Ezona ndlela zimfutshane zekhibhodi kwi-Grok Code Fast 1 ukwenza inkqubo ngokukhawuleza

Ukuba usebenzisa abancedisi be-AI ukwenza inkqubo kwaye bazive ngathi bakubambile endaweni yokukunceda, uya kuba nomdla wokwazi ukuba yintoni na. Ezona ndlela zimfutshane zekhibhodi kwiGrok Code Fast 1. Esi sixhobo esikhawulezayo kakhulu senzelwe ukuhamba komsebenzi wekhowudi yokwenyani, kunye ne-latency ephantsi, umxholo otyebileyo, kunye nenkxaso ye-agetive.

Ubabalo alukho nje ukuba "luhamba ngokukhawuleza", lunjalo Eso santya singena kwilophu yendalo yomphuhlisi: Funda, uhlele, uvavanye kwaye uphinde. Ngefestile enkulu yomxholo (ukuya kuthi ga kwi-256k iithokheni) kunye nomsebenzi / iifowuni zesixhobo, i-Grok inokuphonononga iifayile ezininzi, icebise utshintsho, iqhube iimvavanyo, kwaye ikuncede uphindaphinde ngakumbi kunencoko eqhelekileyo.

Yintoni iGrok Code Fast 1?

I-xAI ilungiswe kakuhle Ikhowudi yeGrok ngokukhawuleza 1 njenge a imodeli yekhowudi ephantsi kunye nexabiso eliphantsi, elungiselelwe ukudityaniswa kwii-IDE kunye nemibhobho ye-CI/CD. Yenzelwe "njengeqabane leprogram" elingagqibezeli imigca kuphela, kodwa liqonda iinjongo, icwangcisa imisebenzi engaphantsi kwaye isungula izixhobo ezifana ne-linters, ii-injini zokukhangela okanye iimvavanyo zeyunithi.

Ingqwalasela yayo ikwiizembe ezimbini: ukusebenzisana okugqithisileyo (uphendula ngemizuzwana okanye ngaphantsi) kunye uphawu lwezoqoqosho. Endaweni yokusukela i-multimodality epheleleyo, beka phambili eyona nto ibuhlungu kakhulu imihla ngemihla: ukunciphisa ukulinda, gcina ukuhamba kwengqondo kwaye wenze ukuphindaphinda ngakunye kubize kancinci ngexesha nangemali.

amaqhosha okusebenza: ukubambezeleka, umxholo kunye neendleko

Kwiimvavanyo eziqatshelweyo, Yeha bonisa impendulo ephantse yakhawuleza ukugqiba ngokuzenzekelayo kwaye ngaphantsi kwesibini kwimisebenzi emfutshane (imigca ye-5-10), ishiya phakathi kwe-2 kunye ne-5 imizuzwana xa ivelisa iifayile ezinkulu, kunye ne-5-10 imizuzwana ye-refactorings emide. Oku kuguqulela kwi i-IDE inqabile "ukuyeka" ngelixa uhamba ngekhowudi.

Ukongeza kwisantya sayo, igqamile ngenxa yayo 256k ifestile yentsingiselo yomqondiso: ikuvumela ukuba uginye ii-codebases ezinkulu ngaphandle kokusika iindawo ezibalulekileyo, kunye ne-prefix caching enqanda ukuphinda kuqhubeke into enye ngokuphindaphindiweyo kwi-multi-step flows. Ngenxa yeendleko, uluhlu oluninzi lwalatha amaxabiso okhuphiswano kakhulu xa kuthelekiswa nee-generalists ezinkulu.

Kwiimetrics zoluntu kunye neengxelo zamaqabane, amanani anje ~ acatshulwe70,8% kwi-SWE‑Bench-Verified kunye nemveliso throughputs ngeenxa 90–100+ iimpawu/umzuzwana, ngokwaneleyo ukuba phila amava okuhlelaInjongo ayikokuba "ngoyena ukrelekrele" kuzo zonke iibenchmarks, kodwa kunokuba ngoyena mdlali ubalaseleyo kwikhibhodi yokwenyani.

Izakhono zobuchule kunye neziphumo ezicwangcisiweyo

Umahluko kwi-classic autocomplete uku-arhente: iminxeba umsebenzi wemveli, ichwetheze iziphumo ze-JSON, kunye nokulandelelwa kokuqiqa okunokubonwa. Ngokusebenza, I-Grok inokugqiba ukuba yeyiphi isixhobo sangaphandle emayibize (qhuba iimvavanyo, fumana iifayile, sebenzisa iipetshi), bona isiphumo kwaye uqhubeke uphindaphinda loo ngxelo.

Oku kuvula iingcango kumatyala afana nokulungiswa kwekhowudi ngokuzenzekelayo, uhlalutyo lweendawo zokugcina ezinkulu, ukuveliswa kwee-PRs kunye ne-diff kunye isicwangciso semijikelo eyomeleleyo→yenza→qinisekisaUkucaca kweendlela zayo zokucinga kunceda uphicotho kunye nokulawula ukuziphatha komncedisi kwiimeko ezinyanzelisayo.

Ukufikelela: I-Copilot, i-Cursor, i-Cline kunye ne-API ethe ngqo

Namhlanje ungazama iGrok Code Fast 1 nge udibaniso kwii-IDE kunye nokufikelela kwe-API. Amaqonga aliqela anike imboniso yasimahla yeefestile: I-GitHub Copilot (i-preview yokungena), Isalathisi, kunye UCline, kunye ne-CometAPI okanye i-OpenRouter yohlobo lwamasango xa ukhetha i-OpenAI-ehambelanayo i-REST endaweni ye-SDK/gRPC yomthonyama.

Iindlela zokungena eziqhelekileyo: xAI Direct API (https://api.x.ai) ngesitshixo esisuka kwikhonsoli kunye noQinisekiso loMthwali; Amaqabane e-IDE (I-Copilot, i-Cursor, i-Cline) kunye nokusebenza kwemodeli kwiisetingi; kwaye ikatala (CometAPI/OpenRouter) eyenza iiparamitha ziqheleke ukuba istaki sakho sele sisebenzisa i-OpenAI-style yabaxhasi.

Amaxabiso, imilinganiselo yemilinganiselo kunye nommandla

Imirhumo yezakhiwo ze-xAI ngethokheni nganye ukungena ngexabiso eliphantsi (~$0,20/1M), isalida (~ $ 1,50/1M) kunye iimpawu ezigciniweyo (~ $ 0,02 / 1M), ngokuhambelana namaxwebhu kunye nezikhokelo ekwabelwana ngazo luluntu. Oku kuhambelana umsebenzi ophindaphindayo apho isimaphambili sisetyenziswa kwakhona kakhulu.

Kwimida yosetyenziso, amaxabiso anje: 480 RPM y 2M TPM, ezifanelekileyo kumaqela aphezulu-frequency kunye neCIs nje ukuba concurrency ilawulwa. Imodeli isebenza ngaphakathi us-empuma-1 low latency kubasebenzisi baseMntla Melika, ngohlaziyo lwe-xAI rhoqo.

Ungaqala njani nge-IDE yakho: ukusuka kwi-zero ukuya kwimveliso

Ukuba sele usebenzisa i-Copilot, i-Cursor, okanye i-Cline, yenza imodeli isebenze kukhetho lwe-AI. Kwi-Cursor, umzekelo, unokuvula useto, khetha i I-Grok Code Fast 1 imodeli kwaye, ukuba kufanelekile, qhagamshela isitshixo sakho se-xAI (BYOK). Ngaphakathi komhleli, incoko idla ngokusungulwa nge Ctrl+K / Cmd+K kwaye ukusuka apho ucela ukuveliswa komsebenzi, ukulungiswa kwakhona okanye ukulungisa ingxaki.

Ingcebiso yokuqala: “uluhlu lwezinto zokwenziwa” kwiprojekthi kwiReact. Cela icandelo elinokudibanisa ngokupheleleyo/ukususa/ukukhangela, amagwegwe ale mihla, kunye nesimbo esilula. Xa ibuyisela ikhowudi, sukukopa kwaye uncamathisele ngaphandle kokujonga: funda isakhiwo, uvavanye iziseko kwaye ubonise ukuphuculwa.

Ukuphindaphinda okuKhokelwayo: Ukusuka kwiLula ukuya kuBunzulu

Endaweni yokujonga imfezeko okokuqala, yiya kwimijikelo. Umzekelo: R1 yongeza ukuqinisekiswa kwegalelo; R2 iziphumo ze-hover; R3 indawo yokugcina; R4 izinto eziphambili ngomsebenzi. Le ndlela yoku uphuculo oluncinci olubotshelelweyo isebenza ngcono kakhulu kune-monolithic prompt enkulu.

Umgangatho wemiba ekhawulezileyo. Endaweni yokuthi "lungisa ibug," cacisa: "Ukuqinisekiswa kwe-imeyile kuyasilela; kubonisa impazamo malunga nefomati engasebenziyo.". Okanye ekusebenzeni: "Lungiselela unikezelo kwakhona ngokusebenzisa imemo kunye nokuphakamisa imo kuphela xa kufanelekile." Izicelo ezithile ziyabuya iziphumo ezithile nezinokuqinisekiswa.

Iilwimi ezicetyiswayo kunye neeprojekthi

IGrok iqhuba kakuhle kakhulu kwi TypeScript/JavaScript, Python, Java, Rust, C++ kunye neGoUkusuka kwi-React kunye ne-Node, ukuya kwi-Spring Boot, i-scrapers, i-ML esisiseko, okanye i-automation tooling. Into enengqondo ukuyenza kukuqala ulwimi osele ulufundile kunye nokuntsonkotha njengoko uqonda "indlela yabo yokucinga."

Kumaqela, ukudityaniswa kwayo kunye nezixhobo zophuhliso eziqhelekileyo (i-grep, i-terminal, ukuhlela iifayile) kunye nee-IDE ezidumileyo ziyenza ilungele ukusetyenziswa kwemihla ngemihla, kungekhona nje iidemos.

Iindlela ezimfutshane eziluncedo zekhibhodi kwiKhowudi yeVS/Isalathisi ngeGrok

Kuba uGrok ehlala kumhleli wakho, ukubamba iindlela ezimfutshane kukhawuleza ngakumbi. Ngokungagqibekanga kwiKhowudi yeVS/Ikhesa: Ctrl+K / Cmd+K vula incoko edibeneyo; Ctrl+Faka / Cmd+Ngena thumela umyalezo; Shift+Ngena ifaka ikhefu lomgca ngaphandle kokuthumela; Ctrl+Shift+P / Cmd+Shift+P ivula ipalethi yomyalelo ukutshintsha imifuziselo okanye ukwenza iintshukumo.

Okunye okuluncedo: Ctrl+` bonisa/fihla i-terminal eyakhelweyo; Ctrl+/ izimvo/ukungachazi; F2 zithiya ngokutsha iisimboli; Alt+Cofa iikhesa ezininzi. Ukuba usebenzisa iCopilot Chat: Ctrl+I / Cmd+I (kuxhomekeke kwizicwangciso zakho) ivula incoko esecaleni. Lungisa ezi ndlela zimfutshane kuZikhethwayo ukuba une-ES keyboard.

Umgangatho, ukhuseleko kunye nesimbo: uluhlu olubalulekileyo lokukhangela

Ngaphambi kokudibanisa iziphumo ze-AI, yiya kuluhlu olufutshane: iqokelela ngaphandle kweempazamo? Ngaba kukho iingozi zokhuseleko ezicacileyo? Ngaba iyafundeka kwaye iyagcineka? Ngaba ilandela izikhokelo zesimbo? Ngaba iquka amagqabaza aneleyo? Esi sihluzo siphepha ityala lobugcisa kunye komeleza ukuzithemba yeqela kwiwizard.

Iimpazamo eziqhelekileyo kunye nezisombululo: ukuxhomekeka kakhulu (jonga yonke into), ukungabikho komxholo (ibonelela ngeefayile kunye neenguqulelo), libala ukhuseleko (iqinisekisa amatikiti kunye neemfihlo), sukuzama (uvavanyo phambi kokudibanisa) kunye isimbo esingangqinelaniyo (iimalitha/iifomati ezinyanzelekileyo).

Ukusasazwa ngezigaba ngokwamaqela

Isicwangciso seveki sisebenza kakuhle: S1-2 uvavanyo lomntu ngamnye, yabelana ngeziphumo; S3-4 iiprojekthi ezilingwayo umngcipheko omncinci, ukudibanisa phakathi kwabantu abadala kunye nabaqalayo; Ukudityaniswa kwe-S5-6 kwiinkqubo (izikhokelo, ukuphononongwa okuthe ngqo kwekhowudi ye-AI, i-prompts ekwabelwana ngayo kunye neetemplates); I-S7-8 isasazwe ngokupheleleyo ngokubeka iliso rhoqo.

Esi singqisho sigwema ukwaliwa, sidala iintshatsheli zangaphakathi kunye noxwebhu lwezona ndlela zokuziphatha zihamba phambili. Xhasa oku ngoqeqesho lokhuseleko kunye nophicotho lotshintsho olucetywayo lwe-AI.

I-xAI Native API kunye ne-REST Alternatives

I-xAI API iveza iGrok ngokusebenzisa Eyeyakho i-SDK (gRPC) ngenkxaso yokusasaza kunye "neendlela zokuqiqa". Ukuba isitaki sakho sifuna i-OpenAI-style REST, amasango afana CometAPI u I-OpenRouter ukunika ukuhambelana (chat/completions), imodeli=»grok-code-fast-1″ kunye nomxholo ukuya kuma-256k.

Izenzo ezilungileyo: chaza izixhobo / imisebenzi kunye imizobo ecacileyo (igama, inkcazo, iiparamitha), uyabuza impendulo_format=json xa ufuna ulwahlulo oluzenzekelayo kwaye ungene kwisixhobo ngasinye sokufowunela ukuvelisa kwakhona. Kwiimpazamo, sebenzisa umva we-exponential kunye ne-RPM/TPM yokubeka iliso umda.

I-OpenRouter, i-CometAPI kunye ne-Apidog ekuhambeni kwakho

Ukuba awukwazi ukusebenzisa i-xAI SDK, i-OpenRouter iyakuvumela i-base_url kunye nesitshixo sakho kunye nomxhasi we-OpenAI; I-CometAPI isebenza njengebhulorho kunye iziphelo ezixhaswayo, iluncedo kwiprototyping okanye imo yeshishini enemigaqo-nkqubo engqongqo.

Ukuvavanya kunye namaxwebhu, i-Apidog yenza kube lula cela inkongozelo, izinto eziguquguqukayo zokusingqongileyo, uqinisekiso kunye nokuveliswa kwamaxwebhu aphilayo; ilungele amaqela abelana ngeespekthi kwaye ufuna ukwenza uvavanyo lwekhontrakthi ngokuzenzekelayo kwiziphumo zeJSON.

Ukusebenza, ulwakhiwo kunye nemida yangoku

Ukongeza kweyakhe itoken throughput i-caching ephezulu kunye ne-aggressive (i-high hit ratios kumaqabane), i-Grok isebenzisa umxube weengcali kunye neendlela zokukhonza ezilungiselelwe ukubambezeleka. I-xAI ibeka phambili isantya kunye nolungelelwaniso lwezixhobo ngaphezulu kwamanqaku aphezulu kuzo zonke iibenchmarks.

Unyino: akukho galelo lombono okwangoku (uClaude uyayifunda imifanekiso), kwaye unako amagama agqwethekileyo kwiivenkile zeencwadi Kwiimeko ze-niche, unyango kukuchaza iinguqulelo kunye nokuqinisekisa ngokuchasene namaxwebhu asemthethweni. Kwi-monorepos enkulu, khetha umxholo obalulekileyo kunye ushwankathela isincedisi ukugcina ugxininiso.

Iingxaki eziqhelekileyo kunye nezisombululo ezikhawulezayo

• Iimpendulo ezingangqinelaniyo: buza imiyalelo ethe ngqo ngakumbi kwaye ulungisa iinguqulelo.
• Indibaniselwano engalunganga kunye nesiseko sakho: yabelana nge isakhiwo repo kunye neefayile eziphambili.
• Iindlela eziyehliweyo: ibonisa iindlela ezingcono zangoku kunye neenguqulelo zamathala eencwadi.
• Ukuhamba okude kunye nokugqithisa: imida uluhlu kunye nobude yesiphumo.

Xa ungqinisiso lusilela okanye imveliso inqunyulwe, khangela ii-ACL zesitshixo, max_len kunye nemida yomxholo. Kwii-SDKs, hlaziya ukuxhomekeka kwaye uvule ukungena kwe-gRPC. Ukuba umkhondo uyabhideka, buza iingcaciso ezilula phambi kwekhowudi.

Ikhibhodi kunye nemikhwa: abaphindaphindi bemveliso

Dibanisa iGrok kunye neendlela zakho ezimfutshane kunye nemikhwa: iphalethi yomyalelo ukutshintsha imodeli okanye ukufaka iziqwengana; i-terminal edibeneyo yokuqhuba iimvavanyo ngaphandle kokushiya umbono; kunye nee-linters/iifomati ezizibophelele kwangaphambili misela umgangatho ukusuka kwikhowudi eyenziwe nge-AI.

Kwimijelo emibini kunye noClaude, ziqhelanise nefolokhwe ngokukhawuleza: Grok kuqala kwidraftiUClaude kamva ngengcaciso/ukuphucula; ncamathelisa uhlalutyo lwakhe njenge "chaza-zibophelele" kwi-PR, kwaye ugcine i-Grok diff icocekile kwaye iboshwe.

Ubumfihlo, ukhuseleko kunye nolawulo

Hlaziya i-xAI, i-Cursor, okanye imigaqo-nkqubo yedatha ye-Copilot: indlela abasebenzisa ngayo iziqwengana zakho, ukuba baqeqeshe kunye nabo kunye nokhetho lweshishini (ukwahlukaniswa, kwi-prem). Kumacandelo alawulwayo, qinisekisa ukuthotyelwa (GDPR, HIPAA) kwaye usebenzise ulawulo olungundoqo olukhuselekileyo (izinto eziguquguqukayo zokusingqongileyo, iivaults, ukujikeleza).

Ulawulo lunobunzima obulingana nokusebenza: chaza imida yokuphononongwa kwabantu Kutshintsho olubuthathaka, iifowuni zesixhobo sokungena kunye nokugcina izinto zakudala (iipetshi, iilogi) zophicotho.

Ngomzekelo owenziweyo ukuhamba "ngesantya sakho" kumhleli, abambalwa ezimfutshane ezifundwe kakuhle kunye neengcebiso ezicacileyo, ukutsiba kwimveliso kuyabonakala. Ukudityaniswa kwe-latency ephantsi, umxholo omkhulu, kunye nezixhobo zokusebenza kwenza i-Grok Code Fast 1 ibe liqabane lemihla ngemihla elisebenzayo: ngokukhawuleza xa kusenziwa iprototyping, ngokuchanekileyo xa kufikwa ekuphindaphindeni, kwaye ekuhleni ngokwaneleyo ukuze kudityaniswe ngaphandle komthungo kwinkqubo yakho.