Chilankhulo chatsopano cha wopanga Kotlin: njira yolankhulirana ndi ma LLM m'malo mwa Chingerezi

Kufulumira ngati Pulogalamu: Chiyankhulo Chatsopano cha AI Age

Kwa zaka zambiri, kucheza ndi anthu a zilankhulo zazikulu (LLMs) kwakhala ngati kukambirana kwapamwamba m'chinenero chachilendo. Timapanga maulaliki achingerezi, ndikuyembekeza zabwino, koma nthawi zambiri timakumana ndi zosagwirizana, zosadziwika bwino, komanso zokhumudwitsa zolephera kulondola. Wopanga Kotlin, JetBrains 'Andrey Breslav, akutsogolera njira yothetsera vutoli. Gulu lake likupanga chilankhulo chatsopano, chomwe chimatchedwa "Kira," chomwe sichinapangidwe kuti tizilankhula ndi makompyuta mwachikhalidwe, koma kulankhula ndi AI. Kusunthaku kukuwonetsa kusintha kwa paradigm: kuchoka pamalingaliro osakhazikika kupita kumayendedwe okhazikika. Kwa mabizinesi omwe amathandizira AI mkati mwa nsanja ngati Mewayz, kusinthika kumeneku kutha kusintha kuyesa kosokoneza kwa AI kukhala gawo lodalirika, loyang'aniridwa ndi mtundu wa makina ogwiritsira ntchito mabizinesi.

Chifukwa Chake Kufunsitsa kwa Chingerezi Kukulephereka Bizinesi

Ngakhale chilankhulo chachilengedwe chimakhala chosavuta, sichidziwika bwino ndi ntchito zovuta. Langizo ngati "unikani malonda a kotala lino ndikupanga chidule" limapereka mwayi wotanthauzira. Ma metrics otani? Mawonekedwe otani? Poyerekeza ndi maziko otani? Kusamvetsetseka uku kumabweretsa:

• Zotsatira Zosatsimikiza: Kudziwitsidwa komweku kungathe kutulutsa zotsatira zosiyana, kusokoneza kayendedwe ka ntchito.
• Kusasunga Bwino Kwambiri: "Zopanga Zamsanga" nthawi zambiri zimakhala ndikusintha zingwe zosalimba za mawu popanda kuwunika bwino.
• Kuvuta Kwambiri: Kulingalira kosiyanasiyana kapena kusanjikiza kokhazikika kwa data ndikovuta kufotokozera m'Chingerezi chosavuta.
• Zovuta Zophatikizana: Ndizovuta kuluka mwachangu chilankhulo chachilengedwe kukhala pulogalamu yotsimikizika, chofunikira kwambiri papulatifomu ngati Mewayz pomwe ma module amayenera kugwirira ntchito limodzi modalirika.

Mafotokozedwe Okhazikika a Mgwirizano Wodalirika wa AI

Masomphenya a Breslav ndi Kira ndikupanga chilankhulo chomwe opanga amatha kulemba momveka bwino, mwadongosolo, komanso momwe mungayesere za LLM. M'malo mwa ndime yosonyeza malingaliro, mungalembe malangizo okhazikika omwe amafotokoza zopinga za ntchitoyo, kapangidwe kake komwe kakuyembekezeka, komanso machitidwe obwerera m'mbuyo. Ganizirani izi ngati kusuntha kuchoka pakupereka njira zosadziwika bwino kwa wotumiza, kupita ku njira yolondola, yowerengeka ndi makina ya GPS yokhala ndi malo ofufuzira odziwika bwino. Njira yokhazikikayi imatsimikizira kuti wothandizira wa AI yemwe wapatsidwa ntchito mkati mwa Mewayz workflow-mwachitsanzo, kuchotsa deta ya invoice kuchokera ku maimelo ndi kudzaza nkhokwe-akuchita mwadongosolo lodziwikiratu, kupangitsa kuti zotsatira zake zikhale zodalirika za gawo lotsatira la unyolo.

"Lingaliro lalikulu ndikupangitsa kuti zidziwitso zikhale zosinthika, zoyesedwa, komanso zokhoza kuwongolera ... Zili pafupi kupanga kuyanjana uku ndi LLM kukhala chojambula choyenera cha uinjiniya wa mapulogalamu." - Andrey Breslav pa zolimbikitsa za chilankhulo chatsopano.

Zokhudza Ma Modular Business Systems Monga Mewayz

Zomwe zingakhudze pamapulatifomu a bizinesi a OS ndizambiri. Ku Mewayz, komwe ntchito zosiyanasiyana zamabizinesi (CRM, kasamalidwe ka projekiti, kulipira) zilipo ngati ma module olumikizana, AI imatha kukhala ngati minofu yolumikizana yanzeru. Chilankhulo chodziwika bwino cha ma LLM chingalole kuti maulalo owonjezera a AIwa amangidwe ngati zida zolimba, zotha kutumizidwa. Mwachitsanzo, wopanga akhoza kulemba "Kira" script yomwe imatanthawuza wothandizira makasitomala: kulongosola momwe angasankhire zolinga za tikiti, kuchotsa makiyi, ndi kupanga ndondomeko yolipira ya JSON ya gawo la matikiti. Zolemba izi zimakhala zowongoleredwa, zomwe zimatha kusintha mosavuta mkati mwa Mewayz ecosystem, osati mawu amatsenga obisika m'bokosi lofulumira. Imatembenuza AI kuchoka kwa bwenzi lopanga koma losadalirika kukhala injini yokhazikika, yogwira ntchito.

Tsogolo: Kuchokera Kupanga Mwamsanga kupita ku Mapulogalamu a AI

Tikadali pachitukuko choyambirira, lingaliroli likuwonetsa tsogolo lomwe "mapulogalamu a AI" ndi njira yodziwika bwino. Cholinga sikuchotsa chinenero chachibadwa—chidzakhala chiyambi chabwino—koma kupereka mlatho wolimba pakati pa zolinga za munthu ndi kupha makina. Kwa mabizinesi, izi zikutanthauza kuti kuthekera kwamphamvu kwa ma LLM kumatha kuphatikizidwa m'njira zoyambira ndi kudalirika kwamapulogalamu. Mapulatifomu omwe amavomereza kusinthaku, monga Mewayz, athandiza ogwiritsa ntchito kupanga osati ndi AI, koma pamwamba pa AI, kupanga machitidwe abizinesi anzeru komanso odzipangira okha pomwe kulumikizana kulikonse, ngakhale ndi neural network, kumatanthauzidwa momveka bwino komanso cholinga.

Mafunso Ofunsidwa Kawirikawiri

Kufulumira ngati Pulogalamu: Chilankhulo Chatsopano cha AI Age

Kwa zaka zambiri, kucheza ndi anthu a zilankhulo zazikulu (LLMs) kwakhala ngati kukambirana kwapamwamba m'chinenero chachilendo. Timapanga maulaliki achingerezi, ndikuyembekeza zabwino, koma nthawi zambiri timakumana ndi zosagwirizana, zosadziwika bwino, komanso zokhumudwitsa zolephera kulondola. Wopanga Kotlin, JetBrains 'Andrey Breslav, akutsogolera njira yothetsera vutoli. Gulu lake likupanga chilankhulo chatsopano, chomwe chimatchedwa "Kira," chomwe sichinapangidwe kuti tizilankhula ndi makompyuta mwachikhalidwe, koma kulankhula ndi AI. Kusunthaku kukuwonetsa kusintha kwa paradigm: kuchoka pamalingaliro osakhazikika kupita kumayendedwe okhazikika. Kwa mabizinesi omwe amathandizira AI mkati mwa nsanja ngati Mewayz, kusinthika kumeneku kutha kusintha kuyesa kosokoneza kwa AI kukhala gawo lodalirika, loyang'aniridwa ndi mtundu wa makina ogwiritsira ntchito mabizinesi.

Chifukwa Chifukwa Chachingerezi chikulephereka Bizinesi

Ngakhale chilankhulo chachilengedwe chimakhala chosavuta, sichidziwika bwino ndi ntchito zovuta. Langizo ngati "unikani malonda a kotala lino ndikupanga chidule" limapereka mwayi wotanthauzira. Ma metrics otani? Mawonekedwe otani? Poyerekeza ndi maziko otani? Kusamvetsetseka uku kumabweretsa:

Mafotokozedwe Okhazikika Pamachitidwe Odalirika a AI

Masomphenya a Breslav ndi Kira ndikupanga chilankhulo chomwe opanga amatha kulemba momveka bwino, mwadongosolo, komanso momwe mungayesere za LLM. M'malo mwa ndime yosonyeza malingaliro, mungalembe malangizo okhazikika omwe amafotokoza zopinga za ntchitoyo, kapangidwe kake komwe kakuyembekezeka, komanso machitidwe obwerera m'mbuyo. Ganizirani izi ngati kusuntha kuchoka pakupereka njira zosadziwika bwino kwa wotumiza, kupita ku njira yolondola, yowerengeka ndi makina ya GPS yokhala ndi malo ofufuzira odziwika bwino. Njira yokhazikikayi imatsimikizira kuti wothandizira wa AI yemwe wapatsidwa ntchito mkati mwa Mewayz workflow-mwachitsanzo, kuchotsa deta ya invoice kuchokera ku maimelo ndi kudzaza nkhokwe-akuchita mwadongosolo lodziwikiratu, kupangitsa kuti zotsatira zake zikhale zodalirika za gawo lotsatira la unyolo.

Zokhudza Ma Modular Business Systems Monga Mewayz

Zomwe zingakhudze pamapulatifomu a bizinesi a OS ndizambiri. Ku Mewayz, komwe ntchito zosiyanasiyana zamabizinesi (CRM, kasamalidwe ka projekiti, kulipira) zilipo ngati ma module olumikizana, AI imatha kukhala ngati minofu yolumikizana yanzeru. Chilankhulo chodziwika bwino cha ma LLM chingalole kuti maulalo owonjezera a AIwa amangidwe ngati zida zolimba, zotha kutumizidwa. Mwachitsanzo, wopanga akhoza kulemba "Kira" script yomwe imatanthawuza wothandizira makasitomala: kulongosola momwe angasankhire zolinga za tikiti, kuchotsa makiyi, ndi kupanga ndondomeko yolipira ya JSON ya gawo la matikiti. Zolemba izi zimakhala zowongoleredwa, zomwe zimatha kusintha mosavuta mkati mwa Mewayz ecosystem, osati mawu amatsenga obisika m'bokosi lofulumira. Imatembenuza AI kuchoka kwa bwenzi lopanga koma losadalirika kukhala injini yokhazikika, yogwira ntchito.

Tsogolo: Kuchokera Kupanga Mwamsanga kupita ku Mapulogalamu a AI

Tikadali pachitukuko choyambirira, lingaliroli likuwonetsa tsogolo lomwe "mapulogalamu a AI" ndi njira yodziwika bwino. Cholinga sikuchotsa chinenero chachibadwa—chidzakhala chiyambi chabwino—koma kupereka mlatho wolimba pakati pa zolinga za munthu ndi kupha makina. Kwa mabizinesi, izi zikutanthauza kuti kuthekera kwamphamvu kwa ma LLM kumatha kuphatikizidwa m'njira zoyambira ndi kudalirika kwamapulogalamu. Mapulatifomu omwe amavomereza kusinthaku, monga Mewayz, athandiza ogwiritsa ntchito kupanga osati ndi AI, koma pamwamba pa AI, kupanga machitidwe abizinesi anzeru komanso odzipangira okha pomwe kulumikizana kulikonse, ngakhale ndi neural network, kumatanthauzidwa momveka bwino komanso cholinga.