Chifukwa chiyani opanga ma AI akugwira ntchito nthawi yayitali

The AI Paradox: Mphamvu Zambiri, Maola Atali

Artificial Intelligence imayenera kukhala yomasula wamkulu kwa omanga. Lonjezolo linali lomveka bwino: sinthani zamba, fulumizitsa zovuta, ndikumasula luso la anthu kuti likhale ndi malingaliro apamwamba. Komabe, pali chizoloŵezi chofuna kudziwa zambiri. M'malo mofupikitsa tsiku logwira ntchito, opanga ambiri omwe akugwiritsa ntchito AI akupeza kuti akugwira ntchito nthawi yayitali. Iyi si nkhani ya AI yolephera, koma imodzi mwazochita bwino m'njira zosayembekezereka, ndikupanga zovuta zatsopano ndi mwayi womwe ukukonzanso tsiku la ntchito. Cholinga chofuna kupanga zatsopano mwachangu kuposa kale ndikukankhira magulu kuti akwaniritse malire awo, kuwonetsa kufunikira kwa zida zogwirira ntchito mwanzeru pamodzi ndi ma code anzeru.

Vuto Lothetsa Vuto ndi Vuto la "Last Mile"

Imodzi mwa nthawi yofunikira kwambiri yomwe imamira mumayendedwe owonjezera a AI ndi omwe angatchulidwe kuti "vuto la debugging." Zida zopangira ma code a AI ndi zaluso kwambiri popanga ma code ambiri mwachangu. Komabe, code iyi nthawi zambiri imafuna kuunikanso kwambiri, kuyesa, ndi kukonzanso. Udindo wa wopanga mapulogalamuwo umasintha kuchoka polemba ma code kuchokera pachiyambi mpaka kukhala katswiri wowunikira komanso wowongolera mnzake wa AI. Izi zitha kukhala nthawi yodabwitsa. AI ikhoza kupanga code yomwe ili yolondola koma yosagwira ntchito, yosatetezeka, kapena yosagwirizana ndi mapangidwe apadera. Kuthamangitsa nkhani zobisika izi, kukonzanso kachidindo ka AI, ndikuwonetsetsa kuti ikuphatikizana mosagwirizana ndi machitidwe omwe alipo nthawi zambiri kumatenga nthawi yambiri kuposa kulemba yankho losavuta, lomveka bwino pamanja. 10% yomaliza yopukutira ndi kukonza zotulutsa zopangidwa ndi AI - "makilomita omaliza" - zitha kuwononga 50% ya zoyesayesa.

Bowo la Kalulu la Kuthekera Kopandamalire

AI sikuti imangopanga khodi; imapanga malingaliro. Pamene woyambitsa akakakamira pavuto, kafukufuku wachikhalidwe angapereke njira zingapo zothetsera vuto. Chida cha AI, komabe, chitha kupereka njira zingapo, iliyonse ili ndi mawonekedwe ake, malaibulale, ndi njira zogwirira ntchito. Kuchuluka kwachisankho uku, ngakhale kuli kwamphamvu, kungayambitse kulumala kusanthula. Madivelopa amatha maola ambiri akuyang'ana njira zopangidwa ndi AIzi, ndikuyesa njira iliyonse kuti iwunike zoyenera zake, m'malo modzipereka ndikukhazikitsa njira imodzi, yomveka bwino. Chida chofuna kupulumutsa nthawi m'malo mwake chimatsegula dzenje la akalulu la zotheka zopanda malire, kulimbikitsa kuyesa pamlingo womwe ungakhale wovuta kuwongolera mkati mwa tsiku logwira ntchito. Kuyesa kupeza njira "yabwino" yoperekedwa ndi AI kumatha kupitilira pragmatism yotumiza "yabwino mokwanira".

Maluso Osinthira ndi Katundu Wophatikiza

Kuphatikizika kwa AI mumayendedwe achitukuko sikophweka. Zimafunika luso latsopano. Madivelopa ayenera kukhala odziwa bwino izi:

• Umisiri Wachangu: Kupanga mfundo zolondola, zogwira mtima tsopano ndi luso lofunikira, lomwe likufuna kubwerezabwereza komanso kuchita.
• Kuwunika kwa Chida cha AI: Kuwunika mosalekeza chida cha AI kapena chitsanzo chomwe chili choyenera pa ntchito inayake.
• Kuwunikanso Makhodi a AI Output: Kupanga diso lofunikira kuti muwone mitundu yapadera ya zolakwika kapena anti-patterns zoyambitsidwa ndi AI.
• Kuwunika kwa Makhalidwe ndi Chitetezo: Kuwonetsetsa kuti ma code opangidwa ndi AI akutsatira malamulo achitetezo.

Kuphunzira ndi kugwiritsa ntchito maluso atsopanowa pa ntchentche kumawonjezera chidziwitso komanso kuwononga nthawi. Kuphatikiza apo, kuphatikiza zida za AI m'mapaipi omwe alipo a CI/CD, machitidwe owongolera matembenuzidwe, ndi nsanja zowongolera pulojekiti kumapanga zovuta zaukadaulo zomwe zimagwera paopanga, zomwe zimatsogolera ku maola otalikirapo pakukonza ndi kukonza zovuta m'malo mwa chitukuko choyera.

"Kuwonjezeka koyambirira kwa zokolola kuchokera ku AI ndi zenizeni, koma zatitsogoleranso maganizo athu kuchokera ku zolemba zolemba mpaka kuyang'anira ndi kuyang'anira zotsatira za AI. Cholepheretsacho chasintha kuchoka ku chilengedwe kupita ku kayendetsedwe ka khalidwe, ndipo ndizovuta kwambiri." - Wopanga Ma Stack Akuluakulu

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Kupita Kuchitukuko Chokhazikika Choyendetsedwa ndi AI

Mfungulo pakugwiritsa ntchito mphamvu za AI popanda kuwotcha opanga zili munjira zabwinoko, osati kungolimbikitsa. Apa ndipamene dongosolo logwirizana limakhala lofunikira. Magulu amafunikira malo apakati kuti azitha kuyendetsa kuthamanga komanso zovuta zomwe AI imayambitsa. Pulatifomu ngatiMewayzimapereka dongosolo lofunika kuti ntchito zisamayende bwino. Mwa kuphatikiza kasamalidwe ka projekiti, kulumikizana, ndi zolemba mu OS imodzi modular,Mewayzimathandizira magulu kugwirizanitsa maulendo ofulumira omwe AI imathandizira. M'malo mosinthana pakati pa zida zosagwirizana, opanga amatha kuyang'ana kwambiri ntchito yamtengo wapatali yowongolera AI, ndikuwoneka bwino muzolinga za polojekiti komanso nthawi yomaliza. Tsogolo lachitukuko silimangogwira ntchito mwanzeru ndi AI; ndikumanga njira zogwirira ntchito zanzeru, zolimba zomwe zimathandizira njira yatsopanoyi yogwirira ntchito, kuwonetsetsa kuti mphamvu ya AI imatsogolera kuzinthu zatsopano, osati kutopa.

Mafunso Ofunsidwa Kawirikawiri

The AI Paradox: Mphamvu Zambiri, Maola Atali

Artificial Intelligence imayenera kukhala yomasula wamkulu kwa omanga. Lonjezolo linali lomveka bwino: sinthani zamba, fulumizitsa zovuta, ndikumasula luso la anthu kuti likhale ndi malingaliro apamwamba. Komabe, pali chizoloŵezi chofuna kudziwa zambiri. M'malo mofupikitsa tsiku logwira ntchito, opanga ambiri omwe akugwiritsa ntchito AI akupeza kuti akugwira ntchito nthawi yayitali. Iyi si nkhani ya AI yolephera, koma imodzi mwazochita bwino m'njira zosayembekezereka, ndikupanga zovuta zatsopano ndi mwayi womwe ukukonzanso tsiku la ntchito. Cholinga chofuna kupanga zatsopano mwachangu kuposa kale ndikukankhira magulu kuti akwaniritse malire awo, kuwonetsa kufunikira kwa zida zogwirira ntchito mwanzeru pamodzi ndi ma code anzeru.

Vuto Lothetsa Vuto ndi Vuto la "Last Mile"

Imodzi mwa nthawi yofunikira kwambiri yomwe imamira mumayendedwe owonjezera a AI ndi omwe angatchulidwe kuti "vuto la debugging." Zida zopangira ma code a AI ndi zaluso kwambiri popanga ma code ambiri mwachangu. Komabe, code iyi nthawi zambiri imafuna kuunikanso kwambiri, kuyesa, ndi kukonzanso. Udindo wa wopanga mapulogalamuwo umasintha kuchoka polemba ma code kuchokera pachiyambi mpaka kukhala katswiri wowunikira komanso wowongolera mnzake wa AI. Izi zitha kukhala nthawi yodabwitsa. AI ikhoza kupanga code yomwe ili yolondola koma yosagwira ntchito, yosatetezeka, kapena yosagwirizana ndi mapangidwe apadera. Kuthamangitsa nkhani zobisika izi, kukonzanso kachidindo ka AI, ndikuwonetsetsa kuti ikuphatikizana mosagwirizana ndi machitidwe omwe alipo nthawi zambiri kumatenga nthawi yambiri kuposa kulemba yankho losavuta, lomveka bwino pamanja. 10% yomaliza yopukutira ndi kukonza zotulutsa zopangidwa ndi AI - "makilomita omaliza" - zitha kuwononga 50% ya zoyesayesa.

Bowo la Kalulu la Kuthekera Kopandamalire

AI sikuti imangopanga khodi; imapanga malingaliro. Pamene woyambitsa akakakamira pavuto, kafukufuku wachikhalidwe angapereke njira zingapo zothetsera vuto. Chida cha AI, komabe, chitha kupereka njira zingapo, iliyonse ili ndi mawonekedwe ake, malaibulale, ndi njira zogwirira ntchito. Kuchuluka kwachisankho uku, ngakhale kuli kwamphamvu, kungayambitse kulumala kusanthula. Madivelopa amatha maola ambiri akuyang'ana njira zopangidwa ndi AIzi, ndikuyesa njira iliyonse kuti iwunike zoyenera zake, m'malo modzipereka ndikukhazikitsa njira imodzi, yomveka bwino. Chida chofuna kupulumutsa nthawi m'malo mwake chimatsegula dzenje la akalulu la zotheka zopanda malire, kulimbikitsa kuyesa pamlingo womwe ungakhale wovuta kuwongolera mkati mwa tsiku logwira ntchito. Kuyesa kupeza njira "yabwino" yoperekedwa ndi AI kumatha kupitilira pragmatism yotumiza "yabwino mokwanira".

Maluso Osinthira ndi Katundu Wophatikiza

Kuphatikizika kwa AI mumayendedwe achitukuko sikophweka. Zimafunika luso latsopano. Madivelopa ayenera kukhala odziwa bwino izi:

Kupita Kuchitukuko Chokhazikika Choyendetsedwa ndi AI

Mfungulo pakugwiritsa ntchito mphamvu za AI popanda kuwotcha opanga zili munjira zabwinoko, osati kungolimbikitsa. Apa ndipamene dongosolo logwirizana limakhala lofunikira. Magulu amafunikira malo apakati kuti azitha kuyendetsa kuthamanga komanso zovuta zomwe AI imayambitsa. Pulatifomu ngati Mewayz imapereka mawonekedwe ofunikira kuti ma projekiti ayende bwino. Pakuphatikizira kasamalidwe ka projekiti, kulumikizana, ndi zolemba mu OS imodzi yokhazikika, Mewayz imathandiza magulu kugwirizanitsa mayendedwe ofulumira omwe AI imathandizira. M'malo mosinthana pakati pa zida zosagwirizana, opanga amatha kuyang'ana kwambiri ntchito yamtengo wapatali yowongolera AI, ndikuwoneka bwino muzolinga za polojekiti komanso nthawi yomaliza. Tsogolo lachitukuko silimangogwira ntchito mwanzeru ndi AI; ndikumanga njira zogwirira ntchito zanzeru, zolimba zomwe zimathandizira njira yatsopanoyi yogwirira ntchito, kuwonetsetsa kuti mphamvu ya AI imatsogolera kuzinthu zatsopano, osati kutopa.