Momwe ndimalembera mapulogalamu ndi ma LLM

Mmene Ndimalembera Mapulogalamu okhala ndi LLMs

Kwa zaka zambiri, kulemba mapulogalamu anali ntchito yokhayokha, yoganizira zambiri. Mayendedwe ake anali opatulika, ndipo kusokoneza kulikonse—kalembedwe koiwalika, kakhazikitsidwe ka boilerplate kotopetsa—kukakhoza kuiphwasula. Lero, ndondomeko yanga ndi yosiyana kwambiri. Ndaphatikizira Zinenero Zazikulu Zazinenelo (LLMs) monga wothandizana naye, osasintha liwiro langa, koma kapangidwe kake ka malingaliro anga. Ndizochepa kwambiri pogaya kudzera mu code komanso zambiri za orchestrating machitidwe anzeru. Kusinthaku ndi chifukwa chake nsanja ngati Mewayzndimakonda; amamvetsetsa kuti zida zamakono zamabizinesi siziyenera kukhala zolimba za monolithic, koma zosinthika, machitidwe ophatikizika omwe amagwirizana ndi ma paradigms atsopano. Umu ndi momwe ndimathandizira ma LLM kupanga mapulogalamu munyengo yatsopanoyi.

Kuchokera kwa Wopanga mapulani kupita ku Mkonzi: Kufotokozera Mapulani

Kusintha kofunikira kwambiri ndi komwe ndiyambira. Sinditsegulanso IDE ndikuyamba kulemba kalasi. M'malo mwake, ndimatsegula mawonekedwe ochezera ndikuyamba kufotokoza vutolo mu Chingerezi chosavuta. Ndimafotokoza cholinga cha gawoli, zolowa zake, zotulukapo, ndi malingaliro abizinesi malinga ndi anthu. Ndimatchula zaukadaulo, mawonekedwe aliwonse oyenera, ndi zofunikira zosagwira ntchito. LLM imachita ngati prototyper yofulumira, kutembenuza nkhaniyi kukhala zolemba zoyambirira. Izi zimakakamiza kumveka kosaneneka patsogolo; ngati sindingathe kufotokoza momveka bwino kwa chitsanzo, lingaliro silinakonzekere. Ndi machitidwe omwe amawonetsa malingaliro a modular a Mewayz-pomwe mumatanthauzira momveka bwino, ntchito zodziyimira pawokha musanadandaule za kukhazikitsidwa kwake.

The Iterative Dialogue: Refining and Debugging

Zolemba zoyambirira sizikhala zangwiro, ndiye mfundo yake. Matsenga enieni amapezeka muzokambirana zobwerezabwereza zomwe zikutsatira. Apa ndipamene ndimasintha kuchoka pa zomangamanga kupita ku mkonzi. Ndimayendetsa kachidindo, ndikukumana ndi vuto kapena vuto la m'mphepete, kenako ndimakambirana ndi LLM kuti ndikonze. Malangizowo amakhala omveka bwino: "Ntchitoyo imalephera pamene mndandanda wa ogwiritsa ntchito ulibe kanthu. Sinthani kuti mubwezere chinthu chosasinthika ndikulemba chenjezo." LLM ikuwonetsa kukonza, nthawi zambiri kufotokozera malingaliro. Izi m'mbuyo ndi mtsogolo zimathandizira kwambiri kukonza zolakwika ndikukonzanso. Zili ngati kukhala ndi wopanga mapulogalamu omwe amakumbukira nthawi yomweyo zolemba zonse za API zomwe zidalembedwapo, zomwe zimandilola kuyang'ana kwambiri malingaliro apamwamba komanso kapangidwe kadongosolo.

Kuwonjezera, Osasintha: Munthu mu Loop

Ndikofunikira kunena kuti LLM silemba zomaliza; ndikutero. Zimawonjezera luso langa. Ndimagwiritsa ntchito pokweza ntchito zobwerezabwereza komanso kufufuza koyambirira, koma zisankho zomaliza zamamangidwe, kuwunika kwachitetezo, ndi kuphatikiza kwamalingaliro abizinesi ndizanga. Chitsanzochi chikhoza kupanga njira zitatu zogwiritsira ntchito mawonekedwe; Ndimawayesa kutengera magwiridwe antchito, kusamalidwa, komanso momwe amalumikizirana ndi dongosolo lalikulu. Chitsanzo ichi cha munthu-mu-loop chimatsimikizira ubwino ndi umwini. M'nkhaniyi, kachidindo kopangidwa kamakhala chigawo china chodziwikiratu kuti chiwunikidwe ndikuphatikizidwa-njira yomwe imamva yachibadwa pamene ikugwira ntchito mkati mwa OS yosinthika monga Mewayz, kumene mautumiki osiyanasiyana ndi magwero a deta amawunikidwa mosalekeza ndikugwirizanitsidwa.

Mndandanda Wanga Woyendera Mayendedwe Oyendetsedwa ndi LLM

Pa chinthu chatsopano kapena gawo, njira yanga tsopano ikutsatira izi:

• Nenani momveka bwino: Lembani tsatanetsatane wa chilankhulo chosavuta pamacheza.
• Pangani: Lolani LLM ipange kukhazikitsa koyamba ndi kuyesa kofunikira.
• Fufuzani: Funsani chitsanzochi kuti chifotokoze zigawo zovuta komanso zokhutiritsa.
• Phatikizani: Phatikizani khodiyo pamanja, kuonetsetsa kuti ikugwirizana ndi momwe polojekiti ikuyendera.
• Chitetezo & Unikaninso: Chitani zowunikira mwatsatanetsatane, pamanja pazachitetezo, milandu yakutsogolo, ndi kulondola kwabizinesi.

"LLM silowa m'malo mwa oyambitsa; imatanthauziranso ntchito ya wopanga kuchokera kwa mlembi wa syntax kupita kwa katswiri wamakina."

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Tsogolo Ndilotheka

Kusinthika kumeneku mu luso langa kukuwonetsa kusintha kwakukulu pakupanga mapulogalamu kuti azitha kuphatikizika komanso kuyimba kwapamwamba. Kulemba mapulogalamu ndi ma LLM ndizochepa pazambiri zolembera komanso zambiri za kupanga mayendedwe anzeru, kuwongolera zotuluka, ndikuwongolera zovuta. Zimandipatsa mphamvu kuti ndipange machitidwe olimba mwachangu potsitsa katundu wanzeru. Izi zimagwirizana bwino ndi masomphenya a modular bizinesi OS. Monga momwe Mewayz imathandizira mabizinesi kupanga ntchito zawo kuchokera kumagawo apamwamba kwambiri, ma LLM amandilola kupanga mapulogalamu kuchokera pazokambirana zanzeru, kuphatikiza ma code opangidwa ndi ukatswiri wozama kuti apange zomwe zikubwera.

Mafunso Ofunsidwa Kawirikawiri

Mmene Ndimalembera Mapulogalamu okhala ndi LLMs

Kwa zaka zambiri, kulemba mapulogalamu anali ntchito yokhayokha, yoganizira zambiri. Mayendedwe ake anali opatulika, ndipo kusokoneza kulikonse—kalembedwe koiwalika, kakhazikitsidwe ka boilerplate kotopetsa—kukakhoza kuiphwasula. Lero, ndondomeko yanga ndi yosiyana kwambiri. Ndaphatikizira Zinenero Zazikulu Zazinenelo (LLMs) monga wothandizana naye, osasintha liwiro langa, koma kapangidwe kake ka malingaliro anga. Ndizochepa kwambiri pogaya kudzera mu code komanso zambiri za orchestrating machitidwe anzeru. Kusinthaku ndi chifukwa chake nsanja ngati Mewayz zimandisangalatsa; amamvetsetsa kuti zida zamakono zamabizinesi siziyenera kukhala zolimba za monolithic, koma zosinthika, machitidwe ophatikizika omwe amagwirizana ndi ma paradigms atsopano. Umu ndi momwe ndimathandizira ma LLM kupanga mapulogalamu munyengo yatsopanoyi.

Kuchokera kwa Architect kupita ku Mkonzi: Kufotokozera Choyimira

Kusintha kofunikira kwambiri ndi komwe ndiyambira. Sinditsegulanso IDE ndikuyamba kulemba kalasi. M'malo mwake, ndimatsegula mawonekedwe ochezera ndikuyamba kufotokoza vutolo mu Chingerezi chosavuta. Ndimafotokoza cholinga cha gawoli, zolowa zake, zotulukapo, ndi malingaliro abizinesi malinga ndi anthu. Ndimatchula zaukadaulo, mawonekedwe aliwonse oyenera, ndi zofunikira zosagwira ntchito. LLM imachita ngati prototyper yofulumira, kutembenuza nkhaniyi kukhala zolemba zoyambirira. Izi zimakakamiza kumveka kosaneneka patsogolo; ngati sindingathe kufotokoza momveka bwino kwa chitsanzo, lingaliro silinakonzekere. Ndi machitidwe omwe amafanana ndi nthanthi za Mewayz-pomwe mumatanthauzira momveka bwino, ntchito zodziyimira pawokha musanade nkhawa ndi kukhazikitsidwa kwake.

The Iterative Dialogue: Refining and Debugging

Zolemba zoyambirira sizikhala zangwiro, ndiye mfundo yake. Matsenga enieni amapezeka muzokambirana zobwerezabwereza zomwe zikutsatira. Apa ndipamene ndimasintha kuchoka pa zomangamanga kupita ku mkonzi. Ndimayendetsa kachidindo, ndikukumana ndi vuto kapena vuto la m'mphepete, kenako ndimakambirana ndi LLM kuti ndikonze. Malangizowo amakhala omveka bwino: "Ntchitoyo imalephera pamene mndandanda wa ogwiritsa ntchito ulibe kanthu. Sinthani kuti mubwezere chinthu chosasinthika ndikulemba chenjezo." LLM ikuwonetsa kukonza, nthawi zambiri kufotokozera malingaliro. Izi m'mbuyo ndi mtsogolo zimathandizira kwambiri kukonza zolakwika ndikukonzanso. Zili ngati kukhala ndi wopanga mapulogalamu omwe amakumbukira nthawi yomweyo zolemba zonse za API zomwe zidalembedwapo, zomwe zimandilola kuyang'ana kwambiri malingaliro apamwamba komanso kapangidwe kadongosolo.

Kuwonjezera, Osasintha: Munthu mu Loop

Ndikofunikira kunena kuti LLM silemba zomaliza; ndikutero. Zimawonjezera luso langa. Ndimagwiritsa ntchito pokweza ntchito zobwerezabwereza komanso kufufuza koyambirira, koma zisankho zomaliza zamamangidwe, kuwunika kwachitetezo, ndi kuphatikiza kwamalingaliro abizinesi ndizanga. Chitsanzochi chikhoza kupanga njira zitatu zogwiritsira ntchito mawonekedwe; Ndimawayesa kutengera magwiridwe antchito, kusamalidwa, komanso momwe amalumikizirana ndi dongosolo lalikulu. Chitsanzo ichi cha munthu-mu-loop chimatsimikizira ubwino ndi umwini. M'nkhaniyi, kachidindo kopangidwa kamakhala chigawo china chodziwikiratu kuti chiwunikidwe ndikuphatikizidwa-njira yomwe imamveka ngati yachibadwa pamene ikugwira ntchito mkati mwa OS yosinthika monga Mewayz, kumene mautumiki osiyanasiyana ndi magwero a deta amawunikidwa mosalekeza ndikugwirizanitsidwa.

Mndandanda Wanga Woyendera Mayendedwe Oyendetsedwa ndi LLM

Pa chinthu chatsopano kapena gawo, njira yanga tsopano ikutsatira izi: