Ma LLM amatha kukhala otopetsa

Zowona Zotopetsa za LLM Gold Rush

Zinenero Zazinenero Zazikulu (LLMs) zaphulika kwambiri, ndikulonjeza kuti zisintha momwe timagwirira ntchito, kupanga, ndi kulumikizana. Kuopa koyambirira pa kuthekera kwawo, komabe, kumabweretsa kutopa kwa atsogoleri ambiri abizinesi ndi magulu. Pambuyo pa mitu yankhani ndi hype pali chowonadi chogawika cha kuphatikizika kwa mutu, mtengo wa baluni, komanso nkhawa yosalekeza, yotsika kwambiri yokhudzana ndi chitetezo cha data ndi kulondola. Lonjezoli ndi lalikulu, koma njira yokwaniritsira ingakhale yotopetsadi.

The Integration Marathon

Kutenga LLM yatsopano nthawi zambiri kumakhala kocheperako ngati kutembenuza masiwichi komanso ngati kuyambitsa ntchito yomanga movutikira kuyambira pachiyambi. Mtundu uliwonse kapena chida cha AI ndi chilumba choyimirira, chomwe chimafuna ma API achizolowezi, ma protocol apadera otsimikizira, komanso chidziwitso chapadera kuti mulumikizane ndi CRM yanu yomwe ilipo, pulogalamu yoyang'anira polojekiti, kapena nsanja zolumikizirana. Zolemetsa zimagwera pagulu lanu la IT kapena opanga mapulogalamu kuti amange ndi kukonza milatho yosalimba iyi, kuwachotsa kuzinthu zatsopano zamabizinesi. Kugawikana kumeneku kumapanga dongosolo la ma patchwork pomwe deta imasungidwa, kuyenda kwa ntchito kumasweka, ndipo luntha lolonjezedwa lopanda msoko limakhalabe losafikirika. Kutopa kumabwera chifukwa chomangirira zolumikizira nthawi zonse m'malo mopindula ndi makina olumikizidwa.

Zobisika Zamtengo Wapatali: Kuposa Zizindikiro Zake

Ngakhale kuti mtengo wa "chizindikiro" pafunso ndi mtengo wowonekera kwambiri, kukhetsa kwenikweni kwachuma kumabisika. Ganizirani zomwe zidagwiritsidwa ntchito:

• Maola Opanga: Maola osawerengeka omwe amagwiritsidwa ntchito pophatikiza, kuyambitsa uinjiniya, ndi kukonza zovuta.
• Subscript Sprawl: Malayisensi angapo a zida zosiyanasiyana za AI zolembera, kukopera, kusanthula, ndi kupanga.
• Vendor Lock-in: Kuyika ndalama zambiri pazida ndi kayendedwe ka ntchito kumapangitsa kusintha kukhala kovuta kwambiri.
• Kugundana kwa Ntchito: Nthawi yotayika ndi ogwira ntchito nthawi zonse akusintha pakati pa mapulogalamu osiyanasiyana ndi zochitika.

Kuvuta kwamitengo iyi kumasintha chida chomwe chimapangidwira kuti chikhale gwero lazovuta za bajeti ndi kuvutitsa, kufooketsa chuma ndi anthu.

Vuto la Context Vacuum ndi Vuto Lololera

Mwina chinthu chotopetsa kwambiri pogwira ntchito ndi ma LLM acholinga chambiri ndi kusowa kwawo kwabizinesi. Muyenera kupereka mbiri yakale, kutanthauzira kamvekedwe ka kampani, kukweza zikalata zoyenera, ndi luso laukadaulo pakulumikizana kulikonse. "Kukweza mawu" uku ndi msonkho wobwerezabwereza wa zokolola. Choipa kwambiri ndi kukaikira kosalekeza za kulondola. Chizoloŵezi cha ma LLM "kusokoneza" mfundo zomveka koma zolakwika zimakukakamizani kukhala wofufuza nthawi zonse, ndikuchepetsa kukhulupilika komwe mumafuna kupeza. Mphamvu zamaganizidwe zomwe zimafunikira kuti zitsimikizire ndi kukonza zomwe zatuluka zitha kusokoneza kupulumutsa nthawi.

"Vuto lalikulu kwambiri ndi AI si nzeru zake, koma kudzipatula. Tikupempha zitsanzo zanzeru kuti zigwire ntchito mumdima, popanda kupeza zochitika zamoyo wa bizinesi yathu, ndiyeno ndikudabwa chifukwa chake zotsatira zake zimamva generic ndipo zimafuna kuwongolera pamanja. "

A Modular Antidote: Nzeru Zomangidwira, Osawotchedwa

Kutopa kumeneku sikungapeweke. Yankho silinakhale pakusiya ma LLM, koma kuchoka pakuwatenga ngati ntchito zodziyimira pawokha. Tsogolo ndi njira yogwiritsira ntchito mabizinesi momwe AI ndi gawo lakwawo lolukidwa munsalu yamayendedwe anu omwe alipo. Ili ndilo filosofi yaikulu kumbuyo kwa Mewayz. M'malo mokakamiza gulu lanu kuti lisinthe ma tabo khumi ndi awiri a AI, yerekezani kuti gawo lanu loyang'anira projekiti likumvetsetsa ntchito zanu ndikupanga chidule choyenera. Ingoganizirani CRM yanu ikungolemba zokha zolumikizirana ndi kasitomala malinga ndi mbiri yonse yolumikizana, osafunikira kukopera.

Mu nsanja ngati Mewayz, mphamvu za LLM zimagwiritsidwa ntchito potengera deta yanu yeniyeni ndi ndondomeko. Imadziwa mapulojekiti anu, makasitomala anu, ndi chilankhulo chanu chifukwa imakhala mkati mwadongosolo lomwe chidziwitsocho chimakhala kale. Izi zimathetsa mpikisano wophatikizira, zimachepetsa kuchuluka kwa chidziwitso cha kukhazikika kwanthawi zonse, ndipo zimakhala ndi ndalama mkati mwa malo ogwirizana, owopsa. Luntha limakhala lokhazikika, osati lolimba kwambiri, zomwe zimalola magulu kuti azingoyang'ana pazowunikira m'malo molimbana ndiukadaulo.

Mafunso Ofunsidwa Kawirikawiri

Zowona Zotopetsa za LLM Gold Rush

Zinenero Zazinenero Zazikulu (LLMs) zaphulika kwambiri, ndikulonjeza kuti zisintha momwe timagwirira ntchito, kupanga, ndi kulumikizana. Kuopa koyambirira pa kuthekera kwawo, komabe, kumabweretsa kutopa kwa atsogoleri ambiri abizinesi ndi magulu. Pambuyo pa mitu yankhani ndi hype pali chowonadi chogawika cha kuphatikizika kwa mutu, mtengo wa baluni, komanso nkhawa yosalekeza, yotsika kwambiri yokhudzana ndi chitetezo cha data ndi kulondola. Lonjezoli ndi lalikulu, koma njira yokwaniritsira ingakhale yotopetsadi.

The Integration Marathon

Kutenga LLM yatsopano nthawi zambiri kumakhala kocheperako ngati kutembenuza masiwichi komanso ngati kuyambitsa ntchito yomanga movutikira kuyambira pachiyambi. Mtundu uliwonse kapena chida cha AI ndi chilumba choyimirira, chomwe chimafuna ma API achizolowezi, ma protocol apadera otsimikizira, komanso chidziwitso chapadera kuti mulumikizane ndi CRM yanu yomwe ilipo, pulogalamu yoyang'anira polojekiti, kapena nsanja zolumikizirana. Zolemetsa zimagwera pagulu lanu la IT kapena opanga mapulogalamu kuti amange ndi kukonza milatho yosalimba iyi, kuwachotsa kuzinthu zatsopano zamabizinesi. Kugawikana kumeneku kumapanga dongosolo la ma patchwork pomwe deta imasungidwa, kuyenda kwa ntchito kumasweka, ndipo luntha lolonjezedwa lopanda msoko limakhalabe losafikirika. Kutopa kumabwera chifukwa chomangirira zolumikizira nthawi zonse m'malo mopindula ndi makina olumikizidwa.

Zizindikiro Zobisika: Zoposa Zizindikiro Zake

Ngakhale kuti mtengo wa "chizindikiro" pafunso ndi mtengo wowonekera kwambiri, kukhetsa kwenikweni kwachuma kumabisika. Ganizirani zomwe zidagwiritsidwa ntchito:

Vuto la Context Vacuum ndi Vuto Lololera

Mwina chinthu chotopetsa kwambiri pogwira ntchito ndi ma LLM acholinga chambiri ndi kusowa kwawo kwabizinesi. Muyenera kupereka mbiri yakale, kutanthauzira kamvekedwe ka kampani, kukweza zikalata zoyenera, ndi luso laukadaulo pakulumikizana kulikonse. "Kukweza mawu" uku ndi msonkho wobwerezabwereza wa zokolola. Choipa kwambiri ndi kukaikira kosalekeza za kulondola. Chizoloŵezi cha ma LLM "kusokoneza" mfundo zomveka koma zolakwika zimakukakamizani kukhala wofufuza nthawi zonse, ndikuchepetsa kukhulupilika komwe mumafuna kupeza. Mphamvu zamaganizidwe zomwe zimafunikira kuti zitsimikizire ndi kukonza zomwe zatuluka zitha kusokoneza kupulumutsa nthawi.

A Modular Antidote: Luntha Lomangidwira, Osawotchedwa

Kutopa kumeneku sikungapeweke. Yankho silinakhale pakusiya ma LLM, koma kuchoka pakuwatenga ngati ntchito zodziyimira pawokha. Tsogolo ndi njira yogwiritsira ntchito mabizinesi momwe AI ndi gawo lakwawo lolukidwa munsalu yamayendedwe anu omwe alipo. Iyi ndiye filosofi yayikulu kumbuyo kwa Mewayz. M'malo mokakamiza gulu lanu kuti lisinthe ma tabo khumi ndi awiri a AI, yerekezani kuti gawo lanu loyang'anira projekiti likumvetsetsa ntchito zanu ndikupanga chidule choyenera. Ingoganizirani CRM yanu ikungolemba zokha zolumikizirana ndi kasitomala malinga ndi mbiri yonse yolumikizana, osafunikira kukopera.