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Bidi'aAI Understanding takaitaccen bayani

TechCrunch ya ba da rahoton masu ginin AI na zahiri har yanzu suna cikin “zamanin GPT-2”

TechCrunch ya ba da rahoton cewa kamfanonin robotics suna haɓaka ƙarfin jiki cikin sauri fiye da yadda suke haɓaka ingantaccen bayanan mutum-mutumi na kasuwanci. Masu haɓakawa suna mai da hankali kan ingantattun bayanai, kwaikwaiyo, ƙarfafa koyo da ƙayyadaddun ƙayyadaddun ayyuka yayin neman ci gaba mai kama da…

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Primary-source image accompanying TechCrunch reports physical-AI builders are still in a “GPT-2 era”
Rahoton da aka dangantaAn rubuta tushen tushe
Mawallafi
techcrunch.com
Tushen hanyar haɗin gwiwa
techcrunch.comhttps://techcrunch.com/2026/08/26/robot-brain-builders-are-pushing-out-of-their-gpt-2-era/
Nau'in tushe
Rahoto ta hanyar tashar labarai - ba daftarin aiki na ɓangare na farko ba.

Abin da ba mu iya tabbatarwa da kansa ba: An dangana wannan da'awar ga kanti mai suna. Ba mu tabbatar da shi a kan takardar jam'iyyar farko ba. (techcrunch.com)

MaganaFahimtar wannan a cikin daƙiƙa 60

Fara a nan

Mabuɗin sharuddan

Ƙarfafa Koyo
Horowa ta siginar lada inda wakili ke koyon ayyuka waɗanda ke haɓaka dawowa na dogon lokaci.
Yi lissafi
Abubuwan sarrafawa da ake buƙata don horarwa da gudanar da ƙira, galibi ana auna su cikin sa'o'in FLOPS ko GPU.
Nauyi
Ƙimar lambobi da aka koya wanda ke ma'aunin sigina da ke wucewa ta hanyar sadarwar jijiya.
Gwada kankaAI Model An Bayyana Tambayoyi

Me ya faru

TechCrunch ya ba da rahoton cewa kamfanonin AI na zahiri suna jawo manyan saka hannun jari amma har yanzu ba su samar da ingantattun na'urori masu fa'ida ba waɗanda ke yin aiki mai mahimmanci. Masu haɓakawa a taron Actuate sun bayyana ƙarancin bayanan horarwa masu inganci, buƙatun ƙididdiga masu nauyi da rashin jituwar da ba a warware ba kan ko kamfanonin robotic su haɗa kayan aiki da AI ko gina ƙarin samfuran agnostic hardware.

TechCrunch ya ba da rahoton cewa AI ta zahiri ta zama ɗaya daga cikin wurare mafi zafi na saka hannun jari, tare da kamfanoni da ke amfani da fasahohin da ke da alaƙa da manyan nau'ikan harshe zuwa robotics. Shafin ya danganta sha'awar sashen da Unitree, wanda aka bayyana a matsayin babban mai kera mutum-mutumi na kasar Sin, wanda ya kai kimanin dala biliyan 66 da aka bayar bayan IPO dinsa, kafin ya yi asarar kusan rabin wannan darajar a cikin makon rahoton. TechCrunch ya ce manazarta sun yi nuni da wata matsala ta tsakiya: iyawar jikin mutum-mutumi na inganta, amma ikonsu na yin aikin samar da kima yana da iyaka. Rahoton bai tabbatar da kima da kansa ba, girman raguwar ko kuma bayanan masu sharhi fiye da asusun da TechCrunch ya bayar.

TechCrunch ya ba da rahoton cewa Actuate, taron masu haɓaka tsarin AI don robots, ya girma zuwa masu halarta 1,500 kuma ya ninka girmansa sau uku a 2023, a cewar mai shirya Foxglove. Lamarin ya fallasa sha'awa da damuwa game da "rikicin bayanan na'ura mai kwakwalwa": ƙarancin bayanai masu inganci don samfuran horo. Rahoton ya ce na’urorin mutum-mutumi da za su iya yin kowane aiki suna nan nesa ba kusa ba, yayin da koyo daga karshe zuwa ga takamaiman ayyuka bai samar da ingantaccen aiki na kasuwanci ba. Don haka masu haɓakawa suna ƙoƙarin daidaita ayyuka daga iyakokin AI dakunan gwaje-gwaje, gami da tattara ƙarin bayanai daban-daban, gwaji tare da hanyoyin horarwa da ƙirƙira mafi kyawun yanayin ƙarfafa-koyo.

Babban rashin jituwa ya shafi yadda ya kamata a danganta bayanan sirrin mutum-mutumi da na'urori da masana'antu na musamman. TechCrunch ya ba da rahoton cewa Shugaba na Wayve Alex Kendall ya fi son farawa da motocin masu cin gashin kansu, inda kamfanoni za su iya tattara bayanan tuki masu dacewa kuma babban makasudin shine guje wa tuntuɓar maimakon sarrafa yanayi. Ya gaya wa kanti cewa za a iya raba kayan aikin bayanai, simulation da ayyukan koyon injin a cikin sassa daban-daban, yayin da samfuran duniyar zahiri za su buƙaci ƙwarewa. Shugaban Kamfanin Genesus AI Théophile Gervet ya ɗauki ra'ayi akasin haka, yana gaya wa TechCrunch cewa sashin ya yi da wuri don "dabarun kwakwalwa" daban kuma ya kamata a tsara kayan aiki da AI. Rahoton ya kuma ce Uber da Wayve sun kaddamar da dakunan gwaje-gwaje na mutum-mutumi, yayin da Tesla ke bin irin wannan hanya tare da Optimus.

Bayanan tushe: techcrunch.com ↗

Me ya sa yake da mahimmanci

Rahoton ya nuna cewa ci gaban mutum-mutumi na iya dogaro da ƙasa da ƙira ɗaya na gaba ɗaya fiye da kayan aikin bayanai, kwaikwaiyo, ƙwarewar turawa da zaɓaɓɓun ayyukan kasuwanci. Har ila yau, yana nuna tashin hankali tsakanin gina ƙananan kayayyaki waɗanda ke samar da kudaden shiga da bayanai a yanzu, da kuma bin tsarin manufa na gaba ɗaya wanda zai iya maye gurbin su.

Rahoton yana da mahimmanci saboda yana bayyana ƙulli mai amfani a cikin AI ta zahiri: ƙirar ƙira dole ne ta haɗa fahimta, tsarawa da motsi zuwa yanayin rikice-rikice na ainihin duniya. A cikin AI na tushen rubutu, ƙara bayanai da ƙididdigewa na iya haɓaka aiki ba tare da buƙatar na'ura don mu'amala ta zahiri tare da kewaye ba. A maimakon haka dole ne robots su jure canjin abubuwa, filaye, haske, karatun firikwensin da ƙuntatawar aminci. Asusun TechCrunch ya nuna cewa har yanzu sashin bai sami wata hanyar da za ta iya juyar da waɗannan abubuwan zuwa aiki mai amfani ba.

Dabarun kasuwancin da TechCrunch ya bayyana shine cinikin ciniki. Kamfanoni da ke mai da hankali kan ƙaramin aiki na iya sanya mutum-mutumi a cikin yanayi na ainihi da wuri, samun kudaden shiga da tattara bayanan turawa. Rahoton ya buga aikin noman hasken rana na Gritt, ayyukan masana'antu na Agility da na Bedrock mai cin gashin kansa a matsayin misalan. Amma takamaiman bayanai na ɗawainiya ƙila ba za su bambanta ba don samar da ƙirar gama-gari. Gervet ya gaya wa TechCrunch cewa ƙaramin kamfani da aka gina akan ƙirar farkon ƙarni na iya ƙarshe wani kamfani mai ƙarfi na gabaɗaya. Sabanin haka, mutum-mutumi na gaba ɗaya wanda ke yin nasara kusan kashi 80% na lokaci maiyuwa ba zai wadatar da abokan ciniki ba.

Har ila yau, asusun yana nuna dalilin da yasa kayan aikin na iya zama da amfani kamar na'urar robot kanta. TechCrunch ya ba da rahoton cewa kwaikwaiyo mai inganci yana buƙatar ƙarin bayanai da albarkatun ƙididdiga, gami da GPUs waɗanda suka dace da binciken ray. Foxglove, wanda tsoffin ma'aikatan Cruise suka kafa, an bayyana shi azaman kayan aikin gini don bincike da sarrafa bayanan gani da lidar da tsarin robotics ke samarwa. Sabon samfurin sa, wanda aka gina akan tsarin Nvidia na Cosmos na duniya mai buɗe nauyi, an yi niyya don barin injiniyoyi su yi amfani da tambayoyin harshe na yanayi don ƙirƙirar ƙima da kwaikwaiyo da kuma hanzarta rarrabuwa da lalata. Wadannan da'awar sun fito ne daga rahoton TechCrunch da kwatancen kamfanoni; tushen yana ba da gwaje-gwaje masu zaman kansu, sakamakon abokin ciniki ko kwatanta tare da madadin kayan aikin.

Interactive Mechanism

Ingantacciyar hanyar sadarwa: Yadda A zahiri yake Aiki

Bincika fasahar da ke bayan wannan ci gaban ta hanyar mu'amala.

Agent Lifecycle Stage:
1
User Intent & Planning: "Audit customer refund request #4092 and settle payment."
2
Tool Calling: Emits structured JSON call crm_get_transaction(id='4092').
3
Guardrail & Verification:🛡️ Paused: High-value action requires human operator sign-off.
4
Final Settlement: Refund recorded, email receipt dispatched, and audit log stored.
Core takeaway: An AI agent is not just a language model—it is a closed loop of planning, tool invocation, and environment feedback. Production systems require self-healing retries and strict human approval guardrails.
Duba ra'ayi na hulɗa+10 Points
AI Models Explained Quiz

Which component of an AI application is the machine-learning model itself?

Abin kallo na gaba

Mafi mahimmancin sigina za su kasance abin dogaron turawa, aiki mai maimaitawa da kuma shaidar cewa mutum-mutumi za su iya sarrafa magudi a waje da wuraren sarrafawa. TechCrunch ya kuma bayar da rahoton cewa Foxglove ya gabatar da wani samfurin binciken bayanai na harshe na halitta wanda aka gina akan tsarin Nvidia na Cosmos na duniya, wanda zai iya taimaka wa masu haɓakawa su kimanta da kuma lalata tsarin AI na jiki da sauri.

Gwajin mafi bayyananni zai kasance ko kamfanonin AI na zahiri na iya nuna aikin maimaituwa a cikin turawa na gaske maimakon zanga-zangar keɓe. TechCrunch ya ba da rahoton cewa motocin masu cin gashin kansu suna gaba a wani bangare saboda kamfanoni na iya tattara adadin bayanan tuki kuma saboda tuƙi galibi yana buƙatar guje wa tuntuɓar juna. Manipulation ya fi wuya: robot dole ne ya kama, turawa, ja, matsayi da sakin abubuwa duk da bambancin yanayi. Rahoton baya bayar da daidaitattun ƙimar nasara, adadin turawa, ƙimar gazawar ko kimanta masu zaman kansu ga kamfanonin da yake tattaunawa.

TechCrunch yana gano abubuwa masu yuwuwa da yawa. Kendall ya ce ci gaban mabukaci mai ma'ana zai zama ikon cin gashin kan abin hawa ta hanyar amfani da kasa da dala $1,000 na kayan masarufi, yayin da Gervet ya bayyana wani mutum-mutumi wanda zai iya fahimtar buƙatun yaren yanayi tare da aiwatar da ayyukan magudi tare da aƙalla kusan 80% amintacce daga cikin akwatin. Waɗannan ma'anoni ne na waɗanda aka yi hira da su na nasara, ba sakamako da aka nuna ba. Madogararsa ba ta tabbatar da lokacin da ko wane ci gaba zai iya faruwa ba, ko madaidaicin farashin kayan masarufi ya haɗa da duk farashin tsarin ko yadda za a auna amincin a cikin ayyuka da mahalli.

Jagoran sashin kuma zai dogara ne akan ko turawa na musamman sun haifar da dorewar hanya zuwa ga hankali gabaɗaya ko kuma kawai samar da keɓantaccen tsarin. Bedrock's CTO ya gaya wa TechCrunch cewa hakowa hanya ce ta farko don yin nazarin magudi a cikin saitunan da ba a sarrafa su ba, tare da dogon buri na wani yanki na sirri wanda ke mamaye injinan gini da yawa. Shugaban Kamfanin Foxglove Adrian Macneil ya bayar da hujjar cewa mutum-mutumi na iya zama ba su da irin salon ChatGPT guda ɗaya saboda rarraba na'urori masu amfani a duniyar zahiri yana da wahala fiye da rarraba software. Abin da ya rage ba a sani ba shine ko mafi kyawun kwaikwaiyo da kayan aikin bayanai na iya rufe wannan gibin, nawa aikin sa ido na ɗan adam zai buƙaci, da kuma ko abokan ciniki za su biya robobi kafin ikon gama gari ya isa.

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