747s kunye nee-Coding Agents

Yintoni iJet yeJumbo eneminyaka engama-60 ubudala enokusifundisa malunga nekamva le-AI Coding

Ngo-1968, i-Boeing yaqengqeleka i-747 yokuqala yaphuma kwesona sakhiwo sikhulu sakha sakhiwa ngomgangatho- umzi-mveliso ose-Everett, eWashington wawumkhulu kangangokuba amafu emvula akhe avela ngaphakathi kuyo. Inqwelo-moya ngokwayo yayinamandla ngokulinganayo: iinxalenye ezizigidi ezithandathu, i-171 yeekhilomitha ze-wiring, kunye ne-wingspan ebanzi kune-flight yokuqala ye-Wright Brothers yayinde. Ngomlinganiselo ngamnye, yayingoyena matshini untsokothileyo owakha waveliswa ngobuninzi. Phantse kumashumi amathandathu eminyaka kamva, ubunjineli besoftware bufumana owabo umzuzu we-747. Ii-Coding agents - iinkqubo ze-AI ezizimeleyo ezinokubhala, ukulungisa ingxaki, ukuvavanya, kunye nokuthunyelwa kwekhowudi kunye nokujonga okuncinci komntu - zimele umtsi onzima kunye namabhongo abonisa i-jumbo jet revolution. Kwaye izifundo ezisuka kwelo xesha lokuqala lesikali sobunjineli obugqibeleleyo zibalulekile kunakuqala.

Izahlulo zezigidi ezithandathu kunye neMidiyo emithandathu yeMizila yeKhowudi

I-Boeing 747 ayikhange inyuse uyilo lwenqwelomoya olukhoyo. Yayifuna iinkqubo ezintsha ngokupheleleyo zokwenziwa kwemveliso, inzululwazi yezinto ezintsha, izikhokelo zoqinisekiso lomgangatho omtsha, kunye nabasebenzi ekwakufuneka bafunde ukulungelelanisa kwinqanaba lobunzima ekungekho mntu wakha wazama ngaphambili. UJoe Sutter, injineli eyintloko, edume ngokuchaza le projekthi "njengokwakha i-cathedral ngelixa ibhabha." Iqela alikwazanga ukulinda imfezeko — kwafuneka bathumele ngenqanawa, baphindaphinde, kwaye balungise iingxaki ngexesha lokwenyani ngelixa begcina ishedyuli yemveliso engaxoleliyo.

Ii-arhente zangoku zekhowudi zijongene nomceli mngeni ofanayo ngokumangalisayo. Isixhobo esinje ngoClaude, iCursor, okanye iDevin ayigqibelisi ngokuzenzekelayo umgca wekhowudi. Iqiqa malunga noyilo lwezakhiwo, ijonga kwimithi yokuxhomekeka, ibhala iimvavanyo, ijongane namatyala, kwaye ilungelelanise utshintsho kwiifayile ezininzi ngaxeshanye. Umphezulu wokusilela mkhulu kakhulu-ufana nenkqubo ye-hydraulic ye-747, apho umgca omnye ongahambanga kakuhle unokwehla ube yintlekele. Iinjineli ezakha ezi arhente azikho nje ukubhala isoftware. Bayinkqubo yokwakha eyakha iinkqubo, ingxaki ephindaphindayo entsonkothileyo ebinokuthi inike amaphupha amabi eJoe Sutter.

E-Mewayz, sibuvile ngokwethu obu bunzima. Iqonga lethu lithatha iimodyuli ze-207 - ukusuka kwi-CRM kunye ne-invoyisi ukuya kwi-HR, ulawulo lwezithuthi, kunye nohlalutyo - nganye inengqiqo yayo, imodeli yedatha, kunye namanqaku okudibanisa. Xa saqala ukudibanisa uphuhliso oluncediswa yi-AI kwindlela yethu yokusebenza, sakhawuleza safunda ukuba amandla e-arhente ahambelana ngokuthe ngqo nokuqonda kwayo yonke inkqubo, kungekhona nje ifayile ehleliweyo. Ivakala iqhelekile? Inkqubo yolawulo lwenqwelomoya ye-747 isebenze ngendlela efanayo: yonke inkqubo engaphantsi kwayo kwakufuneka iqonde ubudlelwane bayo kuyo yonke.

I-Crew Resource Management Parallel

Emva kothotho lweengozi ngeminyaka yoo-1970 noo-1980, ishishini leenqwelomoya laphuhlisa i-Crew Resource Management (CRM) - isakhelo esachaza ngokutsha indlela abaqhubi beenqwelo-moya, abakhweli beenqwelo-moya, kunye neenjineli zeenqwelo-moya abanxibelelana ngayo, bagunyazise, kwaye babelane ngegunya lokwenza izigqibo. Ukuqonda kwakunzulu: ingxaki yayingengobaqhubi ababi. Yayilulungelelaniso olubi. Ukapteni okrelekrele owasityeshelayo isilumkiso segosa lakhe lokuqala wayeyingozi ngakumbi kuneqela eliphakathi elinxibelelana kakuhle.

Iiarhente zeekhowudi zinyanzela ishishini lesoftware kwiCRM yalo yokubala. Umbuzo awusekho "ilungile kangakanani i-AI kwikhowudi yokubhala?" kodwa kunokuba "balungelelanisa njani abantu kunye neearhente?" Abona baphuhlisi banemveliso kakhulu abasebenzisa i-ejenti zekhowudi ayingabo abanikezela ngeeprojekthi zonke kwaye bahambe. Ngabo abaphatha i-arhente njengomqhubi wenqwelo-moya onesakhono - ukunika umxholo, ukuphonononga iziphumo, ukubamba iindawo ezingaboniyo, kunye nokwazi ukuba uthathe nini ulawulo lwezandla.

Yiyo loo nto "iarhente ithatha indawo yomphuhlisi" ibali liphosa inqaku ngokupheleleyo. I-747 ayizange ithathe indawo yabaqhubi. Yenze indima yolingelo ibe yeqhinga ngakumbi, ijolise kwiinkqubo, kwaye ekugqibeleni ibaluleke ngakumbi. Umphathi we-747 ulawula ukuzenzekelayo, ukubeka iliso kwiinkqubo, kunye nokungenelela xa kwenzeka into engalindelekanga. Yiloo nto kanye eyenziwa ngumphuhlisi ophezulu nge-arhente yekhowudi ngo-2026.

Uluhlu lokuQwalasela kwangaphambili kunye nobuNjineli obuKhawulezayo

Elinye igalelo elihlala lihleli kwinqwelomoya ekuthembekeni komntu luluhlu lokukhangela. Emva kwengozi ye-1935 ye-Boeing Model 299 - iprototype enzima kangangokuba umqhubi wovavanyo u-Major Ployer uPeter Hill walibala inyathelo elibalulekileyo - iinjineli zaphuhlisa uluhlu lokukhangela ngaphambi kohambo. Yayingeyondlela yokunceda abaqhubi beenqwelo-moya abangenabuchule. Yaba kukuvuma ukuba ukuqonda komntu kunemida, kwaye iinkqubo ezintsonkothileyo zifuna imigaqo yomthetho ecwangcisiweyo.

Ubunjineli obukhawulezileyo bee-arhente zekhowudi luluhlu lwesoftware lwehlabathi lokukhangela inqwelomoya. Abaphuhlisi abafumana ezona ziphumo zintle kwi-arhente ze-AI ababhali imiyalelo engacacanga njengokuthi "ndakhele ideshibhodi." Babonelela ngomxholo ocwangcisiweyo: isitakhi setekhnoloji, iikhowudi zengqungquthela, iimeko zomda zokubukela, iifayile ezimele kwaye zingalungiswanga. Babhala iifayile ze-CLAUDE.md kunye nemiyalelo yenkqubo engqongqo efanayo naleyo umqhubi wenqwelo-moya esebenza ngayo kwingcaciso emfutshane yangaphambi kokuhamba.

Ingcinga eyingozi kakhulu kwinqwelomoya kunye nophuhliso oluncediswa yi-AI kuyafana: ukuba inkqubo "isebenza nje." I-747 yasifundisa ukuba iinkqubo ezintsonkothileyo zifuna ukubeka iliso komntu, imigaqo yonxibelelwano ecwangcisiweyo, kunye nenkcubeko ephatha yonke into yoluhlu lokukhangela njengento engenakuxoxisana. Ii-arhente zekhowudi azifuni nto ingaphantsi.

Amaqela akha kumaqonga afana ne-Mewayz - apho utshintsho lwekhowudi enye lunokuguquguquka kuyo yonke i-CRM yokuhamba komsebenzi, ukusetyenzwa kwentlawulo, iinjini zokucwangcisa, kunye neephothali ezijongene nabathengi - olu qeqesho alukhethi. Sigcina amaxwebhu aneenkcukacha zemodyuli kunye neemephu zokudityaniswa ngokukodwa ukuze bobabini abaphuhlisi babantu kunye neearhente ze-AI banokuqonda iradiyo yokuqhuma kwalo naluphi na utshintsho olunikiweyo. Luluhlu lwethu lokukhangela inqwelomoya, kwaye ithintele izehlo zemveliso ezininzi kunalo naliphi na igumbi lovavanyo olunye.

Impembelelo yeDemokhrasi

Phambi kwe-747, ukuhamba ngenqwelomoya kwi-atlantic yayibunewunewu obugcinelwe izityebi. Inqwelomoya yokuqala ye-Pan Am engama-747 isuka eNew York isiya eLondon ngoJanuwari 1970 ayizange ithwale abakhweli abaninzi kuphela - itshintshe ngokusisiseko ukuba ngubani onokubhabha. Kwisithuba seminyaka elishumi, ukuhamba ngenqwelo-moya kwasuka kumava akumgangatho ophezulu ukuya kulindelo oluphakathi. I-747 ayizange ikwenze kungabizi mali ininzi ukubhabha ngengozi. Isikali sayo esipheleleyo — abakhweli abangama-374 kubume obuqhelekileyo ngokuchasene ne-150 kwi-707 — baqhube uqoqosho lwesihlalo ngasinye oluguqule ishishini.

Ii-arhente zekhowudi zivelisa impembelelo efanayo yedemokhrasi kuphuhliso lwesoftware. Imisebenzi eyayikade ifuna umphuhlisi ophezulu ogcweleyo, iiveki ezimbini, kunye nebhajethi ebalulekileyo ngoku inokufezekiswa ngumphathi wemveliso kunye neemfuno ezicacileyo kunye ne-arhente ye-AI emva kwemini. Oku akuyontelekelelo. Abaqalisi bathumela iiMVP ngeentsuku. Abaseki be-solo bakha iimveliso ezinokuthi zifune amaqela abantu abahlanu kwiminyaka emithathu edlulileyo. Iingcali ezingezizo ezobuchwephesha zenza izixhobo zangaphakathi ezisombulula iingxaki zabo, kunokuba zilinde iinyanga ezili-18 kwi-IT engasemva.

Le yifilosofi kanye esemva kwenkqubo kaMewayz. Iqonga lethu lakhiwe ukunika amashishini amancinci kunye naphakathi ukufikelela kwizixhobo zokusebenza ezifanayo ukuba iinkampani ze-Fortune 500 zithatha ngokukhawuleza - i-CRM, i-payroll, i-invoyisi, ulawulo lweenqwelo-moya, uhlalutyo, iinkqubo zokubhukisha - ngaphandle kwethegi yexabiso leshishini okanye ixesha lokuphunyezwa kweenyanga ezintandathu. Xa udibanisa iqonga lemodyuli elifana neMewayz kunye nezixhobo zophuhliso lwe-AI, ufumana into entsha ngokwenene: amashishini anokwenza ngokwezifiso, andise, kwaye azenzele imisebenzi yawo ngesantya kunye neendleko ezazingenakucingelwa kwiminyaka emihlanu eyadlulayo.

Iindlela zokungaphumeleli kunye neeBhokisi eziMnyama

Rhoqo i-747 iphethe irekhoda yedatha yendiza kunye ne-cockpit voice rekhoda - "iibhokisi ezimnyama" ezidumileyo. Zikho ngenxa yokuba imboni yezomoya ifunde, rhoqo ngentlekele, ukuba ukuqonda ukusilela kubaluleke kakhulu kunokuthintela. Awunakunqanda konke ukungaphumeleli kwinkqubo enamalungu azizigidi ezithandathu. Kodwa ungakha inkcubeko kunye neziseko ezingundoqo eziqinisekisa ukuba ukusilela kukufundisa into ethile.

Abathunywa bekhowudi banengxaki yebhokisi emnyama. Xa i-arhente ivelisa i-bug efihlakeleyo - imeko yobuhlanga, umngcipheko wokhuseleko, impazamo yengqiqo ebonakalisa kuphela phantsi kweemeko ezithile zedatha - kunokuba nzima ngokungaqhelekanga ukuqonda ukuba kutheni. I-arhente ayinayo "inkqubo yokucinga" ongayidlala kwakhona ngendlela efanayo onokuthi udlale kwakhona ukurekhoda kwezwi le-cockpit. Oku kungacaci ngomnye weyona mingeni ibalulekileyo ejongene nophuhliso oluncediswa yi-AI namhlanje, kwaye ishishini alikasombululi okwangoku.

Ezona zicwangciso-buchule zokunciphisa zisebenza njengesapili sendlela yokubhabha:

• Iinkqubo zokuphonononga ii-Layered: Njengokuba iinqwelo-moya zorhwebo zifuna zombini umphathi kunye negosa lokuqala ukuba bahlolisise izenzo ezibalulekileyo, ikhowudi eyenziwa yi-arhente kufuneka idlule ngovavanyo oluzenzekelayo, uhlalutyo lwe-static, kunye nokuhlaziywa komntu ngaphambi kokufikelela kwimveliso.
• I-Blast radius containment: I-Aviation isebenzisa iinkqubo ezingafunekiyo ukuze kungabikho ukungaphumeleli okukodwa kube yintlekele. Ngokufanayo, ii-codebases eziyilwe kakuhle zahlulahlula iimodyuli ukuze impazamo ye-arhente kwindawo enye ingaphumi kuyo yonke inkqubo.
• Iziganeko zeziganeko: "Inkcubeko yobulungisa" yoshishino lweenqwelo moya - apho iimpazamo zokunika ingxelo zikhuthazwa, zingahlwaywanga - kufuneka zamkelwe kuphuhliso oluncediswa yi-AI. Xa i-arhente ivelisa i-bug, umbuzo awukho "ngubani owamkele oku?" kodwa "nguwuphi umongo ebengekho?"
• Ukubeka iliso okuqhubekayo: Iinqwelomoya zanamhlanje zisasaza idatha ye-telemetry ngexesha lokwenyani. Isoftware yemveliso eyakhiwe ngoncedo lwe-AI ifuna ukujongwa ngokulinganayo - ukugawulwa, ukulumkisa, kunye nobhaqo olungaqhelekanga olubamba iingxaki phambi kokuba abasebenzisi benze.

Isiphelo somgca — kunye neSiqalo

I-Boeing yazisa ii-747 zayo zokugqibela ngoJanuwari ka-2023, ivala inkqubo yokuvelisa eyathatha iminyaka engama-54 kunye neenqwelomoya eziyi-1,574. Ijumbo jet ayizange ife ngenxa yokusilela. Yafa ngenxa yokuba ihlabathi elilenzileyo-ilizwe elifikelelekayo, elithembekileyo, lokuhamba ngeenqwelomoya ezinde-yavela ngaphaya kwesidingo seenjini ezine ezibanzi. Iinqwelomoya ezineenjini ezimbini ezisebenza kakuhle njenge-787 kunye ne-A350 ngoku zenza umsebenzi ngeendleko eziphantsi zokusebenza kunye noqoqosho olungcono lwamafutha. I-747 yaba lixhoba lempumelelo yayo.

Izithunywa zekhowudi ziza kulandela i-arc efanayo. Izixhobo esizisebenzisayo namhlanje - eziqhutywa ngokukhawuleza, ezisekelwe kwingxoxo, ezifuna isikhokelo esibalulekileyo somntu - yi-747s yophuhliso oluncediswa yi-AI. Banenguqu, abafezekanga, kwaye baguqula ngokupheleleyo. Kodwa ekugqibeleni baya kuthatyathelwa indawo ziinkqubo ezisulungekileyo, ezisebenza ngakumbi, ezizimeleyo esingenakuzicingela nje namhlanje. Abaphuhlisi kunye namashishini aphumeleleyo ayizukuba ngabo bachasayo utshintsho okanye abo bathembela ngokumfamekileyo kwi-automation. Iyakuba ngabo bafunde ukusebenza ngomatshini — abaqonda ukuba into entsha yokwenene ayizange ibe yinqwelomoya okanye iarhente, kodwa yinkqubo yabantu kunye nobuchwepheshe obusebenza kunye.

Kumashishini ayi-138,000 esele akha e-Mewayz, elikamva aliyinto efunyaniswayo. Yinyani yemihla ngemihla yokusebenzisa i-automation ekrelekrele ukuqhuba imisebenzi, ukunceda abathengi, kwaye ukhule - imodyuli enye, ukuhamba komsebenzi omnye, iarhente enye ekhuthazwe kakuhle ngexesha. I-747 ibonise ukuba ubunjineli obunobuqili, obudityaniswe nokusebenza okuqeqeshekileyo, kunokutshintsha ihlabathi. Ii-arhente zekhowudi ziyayingqina kwakhona.

Imibuzo Ebuzwa Rhoqo

Zintoni ii-arhente zekhowudi kwaye zinxulumana njani nomzekeliso we-747?

Ii-arhente zekhowudi zizixokelelwano ze-AI ezizimeleyo ezinokubhala, ukulungisa ingxaki, kunye nokusasaza isoftware enolongamelo oluncinci lomntu. NjengeBoeing 747-eye yahlanganisa iinxalenye ezizizigidi ezithandathu kumatshini othembekileyo - ii-arhente zekhowudi zenza iikhowudi ezintsonkothileyo ngokwaphula iiprojekthi ezinkulu zibe ngamacandelo alawulekayo. Zombini zimele iindawo zokuguquguquka apho ubuntsokothi bobunjineli bufuna iindlela ezintsha ngokupheleleyo zoyilo, uvavanyo, kunye noqinisekiso lomgangatho.

Ngaba ii-arhente zekhowudi zingabathatha indawo ngokupheleleyo abaphuhlisi benkqubo yabantu?

Okwangoku, kwaye akunakwenzeka ngokupheleleyo. Kanye njengokuba i-747 isafuna abaqhubi beenqwelo-moya abanamava ngaphandle kokuzenzela okubanzi, ii-arhente zekhowudi zisebenza ngcono xa zikhokelwa ngabaphuhlisi abanezakhono ababonelela ngomkhombandlela woyilo kunye neziphumo zophononongo. Ixabiso lokwenyani lilele ekwandiseni isakhono somntu — ukuphatha imisebenzi ephindaphindwayo, ukuvelisa i-boilerplate, kunye nokukhawulezisa imijikelo yokuphindaphinda ukuze iinjineli zigxile ekuyileni ukusombulula iingxaki kunye nezigqibo zobuchule.

Ngaba amashishini axhamla njani kwi-AI-powered automation tools namhlanje?

Amashishini afumana impumelelo ngokukhuphela ukuhamba komsebenzi okuphindaphindiweyo kwiinkqubo ze-AI. Amaqonga afana Mewayz abonisa oku ngeshishini lemodyuli engama-207 eqala kwi-$19/mo, izenzela yonke into ukusuka kwintengiso ukuya kwimisebenzi. Ngokufanayo, ii-ejenti zekhowudi zinciphisa ixesha lophuhliso kunye neendleko, ukuvumela amaqela ukuba athumele iimpawu ngokukhawuleza ngelixa egcina umgangatho - kufana nendlela i-747 yedemokhrasi yokuhamba ngomoya wamazwe ngamazwe.

Zeziphi izifundo kukhuseleko lokuhamba ngenqwelomoya ezisebenza ekuthembekeni kweekhowudi ze-AI?

Indlela engqongqo ye-Aviation yokunciphisa umsebenzi, uvavanyo, kunye nokuhlaziywa kwesiganeko kwazisa ngokuthe ngqo uphuhliso lwe-AI olunoxanduva. I-747 ifumene irekhodi yayo yokhuseleko ngamawaka okusilela okufanisiweyo kunye neenkqubo zogcino. Ii-ejenti zekhowudi kufuneka zamkele imigaqo efanayo - uvavanyo oluzenzekelayo, iindawo zokuhlola umntu-in-the-loop, kunye nokubeka iliso okuqhubekayo - ukuqinisekisa ukuba ikhowudi abayivelisayo ihlangabezana nemigangatho yokuthembeka komgangatho wemveliso ngaphambi kokuthunyelwa.