Mhla ti-11 kuNgongoni 2026, i-Modular yamemetela kutsi lulwimi lwe-Mojo selufinyelele inguculo 1.0 njengengcenye yekukhishwa kwayo kwe-26.5. Lokufundzwako ngco kumnikati webhizinisi: i-Mojo akusiwo umkhicito lowutsengako nome litfulusi lolifaka enkampanini yakho — lulwimi lwekuhlela lolusebenta esigabeni lesingaphansi kwema-application e-AI losawasebentisa kakade. Lubhalwa ngendlela lesedvute ne-Python, kodvwa luhunyushelwa kukhodi lesebenta kahle kakhulu lesebenta ngco kuma-CPU, ema-GPU kanye netisheshisi letikhetsekile. Kufinyelela ku-1.0 kusho kutsi inkampani lesemuva kwalo ititsembise ngalokusemtsetfweni kugcina lulwimi lutinzile, loku kwenta kwakha umkhicito weminyaka leminyenti phezu kwalo kube sincumo lesinengcondvo esikhundleni sekugembula. Umtselela kuwe awusiwo ngco kodvwa ungewangempela: tindleko tekusebentisa ema-AI model tiyachubeka tehla, futsi tindlela takho tiyandza tekusebentisa i-AI ngekhatsi kwengcalasizinda yakho esikhundleni sekwetsembela ngalokuphelele kumtsengisi munye.

Kungani I-Mojo Ikhona: Inkinga Yetilwimi Letimbili

Onkhe licembu lelakha luhlelo lwe-AI lihlangabetana nenkinga yakadzeni leyatiwa ngekutsi yinkinga yetilwimi letimbili. I-Python lulwimi lwebacwaningi nebatfutfukisi ngoba iyashesha kuyibhala, ilula kuyifundza, futsi itungeletwe luhlelo lwematfulusi lolukhulu kunato tonkhe ku-AI — kodvwa iyephuta kuyisebentisa. Ngako-ke tingcenye letibalulekile ekusebenteni tibhalwa ngaletinye tilwimi njenge-C++, nome ngematfulusi lakhetsekile ekuhleleni ema-GPU, bese tixhunywa emuva ku-Python. Umphumela luhlelo lolwehlukaniswe kabili: sigaba lesilula sekuhlola kanye nesigaba lesilukhuni sekukhicita, emacembu lamabili lanemakhono lehlukene, futsi konkhe kwentiwa ncono kwekusebenta kudzinga kwehlela elulwimini lolungeke lubhalwe ngulabanyenti belicembu. I-Mojo yaklanywa kuvala leso sikhala: indlela yekubhala lejwayelekile kunobe ngubani lowati i-Python, kanye nekulawula lokunembile ememori nase-hardware lapho ukudzinga khona, ngekhatsi kwelulwimi lunye nelucoco lunye lwematfulusi.

Kusho Kutsini Ngempela Kufinyelela Kunguculo 1.0

Inombolo yenguculo lapha akusikho kumaketha. Lulwimi lwavela kwekucala nga-2023 futsi lwachitsa iminyaka lushintja ngekushesha — emagama ashintja, indlela yekubhala ishintjwa — loku kwenta kunakekela nobe nguyiphi iphrojekthi lehlala sikhatsi lesidze phezu kwalo kube tindleko letiphindzaphindzwako. Inguculo 1.0 isho kutsi leso sigaba sesiphelile: tingucuko ngesikhatsi semjikelezo we-1.x titawuba ngetekwengeta, lokusho emakhono lamasha langaphuli loko lose wakwakhile, futsi nobe nguyiphi inguculo lephulako itawuphatfwa ngekucaphela, ngendlela yetilwimi letivutsiwe njenge-C++. Lesibopho sekutinta tindzaba tangempela kulowo lotsatsa tincumo.

I-Modular isekela lesibopho ngetindlela letimbili. Kwekucala, isebentisa i-Mojo ngekhatsi ekukhiciteni njengesisekelo senkundla yayo yekuhweba i-MAX kanye ne-Modular Cloud, ngako-ke yona ngalokwayo itfwala tindleko tanobe nguyiphi inguculo lephulako. Kwesibili, umphakatsi lowakheke eceleni kwayo: selokhu umtapo wemitsetfo lejwayelekile wavulelwa wonkhe muntfu, cishe balekeleli labangu-200 sebangenise ema-pull request langetulu kwa-1,100 lashintja imigca yekhodi lengetulu kwa-200,000, futsi labanye labangetulu kwenkhulungwane bafaka ema-issue lalolonga indlela yelulwimi. Inkampani futsi isititsembise kuvula kancane kancane tingcenye letinyenti talesitaki, kufaka ne-compiler ye-Mojo nelucoco lwematfulusi, ngesikhatsi sa-2026.

Lokugcamile Kukukhishwa Kwe-26.5

Lomsebenti lomnyenti kulokukhishwa bekukuhlanta nekuhlanganisa: kunobe ngukuphi lapho bekunetindlela letengetulu kwalinye tekuveta umcondvo lofanako, kwakhetfwa indlela yinye. Kumemetela i-variable manje kwentiwa ngalokufanako nge-var, ema-closure ahlanganisiwe, luhlobo lunye lwe-pointer lutsatse indzawo yaletinyenti, futsi imicondvo leminyenti yetsiwe kabusha kute inembe kakhulu. Kanye naloko kwefika tengeto letisebentako:

  • Kusekela indlela yekubhala ye-lambda lefana neye-Python kuma-function lasheshako labhalwe emgceni.
  • I-language server lesitinzile kakhulu, lekwenta ncono ngalokubonakalako umsebenti wemalanga onkhe ku-VS Code nakulabanye ema-editor.
  • Lulwimi manje luyatitfola tinkinga tekuphepha kwememori letiphatselene ne-reference invalidation — sibonelo, kuyecwayisa lapho kwengeta kuluhla kwenta i-reference lekhona kulo ingabe isasebenta.
  • Kusetjentiswa lokubanzi nalokuhambisanako kwema-constraint clause, ngemilayeto lechazako lenta kube lula kulandzelela kuhluleka.
  • Liciniso lelilungiselelwe lema-AI skill lelifaka kwakhiwa kwephrojekthi, kuhlela ema-GPU, kanye nekudlulisa kusuka kuletinye tilwimi.

Liphuzu lesitsatfu lifanele kunakwa ngalokukhetsekile: kubamba emaphutsa ememori ngesikhatsi sekuhumusha esikhundleni sesikhatsi sekusebenta kusho kutsi luhlobo lonkhe lwekuphahlazeka nebutsakatsaka bekuphepha luyacedvwa ngaphambi kwekutsi lufike ku-server. Leko ngco kuhwebelana lokwakuphoca emacembu kutsi akhetse emkhatsini wejubane nekuphepha, futsi i-Mojo itama kukususa.

Kungani Inombolo Yenguculo Yelulwimi Ibalulekile Nawuphetse Inkampani

Tizatfu letintsatfu letentekako. Kwekucala, tindleko tekusebentisa: sikweletu se-AI kunobe nguwuphi umkhicito lobalulekile asiveli ekucecesheni kodvwa ekusetjentisweni kwemalanga onkhe, futsi yonkhe inzuzo yekusebenta kahle esigabeni lesiniketa i-model iguculeka ngco kuloko lokukhokhako nyanga nenyanga, nome kutsi ngutimphi ticelo lesingatemukela i-server lefanako. Kwesibili, kutimela: njengoba ematfulusi ekusebentisa ema-model lavulekile akhula, umehluko uyakhula emkhatsini wetindlela letimbili — kusebentisa i-AI njengelusito kusuka kumtsengisi munye, nome kuyisebentisa kungcalasizinda yakho ngemibandzela lekufanele. Kwesitsatfu, kuphila kweluhlelo: kwakha phezu kwelulwimi lolutimemetela kutsi lutinzile kusho tindleko letiphansi tekunakekela eminyakeni lemibili nalemitsatfu letako, futsi loko kuyintfo yangempela esabelweni setimali saluphi naluphi luhlelo lolusebentako.

Lolunye Luhlangotsi: Kusebentisa Ema-Model Kungcalasizinda Yakho

Kukhishwa lokufanako futsi kubuyekete i-MAX, inkundla ye-Modular yekuniketa ema-model, kwengeta kusekela kwemindeni lemibili lemisha yema-model — GLM-5.2 ne-Nemotron-H — kanye nekusekela i-Kimi 2.5 ngendlela yayo lelula yekubhala ema-model. Ngekwentekako loku kusho kutsi kusebentisa i-model levulekile kuma-server akho, nome efwini loyikhetsako, kuyachubeka kuba lula futsi kudzinga buciko lobuncane lobungavamile. Loko kunesisindvo semtsetfo e-Saudi Arabia: nangabe idatha yakho ingeyemuntfu nome ibucayi, kugcina kucubungula ngekhatsi kwengcalasizinda loyilawulako kwenta kube lula kulandzela Umtsetfo Wekuvikelwa Kwemininingwane Yemuntfu (PDPL) futsi kunciphise bunkimbinkimbi bekudlulisela ngaphandle kweMbuso. Ematfulusi awakukhululi ekulandzeleni, kodvwa enta indlela lelandzela umtsetfo ikhoneke ngekwetheknoloji ngetindleko letinengcondvo.

Ingabe Kufanele Wente Lokutsite Nyalo? Imphendvulo Lecondzile

Etimeni letinyenti, cha — futsi loko akusiko kuyichitsa lendzaba. Nangabe uphetse sitolo se-inthanethi, luhlelo lwekuphatsa nome i-app yeselula, asikho sizatfu sekubhala kabusha nanoma ngumugca munye nge-Mojo, futsi ngeke uwubone umehluko. Indzawo lapho lenkhulumiswano ifanele khona icondzile: nawusebentisa ema-AI model ngebunyenti lobuphakeme nalobuphindzaphindzwako futsi tindleko tawo tiyintfo lebonakalako etindlekweni takho; nawucubungula idatha lenyenti ngekhatsi kwesikhatsi lesincane; nome nangabe ijubane lemphendvulo ngalokwalo liyinzuzo yekuncintisana emkhicitweni wakho. Ngaphandle kwaleto timo, lendzaba ingumbonakaliso wendlela kuwe, hhayi simemo sekushintja lutfo.

Umtsetfo lesiwusebentisako nasikhetsa nobe nguyiphi theknoloji lensha yelikhasimende: theknoloji ingena nayixazulula inkinga lekhona nalekaliwe — hhayi nayinsha.

Ungakhetsi theknoloji ngoba yinsha kakhulu. Yikhetse ngoba yehlisa intfo esabelweni lowati inombolo yayo, nome ivula likhono longenalo lamuhla.

Lokufanele Ukubute Kumtsengisi Wakho We-Software

  • Ngumuphi umkhakha we-AI esikweletini setfu sekusebenta senyanga, futsi uvela kuyiphi intfo ngco: kusetjentiswa, kugcina, nome ema-server?
  • Ingabe luhlelo lwetfu luboshelwe kumtsengisi munye, nome sigaba se-model singashintjwa?
  • Ngutiphi tindlela tetfu tekusebentisa i-model levulekile kungcalasizinda yetfu, futsi tingabiza malini uma kucatsaniswa nalamuhla?
  • Idatha yemakhasimende etfu icubungulwa kuphi ngekwendzawo, futsi ingabe loko kuyahambisana netidzingo tekuvikelwa kwemininingwane yemuntfu?

Leti timbuto tisebenta kunobe nguwuphi umhlangano futsi atidzingi lwati lwetheknoloji kutibuta, kodvwa timphendvulo tembula ngalokunembile kutsi tinhlelo takho time kuphi uma ticatsaniswa nalolushintjo.

Imitfombo

  • Simemetelo lesisemtsetfweni se-Modular sekukhishwa kwe-26.5 ne-Mojo 1.0: modular.com
  • I-changelog ye-Mojo yenguculo 1.0: mojolang.org
  • Libalave lelulwimi lwe-Mojo: mojolang.org/docs/roadmap
  • Siphatsimandla SaseSaudi Sedatha Nebuhlakani Lobentiwe (SDAIA) — Umtsetfo Wekuvikelwa Kwemininingwane Yemuntfu (PDPL): sdaia.gov.sa