747s ndi Coding Agents

Kodi Jumbo Jet Wazaka 60 Ingatiphunzitse Zotani Za Tsogolo La AI Coding

Mu 1968, Boeing adatulutsa 747 yoyamba kuchokera panyumba yayikulu kwambiri yomwe idamangidwapo pansi - fakitale ku Everett, Washington yayikulu kwambiri kotero kuti mitambo yamvula idayamba mkati mwake. Ndegeyo inali yolimba mofananamo: magawo asanu ndi limodzi miliyoni, mawaya a mailosi 171, ndi mapiko otambasula kuposa ndege yoyamba ya Wright Brothers inali yaitali. Anali, mwa muyeso uliwonse, makina ovuta kwambiri omwe amapangidwapo mochuluka. Pafupifupi zaka makumi asanu ndi limodzi pambuyo pake, uinjiniya wamapulogalamu akukumana ndi mphindi yake ya 747. Ma coding agents - machitidwe odziyimira pawokha a AI omwe amatha kulemba, kukonza zolakwika, kuyesa, ndikuyika ma code osayang'aniridwa pang'ono ndi anthu - amayimira kudumpha movutikira komanso kulakalaka komwe kumawonetsa kusintha kwa ndege ya jumbo. Ndipo maphunziro a nthawi yoyamba ija ya sikelo ya uinjiniya ndi yofunika kwambiri kuposa kale.

Magawo Miliyoni Six ndi Mizere Six Miliyoni ya Code

Boeing 747 sinangokulitsa mapangidwe a ndege omwe analipo kale. Zinafunika njira zatsopano zopangira zinthu, sayansi ya zida zatsopano, njira zatsopano zotsimikiziranso zabwino, komanso ogwira ntchito omwe adayenera kuphunzira kugwirizanitsa pamlingo wovuta womwe palibe amene adayesapo kale. Joe Sutter, mainjiniya wamkulu, adafotokoza momveka bwino kuti ntchitoyi ndi "kumanga tchalitchi chachikulu ndikuwuluka." Gulu silinadikire kuti lifike bwino - lidayenera kutumiza, kubwerezabwereza, ndikukonza zovuta munthawi yeniyeni ndikusunga dongosolo losakhululuka.

Othandizira amakono amakumana ndi zovuta zofananira. Chida ngati Claude, Cursor, kapena Devin sichimangokwaniritsa mzere wamakhodi. Imaganizira za zomangamanga, imayendetsa mitengo yodalira, imalemba mayeso, imayang'anira milandu yam'mphepete, ndikugwirizanitsa zosintha pamafayilo ambiri nthawi imodzi. Malo olephera ndi aakulu - mofanana ndi ma 747's hydraulic systems, pomwe mzere umodzi wolakwika ukhoza kugwera patsoka. Mainjiniya omwe amapanga othandizirawa sikuti amangolemba mapulogalamu. Iwo akumanga machitidwe omwe amamanga machitidwe, vuto lobwerezabwereza lomwe likanapangitsa Joe Sutter kulota zoopsa.

Ku Mewayz, tazionera tokha zovuta izi. Pulatifomu yathu imakhala ndi ma module 207 - kuchokera ku CRM ndi ma invoicing kupita ku HR, kasamalidwe ka zombo, ndi kusanthula - iliyonse ili ndi malingaliro ake, mitundu ya data, ndi malo ophatikiza. Titayamba kuphatikizira chitukuko chothandizidwa ndi AI mumayendedwe athu, tidazindikira mwachangu kuti mphamvu ya wothandizirayo inali yolingana mwachindunji ndi kumvetsetsa kwake kwadongosolo lonse, osati fayilo yokhayo yomwe amakonza. Kumveka bwino? Dongosolo loyang'anira ndege la 747 lidagwira ntchito chimodzimodzi: kachitidwe kakang'ono kalikonse kanayenera kumvetsetsa ubale wake ndi lonse.

The Crew Resource Management Parallel

Pambuyo pa ngozi zingapo m'zaka za m'ma 1970 ndi 1980, makampani oyendetsa ndege adapanga Crew Resource Management (CRM) - ndondomeko yomwe inafotokozeranso momwe oyendetsa ndege, oyendetsa ndege, ndi akatswiri oyendetsa ndege amalankhulirana, kupereka, ndi kugawana ulamuliro wopanga zisankho. Chidziwitso chake chinali chachikulu: vuto silinali oyendetsa ndege oyipa. Kudali kugwirizana koyipa. Kaputeni wanzeru amene ananyalanyaza chenjezo la msilikali wake woyamba anali woopsa kwambiri kuposa gulu la anthu wamba amene ankalankhulana bwino.

Othandizira ma code akukakamiza makampani opanga mapulogalamu kuti azitha kuwerengera zake za CRM. Funso silinalinso "kodi AI ndiyabwino bwanji polemba code?" koma "kodi anthu ndi othandizira amalumikizana bwino?" Opanga opambana kwambiri omwe amagwiritsa ntchito ma coding si omwe amagawira ntchito zonse ndikuchokapo. Ndiwo amene amachitira wothandizira ngati woyendetsa ndege waluso - kupereka nkhani, kuyang'ana zotulukapo, kuyang'ana malo osawona, ndi kudziwa nthawi yoyenera kuwongolera pamanja.

Ichi ndichifukwa chake nkhani ya "othandizira alowa m'malo mwa wopanga" imaphonya mfundo yonse. A 747 sanalowe m'malo oyendetsa ndege. Zinapangitsa kuti ntchito ya woyendetsa ndegeyo ikhale yanzeru, yokhazikika pamakina, ndipo pamapeto pake imakhala yovuta kwambiri. Woyang'anira 747 amayang'anira makina, kuyang'anira machitidwe, ndikulowererapo pakachitika zosayembekezereka. Izi ndi zomwe wopanga wamkulu amachita ndi wothandizira zolemba mu 2026.

Mawunikidwe a Preflight and Prompt Engineering

Imodzi mwazinthu zomwe zathandizira kwambiri pakudalirika kwa anthu ndikuwunika. Pambuyo pa ngozi ya 1935 ya Boeing Model 299 - chitsanzo chovuta kwambiri moti woyendetsa Major Ployer Peter Hill anangoyiwala sitepe yovuta - akatswiri adapanga mndandanda wa zowunikira asananyamuke. Sichinali njira yopezera oyendetsa ndege osadziwa. Kunali kuvomereza kuti kuzindikira kwa anthu kuli ndi malire, komanso kuti machitidwe ovuta amafunikira ndondomeko zokhazikika.

Kupanga mwachangu kwa ma coding ndi mndandanda wapapulogalamu wapadziko lonse wapaulendo wapaulendo. Madivelopa omwe amapeza zotsatira zabwino kwambiri kuchokera kwa othandizira a AI salemba malangizo osamveka ngati "ndimangireni dashboard." Amapereka nkhani zokhazikika: kuchuluka kwaukadaulo, zolemba zamakalata, zowonera, mafayilo omwe akuyenera kusinthidwa. Akulemba mafayilo a CLAUDE.md ndi malangizo adongosolo molimba mtima monga momwe woyendetsa ndege amagwirira ntchito pazachidule zonyamuka.

Lingaliro loopsa kwambiri mu ndege zonse ndi chitukuko chothandizidwa ndi AI ndi chimodzimodzi: kuti dongosolo "limangogwira ntchito." 747 idatiphunzitsa kuti machitidwe ovuta amafunikira kuyang'anira koyenera kwa anthu, njira zoyankhulirana zokhazikika, komanso chikhalidwe chomwe chimawona kuti chilichonse chomwe chili pamndandanda sichitha kuthetsedwa. Makhodi safunanso chilichonse.

Kwa matimu omwe akumanga pamapulatifomu ngati Mewayz - pomwe kusintha kachidindo kamodzi kumatha kuchitika pa CRM, kukonza zolipirira, ma injini okonzera, ndi ma portal omwe amakumana ndi kasitomala - kuwongolera uku sikungosankha. Timasunga zolemba zatsatanetsatane ndi mamapu ophatikizira makamaka kuti opanga anthu ndi othandizira a AI amvetsetse kuphulika kwa kusintha kulikonse. Ndilo mndandanda wathu wowunika asananyamuke, ndipo waletsa zochitika zambiri zopanga kuposa mayeso amodzi aliwonse.

Zotsatira za Democratization

Mchaka cha 747 chisanafike, kuyenda pandege kudutsa nyanja ya Atlantic kunali kwapamwamba kwambiri kwa anthu olemera. Ndege yoyamba ya Pan Am 747 kuchokera ku New York kupita ku London mu Januware 1970 sinangonyamula anthu ochulukirapo - idasintha kwambiri yemwe amatha kuwuluka. M’zaka khumi zokha, ulendo wa pandege unachoka pa anthu apamwamba kufika pa chiyembekezo cha anthu apakati. The 747 sizinapangitse kutsika mtengo kwa ndege mwangozi. Kuchuluka kwake - okwera 374 mofananira ndi 150 pa 707 - adayendetsa zachuma pampando uliwonse zomwe zidasintha makampani.

Othandizira ma code akupanganso demokalase yomweyi pakupanga mapulogalamu. Ntchito zomwe poyamba zimafuna wopanga zinthu zambiri, milungu iwiri, ndi bajeti yayikulu tsopano zitha kukwaniritsidwa ndi woyang'anira malonda ndi zofunikira zomveka bwino komanso wothandizira wa AI masana. Izi sizongopeka. Oyamba akutumiza ma MVP m'masiku. Oyambitsa solo akumanga zinthu zomwe zikanafuna magulu a anthu asanu zaka zitatu zapitazo. Akatswiri omwe si aukadaulo akupanga zida zamkati zomwe zimathetsa mavuto awo, m'malo modikirira miyezi 18 muzolowera za IT.

Izi ndiye ndendende zomwe Mewayz adachita. Pulatifomu yathu idapangidwa kuti ipatse mabizinesi ang'onoang'ono ndi apakati mwayi wopeza zida zogwirira ntchito zomwe makampani a Fortune 500 amaziona mopepuka - CRM, malipiro, ma invoice, kasamalidwe ka zombo, kusanthula, kachitidwe kosungirako - popanda mtengo wabizinesi kapena nthawi yokhazikitsa miyezi isanu ndi umodzi. Mukaphatikiza nsanja yokhazikika ngati Mewayz yokhala ndi zida zachitukuko zoyendetsedwa ndi AI, mumapeza china chatsopano: mabizinesi omwe amatha kusintha mwamakonda, kukulitsa, ndikusintha magwiridwe antchito awo mwachangu komanso mtengo womwe sunalingalire zaka zisanu zapitazo.

Mitundu Yolephera ndi Mabokosi Akuda

Chilichonse 747 chimanyamula chojambulira deta ya ndege ndi chojambulira mawu cha cockpit - "mabokosi akuda" otchuka. Zilipo chifukwa makampani oyendetsa ndege adaphunzira, nthawi zambiri kudzera mutsoka, kuti kumvetsetsa kulephera ndikofunikira kwambiri kuposa kupewa. Simungalepheretse kulephera kulikonse mudongosolo lomwe lili ndi magawo asanu ndi limodzi miliyoni. Koma mukhoza kupanga chikhalidwe ndi zomangamanga zomwe zimatsimikizira kulephera kulikonse kukuphunzitsani chinachake.

Othandizira ma code ali ndi vuto la bokosi lakuda. Wothandizira akatulutsa cholakwika chobisika - mtundu wamtundu, chiwopsezo chachitetezo, cholakwika chamalingaliro chomwe chimangowonekera pazidziwitso zenizeni - zitha kukhala zovuta kwambiri kumvetsetsa chifukwa chake. Wothandizira alibe "lingaliro ndondomeko" mungathe kubwezeretsanso chimodzimodzi momwe mungathere sewerolo kujambula mawu kwa cockpit. Kusawoneka bwino kumeneku ndi imodzi mwazovuta zazikulu zomwe chitukuko chothandizidwa ndi AI chikukumana nacho masiku ano, ndipo makampani sanawathetsebe.

Njira zochepetsera zogwira mtima kwambiri zimatengera njira yoyendetsera ndege:

• Mayendedwe owunikiranso magulu: Monga momwe maulendo apandege amafunikira kuti woyendetsa ndege komanso msilikali woyamba ayang'ane zomwe zikuchitika, ma code opangidwa ndi agent amayenera kudutsa poyesa makina, kufufuza kosasunthika, ndi kuunikanso anthu asanafikire kupanga.
• Kusunga ma radius ophulika: Mayendedwe a ndege amagwiritsa ntchito makina osafunikira kuti pasapezeke kulephera kumodzi komwe kumakhala kowopsa. Momwemonso, ma codebase opangidwa bwino amalekanitsa ma module kuti cholakwika cha wothandizira pagawo limodzi zisachitike padongosolo lonse.
• Zotsatira za zochitika: "Chikhalidwe cholungama" cha makampani oyendetsa ndege - kumene zolakwika za malipoti zimalimbikitsidwa, osati kulangidwa - ziyenera kutengedwa kuti zitheke chitukuko chothandizira AI. Pamene wothandizira atulutsa cholakwika, funso silo "ndani adavomereza izi?" koma "ndi nkhani yanji yomwe idasowa?"
• Kuwunika mosalekeza: Ndege zamakono zimatumiza deta ya telemetry mu nthawi yeniyeni. Mapulogalamu opangidwa mothandizidwa ndi AI amafunikira kuwonedwa mosamalitsa mofananamo - kudula mitengo, kuchenjeza, ndi kuzindikira mosadziwika bwino komwe kumadzetsa mavuto ogwiritsa ntchito asanachite.

Mapeto a Mzere — ndi Chiyambi

Boeing idapereka 747 yake yomaliza mu Januware 2023, kutseka kupanga komwe kudatenga zaka 54 ndi ndege 1,574. Ndegeyo sinafa chifukwa inalephera. Idafa chifukwa dziko lomwe adalenga - dziko lofikirako, lodalirika, loyenda maulendo ataliatali - lidasintha mopitilira kufunikira kwa thupi la injini zinayi. Ndege zama injini ziwiri zogwira mtima kwambiri monga 787 ndi A350 tsopano zimagwira ntchitoyo ndi zotsika mtengo komanso zotsika mtengo zamafuta. The 747 adazunzidwa chifukwa cha kupambana kwake.

Othandizira ma code adzatsata njira yofananira. Zida zomwe timagwiritsa ntchito masiku ano - zoyendetsedwa mwachangu, zochezera, zomwe zimafunikira chitsogozo chamunthu - ndi 747s yachitukuko chothandizidwa ndi AI. Iwo ndi osintha, opanda ungwiro, ndi osintha mwamtheradi. Koma pamapeto pake adzalowedwa m'malo ndi makina oyengedwa bwino, ogwira mtima kwambiri, odziyimira pawokha omwe sitingawaganizire lero. Madivelopa ndi mabizinesi omwe akuyenda bwino sakhala omwe amakana kusintha kapena omwe adadalira mwachimbulimbuli kuti makinawo azichita. Iwo adzakhala amene anaphunzira kugwira ntchito ndi makina - amene anamvetsa kuti nzeru zatsopano sanali konse ndege kapena wothandizira, koma dongosolo la anthu ndi luso ntchito pamodzi.

Kwa mabizinesi 138,000 omwe akumanga kale pa Mewayz, tsogolo ili silodziwika. Ndizochitika zatsiku ndi tsiku zogwiritsa ntchito makina anzeru kuyendetsa ntchito, kutumikira makasitomala, ndikukula - gawo limodzi, kachitidwe kantchito kamodzi, wothandizira wolimbikitsidwa bwino nthawi imodzi. 747 inatsimikizira kuti uinjiniya waluso, wophatikizidwa ndi ntchito zowongolera, zitha kusintha dziko. Ma khodi akutsimikiziranso.

Mafunso Ofunsidwa Kawirikawiri

Kodi ma coding agents ndi chiyani ndipo akugwirizana bwanji ndi fanizo la 747?

Zothandizira ma code ndi makina a AI odziyimira pawokha omwe amatha kulemba, kukonza zolakwika, ndi kutumiza mapulogalamu osayang'aniridwa ndi anthu. Monga Boeing 747 - yomwe idasonkhanitsa magawo mamiliyoni asanu ndi limodzi kukhala makina odalirika - othandizira amawongolera ma codebase ovuta pophwanya ma projekiti akuluakulu kukhala magawo otheka kuwongolera. Zonsezi zikuyimira malo osinthika pomwe zovuta zaumisiri zimafuna njira zatsopano zopangira, kuyesa, ndi kutsimikizika kwamtundu.

Kodi ma coding agents alowa m'malo mwa opanga mapulogalamu a anthu?

Pakali pano, ndipo mwina sichoncho. Monga momwe 747 imafunikirabe oyendetsa ndege odziwa zambiri ngakhale ali ndi makina ambiri, othandizira ma coding amagwira ntchito bwino akamatsogozedwa ndi akatswiri omwe amapereka malangizo omanga ndikuwunikanso zotulukapo. Phindu lenileni lagona pakukulitsa luso la anthu - kugwira ntchito zobwerezabwereza, kupanga ma boilerplate, ndi kufulumizitsa maulendo obwerezabwereza kuti mainjiniya athe kuyang'ana kwambiri pakupanga kuthetsa mavuto ndi zisankho zanzeru.

Kodi mabizinesi amapindula bwanji ndi zida zamagetsi zoyendetsedwa ndi AI masiku ano?

Mabizinesi amapeza bwino potsitsa mayendedwe obwerezabwereza kumakina a AI. Mapulatifomu ngati Mewayz amawonetsa izi ndi bizinesi ya 207-module OS yoyambira pa $19/mo, kusinthiratu chilichonse kuyambira kutsatsa mpaka magwiridwe antchito. Momwemonso, ma coding amachepetsa nthawi yachitukuko ndi ndalama, kulola magulu kutumiza zinthu mwachangu ndikusunga zabwino - monga momwe 747 idakhazikitsira maulendo apandege apadziko lonse lapansi.

Kodi ndi maphunziro ati okhudzana ndi chitetezo cha ndege omwe amagwira ntchito pa kudalirika kwa ma code a AI?

Mayendedwe okhwima a ndege pakubwezeredwa, kuyesa, ndikuwunikanso zochitika kumadziwitsa mwachindunji chitukuko cha AI. 747 idapeza mbiri yake yachitetezo kudzera muzolephera masauzande ambiri komanso makina osunga zobwezeretsera. Othandizira ma code akuyenera kutsatira mfundo zofananira - kuyezetsa pawokha, malo ochezera a anthu, ndi kuyang'anira mosalekeza - kuti atsimikizire kuti khodi yomwe amatulutsa ikukwaniritsa miyezo yodalirika yopangira zinthu asanatumizidwe.