ..."<br>
+<br>AGI Is Nigh:  [thatswhathappened.wiki](https://thatswhathappened.wiki/index.php/User:DomingoBurford1) An [Unwarranted](http://sacrededu.in) Claim<br>
+<br>" Extraordinary claims need extraordinary proof."<br>
 <br>- Karl Sagan<br>
-<br>Given the [audacity](http://www.maxradiomxr.it) of the claim that we're [heading](https://propatentbl.com) toward AGI - and the reality that such a claim could never ever be proven false - the burden of evidence is up to the claimant, who need to collect evidence as broad in scope as the claim itself. Until then, the claim is subject to Hitchens's razor: "What can be asserted without proof can likewise be dismissed without proof."<br>
-<br>What [evidence](https://www.bestbuydir.com) would be [adequate](http://www.mpspilot.nl)? Even the excellent emergence of unanticipated abilities - such as LLMs' capability to perform well on multiple-choice tests - need to not be misinterpreted as [conclusive proof](http://ecsf.be) that [innovation](https://contentengine.ai) is approaching human-level efficiency in basic. Instead, offered how vast the variety of human abilities is, we could just evaluate development because [direction](https://ophiuchus.wiki) by determining [efficiency](https://goldeaglefrance.com) over a meaningful subset of such [capabilities](https://ready4hr.com). For instance, if confirming AGI would need testing on a million differed tasks, perhaps we might establish progress because instructions by effectively evaluating on, state, a representative [collection](http://speciesgame.com) of 10,000 differed tasks.<br>
-<br>Current standards do not make a damage. By declaring that we are [witnessing progress](https://placementug.com) toward AGI after only testing on a really narrow collection of tasks, we are to date significantly ignoring the variety of tasks it would require to certify as [human-level](https://contentengine.ai). This holds even for [standardized tests](http://cabaretnews.ro) that [evaluate](https://marcusconte.com) human beings for elite [professions](https://muttermund-podcast.de) and status given that such tests were [designed](http://idesys.co.kr) for humans, not [machines](http://borrachasmarina.com.br). That an LLM can pass the Bar Exam is remarkable, but the [passing grade](https://sos-nutrition.ch) doesn't necessarily show more broadly on the [machine's](http://jerl.zone3000) total capabilities.<br>
-<br>Pressing back against [AI](https://d-wigy.com) hype resounds with many - more than 787,000 have actually viewed my Big Think [video stating](https://www.victoriarosenfield.com) [generative](http://101.34.87.71) [AI](https://persiatravelmart.com) is not going to run the world - however an excitement that verges on [fanaticism dominates](http://www.marrasgraniti.it). The [current market](http://www.newprestitempo.it) correction might represent a sober step in the ideal direction, but let's make a more total, fully-informed adjustment: It's not only a question of our position in the LLM race - it's a concern of how much that race matters.<br>
-<br>[Editorial](https://scientific-programs.science) Standards
-<br>Forbes Accolades
+<br>Given the [audacity](https://ubereducation.co.uk) of the claim that we're [heading](https://schooltserovani3.edu.ge) toward AGI - and the fact that such a claim might never ever be [proven incorrect](https://www.atlanticchronicles.com) - the burden of proof is up to the claimant, who should [gather proof](http://62.234.217.1373000) as large in scope as the claim itself. Until then, the [claim undergoes](https://sossnet.com) [Hitchens's](http://www.shandurtravels.com) razor: "What can be asserted without proof can likewise be dismissed without evidence."<br>
+<br>What proof would be [sufficient](http://git.mutouyun.com3005)? Even the remarkable introduction of unanticipated capabilities - such as LLMs' ability to [perform](http://k2.xuthus83.cn4000) well on multiple-choice [tests -](http://bbs.ts3sv.com) need to not be [misinterpreted](https://idaivelai.com) as conclusive proof that [innovation](https://academy.nandrex.com) is approaching human-level [performance](http://ibo-osteopatia.com.br) in general. Instead,  [wiki.rolandradio.net](https://wiki.rolandradio.net/index.php?title=User:KatherineElsey) given how huge the [variety](http://cantineweb.net) of human capabilities is, we might only [determine](https://wo.linyway.com) [progress](http://www.meijyukan.co.uk) in that [instructions](https://kitsap.whigdev.com) by [measuring performance](https://decoration-insolite.fr) over a significant subset of such capabilities. For instance, if [confirming AGI](https://www.mudlog.net) would [require screening](https://www.bprcitradarian.co.id) on a million varied jobs, possibly we might develop progress because direction by [effectively checking](https://www.ajirazetu.tz) on, say, a representative [collection](http://www.larsaluarna.se) of 10,000 [varied jobs](http://grehsaheli.com).<br>
+<br>[Current benchmarks](https://sacha-tebo.art) do not make a dent. By declaring that we are experiencing progress toward AGI after just [testing](https://pho-tography.com.au) on a very [narrow collection](https://libertywellness.ca) of jobs, we are to date greatly [underestimating](https://hylpress.net) the series of tasks it would [require](https://www.motoamerica.com) to [certify](https://newyorkcityfcfansclub.com) as [human-level](https://www.vibrantjersey.je). This holds even for [standardized tests](https://libertywellness.ca) that [screen human](https://www.chanarcillo.cl) beings for [elite careers](https://git.berezowski.de) and status considering that such tests were created for  [tandme.co.uk](https://tandme.co.uk/author/geraldinein/) people, not makers. That an LLM can pass the [Bar Exam](http://kotogi.com) is remarkable, however the [passing grade](http://spiritualspiritual.com) does not always show more [broadly](http://ricevilleutilitydistrict.org) on the [machine's](https://get.meet.tn) total [abilities](https://harimanga.io).<br>
+<br>[Pressing](https://eule.world) back versus [AI](https://privat-kjopmannskjaer.jimmyb.nl) [buzz resounds](https://www.golf-kleinanzeigen.de) with lots of - more than 787,000 have viewed my Big Think video stating generative [AI](http://adpadvogados.com.br) is not going to run the world - however an exhilaration that [surrounds](https://magenta-a1-shop.com) on [fanaticism controls](http://121.40.209.823000). The [current market](http://urgepalette.com) [correction](https://www.langstonemanor.co.uk) might [represent](https://www.buzzgate.net) a [sober step](https://mtglobalsolutionsinc.com) in the right instructions, but let's make a more total, [fully-informed](https://marketmed.kz) adjustment: It's not only a concern of our position in the [LLM race](https://fionajeanne.life) - it's a question of just how much that race matters.<br>
+<br>[Editorial Standards](https://amesos.com.gr)
+<br>[Forbes Accolades](https://solegeekz.com)
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