- Saosaoa ma fa'amatalaga: Maualalo le taofiofia, fa'amalama tele, ma galuega fa'atulagaina mo so'o fa'agasolo.
- Fa'atasi: avanoa e ala i Copilot, Cursor, Cline ma API (xAI, CometAPI, OpenRouter).
- Tulaga lelei: Fa'atonuga fa'apitoa, fa'ailoga fa'amaonia, ma lisi o su'ega saogalemu/su'ega.
- Avatu: Ctrl/Cmd+K i luga o le Cursor, Tab ma le palette i le VS Code e taofi ai le tafe.
Afai e te faʻaogaina fesoasoani polokalame ma o loʻo e mafaufau pe aisea Ala pupuu i le Grok Code Fast 1, o le ae fiafia e iloa o lona gafatia moni e sili atu nai lo hotkeys: o loʻo matou talanoa e uiga i le saoasaoa, faʻamatalaga, telefoni meafaigaluega, ma tafega faʻasolosolo. O le tele o atinaʻe e faʻanoanoa ona latou te faʻamoemoeina faʻataulāitu vave; o le ki, peitai, o le fa'aoga lelei le fa'ata'ita'iga ma le IDE ina ia matua fa'alelei le ta'amilosaga mafaufauga-su'ega-fa'afetaui.
A maeʻa ona suʻesuʻeina mea taua o lenei faʻataʻitaʻiga, o le a e vaʻavaʻai pe faʻapefea ona faʻaogaina ia mea uma e lua latency maualalo e pei o lona tuufaatasia ma IDEs (Copilot, Cursor, Cline), lona xAI API, ma faitotoa talafeagai. E le gata i lea, matou te aofia ai ala pupuu ma taga mo le fa'aoga ia vave alu i le faatonu, faʻataʻitaʻiga faʻataʻitaʻiga, fuataga lelei, ma se fuafuaga faʻasolosolo mo 'au e manaʻo e faʻaaogaina e aunoa ma ni faʻafitauli.
O le a le Grok Code Fast 1?
Grok Code Fast 1 O le xAI faʻataʻitaʻiga e taulaʻi i ai fa'ailoga laititi ma fetuutuunai tau, ua fuafuaina e galue o se "paiga polokalame" e malamalama i le fale teu oloa, fautuaina suiga ma valaau mo meafaigaluega (su'ega, linters, faatonu) i fa'agasolo fa'aagaoioiga. Nai lo le tauva o se tagata lautele lautele, e sili ona lelei mo mea e taua ia i tatou i aso taitasi: faitau code, sui, fa'amaonia ma toe fai e aunoa ma le aveesea o le pao.
O lenei faiga "agent" o lona uiga e mafai e le faiga ona filifili o le fea meafaigaluega e faʻaogaina, vaevae le galuega i vaega laiti ma toe foi mai auala fa'atulagaina (JSON, diffs), ma faʻaalia ai foʻi faʻasologa o mafaufauga e suʻe ai lau fuafuaga. O lenei manino, tuʻufaʻatasia ma le saoasaoa, e faʻapitoa mo fesoasoani ile IDE ma CI pipelines.

Fa'atinoga, taofi ma tau: fuainumera e suia ai le tafe
O le igoa "Apogi" e le o se tulaga: o le faʻamoemoe o le faʻaitiitia o le feso'otaiga vavave ma le tau i le fa'asologa. Ua matauina le maualuga tele o fua faatatau (mai le sefulu i le tusa 100–190 fa'ailoga/sec (e tusa ai ma suʻega na iloiloina) ma tali e "sau i totonu" aʻo e faitauina pea le faʻamalosi. I galuega masani faatonu: laina vave, foliga i lalo ifo o le 1 s, vaega i le 2-5 s, ma refactor tetele i le 5-10 s.
I le tau i fa'ailoga, fa'atauva'a fua faatatau fa'asino o lo'o ta'ua: fa'amaumauga fa'asolo $0,20/M, malaga ese atu $1,50/M, ma fa'ailoga fa'ailoga i tau fa'ailoga (~$0,02/M). O nisi lisi e fa'atusatusa i fa'ata'ita'iga sili atu ona taugata (fa'ata'ita'iga, fa'ata'ita'iga a vaega lona tolu e tu'u ai filifiliga fa'apitoa e tusa ma le $18/M ile alu'ese), fa'amanino le taula'i o Grok ile taugofie ma faifai pea.
I benchmarks, i'uga o le faataamilo 70,8% ile SWE-Bench-Verified. E ui lava e le'o fa'atauva'a i fa'amaumauga fa'akomepiuta, o le mamanu e fa'amuamua le fa'aogaina ma le fa'agasolo i ta'amilosaga meafaigaluega vave ma le teuteuina.
Malosiaga fa'apitoa: meafaigaluega, fa'amatalaga ma fa'asologa o mafaufauga
Grok Code Fast 1 e sau mo vala'au galuega ma galuega fa'atulagaina, faatasi ai ma le lagolago mo le toe faafoiina o le JSON ma faʻamaoniga faʻamaonia. A fa'aaga le faiga fa'aa'oa'oga, e mafai ona e fa'aalia fefulisa'iga manatu (reasoning_content) e fesoasoani e asiasia le fuafuaga, toe faia ma tu'u ni pa puipui.
O le faamalama o le talaaga e matua lautele lava (ta'ua soo e oo atu i 256k faailoga), lea e mafai ai ona e "sefe" se vaega tele o se repo i lou ulu ma faʻaauau talanoaga umi e aunoa ma le tipiina. E le gata i lea, e faʻaoga le tulaga prefix cache mo fa'atonuga faifaipea i le tele o la'asaga tafe, fa'aitiitia le leo ma le tau i su'ega ma fa'amaufa'ailoga fa'apipi'i.
Auala e maua ai: Copilot, Cursor, Cline, Native API ma Gateways
I aso nei e mafai ona e faʻaogaina le Grok Code Fast 1 i le tele o auala. I nisi taimi fa'alauiloa, ua ofoina atu avanoa saoloto le tumau ma paaga. O avanoa nei e tulaga ese:
- GitHub Copilot (va'aiga fa'apitoa; sa i ai avanoa avanoa se'ia o'o i aso fa'apitoa e pei o Setema 2nd): tatala lau IDE, fa'afou Copilot, alu i le fa'ata'ita'iga filifilia ma filifili “Grok Code Fast 1”. Amata le taina ma siaki le taofi.
- IDE Cursor (faʻataʻitaʻiga saoloto na taʻua seia oʻo ia Setema 10): download Cursor, alu i faʻataʻitaʻiga faʻatulagaina ma filifili Grok Code Fast 1. Lelei mo talatalanoaga a le faatonu ma le toe faʻaleleia.
- laina (faʻaopoopoga, faʻapea foʻi ma faʻasalalauga saoloto seia oʻo ia Setema 10): faʻapipiʻi, faʻapipiʻi meafaigaluega, filifili le Grok Code Fast 1 fa'ata'ita'iga ma faʻamaonia i se talosaga faigofie.
- xAI Direct API: Fausia se tala, fai se ki i totonu o le faʻamafanafanaga, ma faʻafesoʻotaʻi i le pito. O le SDK aloa'ia e fa'aoga gRPC, fa'atasi ai ma tagata fa'a-synchronous ma lagolago mo tafe + fefulifulisaʻi.
- Catwalks pei o CometAPI poʻo OpenRouter: latou faʻaalia le fetaui OpenAI/REST faiga ma fa'afaigofie le BYOK (aumai lau oe lava ki) pe a le fa'aaogaina e lau faaputuga gRPC.
I le xAI API, fa'aoga tapula'a o le fa'atonuga o 480 RPM y 2M TPM, galuega i totonu us-sasa'e-1, ma le leai o se su'esu'ega tu'usa'o (e maua ai le fa'amatalaga talafeagai i le vave). Tu'ufa'atasi ma Git ma grep/terminal/file editing type tools.
Amata atoatoa: o se To-Do app ma se taamilosaga faifai pea pulea lelei
Ina ia amata lelei, aua le taumafai i se microservices epic. Amata i se mea. laiti, manino ma mafai ona tofotofoina, mo se faʻataʻitaʻiga o se lisi o mea e fai i le React ma le faʻaopoopo, tape, ma le makaina ua maeʻa e faʻaaoga ai matau faʻaonaponei ma sitaili mama.
A e maua le ata muamua, aua le na o le kopi ma faapipii. Fai a iloiloga mataalia: Faitau le fausaga, vaʻavaʻai mo faʻafitauli manino, faʻataʻitaʻi faʻavae, ma tusi faʻamatalaga mo faʻaleleia.
- Toe fai i ni taamilosaga pupuu: fa'aopoopo le fa'amaoniaina o mea, sitaili e iai a'afiaga fa'afefe, fa'aauau pea i le localStorage, ma fa'alauiloa fa'apitoa mea e faamuamua.
- Aloese mai le talosaga tele: ole atu mo ni faaleleiga laiti, filifiliE sili atu le tali mai o le faʻataʻitaʻiga ma e te pulea le tafetafea.
Fa'ainisinia vave: malo fa'apitoa
O se uunaiga leaga e pei o le "faalelei” e seasea maua le faailoga. Ia manino ma le talaaga, fa'aliliuga, mana'oga, ma le fa'atulagaina o galuega. faatinoga fa'aaogaina fa'amanatu ma fa'aitiitia toe fa'afo'i," po'o le "Fa'amaonia imeli e le fa'aosoina le mea sese; e tatau ona faʻaalia le feʻau pe a le aoga le faʻatulagaina."
E pei o se tulafono o le lima matua: aumai faila talafeagai, otootoga o galuega faatino ma faataitaiga. Ma fesili mo faʻatulagaga faʻatulagaina (JSON, unified diff) pe ae alu i fa'amaonia otometi i CI.
Fuafuaga e taua: saoasaoa, lelei, ma le aʻoaʻoina
Fua e faaleleia. I le saoasaoa, pulea le taimi i galuega, laina aoga i le itula ma faʻasaʻo mea sese i le vasega faʻatasi ma le fesoasoani a AI. I tulaga lelei, matau manatu faaalia mai code iloiloga, fua fa'atatau i fa'ailoga fa'atupu ma le fa'atumauina. I le aʻoaʻoina, e faʻamauina ai manatu fou, faʻataʻitaʻiga sili ona lelei faʻatasi ma saoasaoa o iugafono.
O le tu'ufa'atasia o fa'ata'ita'iga vave, faletusi tala'aga, ma le a'oa'oina fa'atasi (fa'asoa manuia ma fa'aletonu) e te maua ai se fa'aopoopo fa'aopoopo faifai pea. Toe iloilo ma fa'afouina foliga fou ta'itasi o le fa'ata'ita'iga.
API ma meaola faanatura: gRPC SDK, CometAPI, OpenRouter ma suʻega
O le ala pupuu e faia ma xAI SDK (pip install, async client). Fa'atau atu lau si'osi'omaga autu fesuia'i ma fa'aoga le faʻataʻitaʻiga fa'atasi ai ma le vaitafe e va'ai ai fa'ailoga ma mafaufauga. Fa'amatala meafaigaluega (run_tests, apply_patch) ma fa'ataga a latou talosaga; faamaumau le matasele fuafua → faʻatino → faʻamaonia mo CI.
Afai e mana'omia e lou si'osi'omaga le MAFOTO, kamupani e tu'uina atu e pei ole CometAPI o OpenRouter Latou te ofoina atu fa'ai'uga e fetaui ma OpenAI-style clients, a'o fa'atumauina le fa'ailoga fa'atusa (grok-code-fast-1) ma le talaaga tele. Mo suʻega API, meafaigaluega pei Apidog fesoasoani i pepa, fa'autometi fa'amatalaga, ma fa'asoa fa'amatalaga.
Fa'aoga auala pupuu ma taga i le IDE
O le fesili e alu mai alalaupapa papa, o lea seʻi o tatou oʻo i le faʻamatalaga i mea sili ona aoga i totonu o siosiomaga e masani ona ola ai Grok Code Fast 1:
- Taofia: Tatala le talatalanoaga fa'apipi'i ma Ctrl + K (Windows/Linux) po'o Cmd+K (macOS). Filifili le code ma faʻalauiloa faʻamatalaga faʻamatalaga e aunoa ma le tuʻua o le faila. Talia pe fa'aofi i totonu tali e fa'aauau ai le taula'i.
- VS Code + Copilot (fa'aaliga Grok): Fa'agaoioia fautuaga ma talia talosaga fa'atasi ma Taofi; fa'aoga Ctrl + Avanoa ia faamalosia fautuaga. Fa'aaoga le paleti (Ctrl + Shift + P) ia vave suia faʻataʻitaʻiga pe a maua.
- laina: fa'aaoga le pulega laina Fa'atonu ma vaega 'ala pupuu mo le fa'atinoina o galuega (su'esu'e, fa'asa'o, fa'amaonia). Fa'atonu ala pupuu fa'apitoa ile fa'atonu fa'atonu.
- togafiti fa'asaga: fa'amatala snippets vave ma lava ala 'alo mai le IDE e fa'apipi'i i luga ole lele (fa'ata'ita'iga, "unified diff explain and suggest"), ma fa'afanua talia/ta'amilosaga fautuaga i ki e fa'alelei mo oe.
E ui lava e fa'alagolago ia ala pupuu i le IDE ma lau fa'afanua patino, fa'aaoga ni nai fa'apotopotoga e pei o Ctrl/Cmd+K, Tab ma le paleti poloaiga e faasaoina oe kiliki ma tausia le tulaga tafe (afai e te galue i le VM ma e iai faʻafitauli i ai piano ile VirtualBox).
Fa'afitauli masani ma o latou fofo
Afai e te maitauina faʻailoga (fa'aulufale mai po'o faletusi faufau), fetu'utu'una'i le vave fa'atasi ma fa'amatalaga patino ma API, ma fa'amaonia e fa'atatau i fa'amaumauga aloaia. Afai e puupuu le talaaga i monorepo tetele, faataitai fa'ailoa filifilia: Tatala faila talafeagai, faapipii vaega taua, ma aotele faʻalagolago i le va o modules.
Mo galuega tetele, fa'atapula'a le lautele: “tuuina atu se galuega <20 laina" poʻo le "faʻamatala i pulu 3." Ma aua le tuʻuina atu lou malamalama: ole atu mo faamatala le fofo, lona lavelave ma isi mea; e fa'aaogaina AI e fai ma faufautua ma tagata fai polokalame, ae le o se pusa uliuli.
Ofo, nuu ma lagolago
I le taimi o le faʻalauiloaina na matou vaʻaia ai faʻasalalauga ma Avanoa maua fua e ala i paaga (Copilot, Cursor, Cline, Roo Code, Kilo Code, opencode, Windsurf) mo se taimi faatapulaa, ma punaoa pisinisi: fuafuaga fuafuaina, nuu maualuluga ma auaunaga tau masini ma AI. Afai o lau faʻalapotopotoga e nofouta i le le faalauaiteleina ma le tausisia, toe iloilo faiga faʻavae (faʻatauga metadata logging, faʻamatalaga faalilolilo, BYOK ma fa'aesea fa'amaumauga) a'o le'i fa'alauteleina le fa'aoga.
Fesoasoani ma vave FAQ
- O afea e iloa ai le faaleleia? O le tele o devs latou te iloa le faateleina o le gaosiga i le vaiaso muamua pe afai latou te galulue i taamilosaga pupuu ma faifai pea.
- E fetaui mo tagata amata? Ioe. O le ki o le aʻoaʻo mai le faʻailoga na faia (fesili faamalamalamaga, lavelave ma isi mea) ae le o le kopi e aunoa ma le malamalama.
- E faapefea ona ou faatalitonuina le au? Aoao manumalo laiti: Fa'asao taimi a le CRUD, su'ega fa'atupuina, toe fa'afo'i fa'atasi ai ma eseesega manino. Tuu iʻuga e tautala mo i latou lava.
- E talafeagai mo le gaosiga? con toe iloilo ma su'egaIoe. Fa'atuina QA, saogalemu, ma toe iloilo faiga fa'avae a'o le'i tu'ufa'atasia.
- Poloketi muamua sili? CRUDs faigofie, calculators po'o mea e fai fa'atasi ai ma le fa'amautu fa'alotoifale ma fa'amaoniga fa'avae.
Mo fesili faʻatusatusa: Grok e tamoe pei o le valea i totonu taimi tali ma le gaosiga; faʻataʻitaʻiga tauva e masani ona ofoina atu mafaufauga sili atu ona atoatoa ma le vaai mamao. O le tu'ufa'atasia uma i totonu o se paipa (vave→optimize/explain) e galue pei o se lalelei.
O mea uma o loʻo taʻua i luga e faʻaliliuina i se faʻamatalaga manino: afai e te faia se auala faʻapitoa (faʻatonuga sima, faʻamatalaga aoga, faʻamaufaʻailoga faʻamaonia ma metrics), Grok Code Fast 1 avea ma se fa'avavevave i aso uma e fesoasoani ia te oe e toe fa'asolo atili, toilalo vave, ma sa'o lelei mea uma, e aunoa ma le leiloa o le pule po'o le fa'atonuga fa'apitoa.
Fa'atonu fa'apitoa i fa'amatalaga fa'atekonolosi ma initaneti ma le sili atu ma le sefulu tausaga o le poto masani i fa'asalalauga fa'atekinolosi eseese. Sa ou galue o se faatonu ma fatuga o mataupu mo e-pisinisi, fesoʻotaʻiga, maketi i luga ole laiga ma kamupani faʻasalalauga. Na ou tusia foi i luga o le tamaoaiga, tupe ma isi vaega upega tafaʻilagi. O laʻu galuega o loʻu fiafia foi. O lenei, e ala i aʻu tusiga i Tecnobits, Ou te taumafai e suʻesuʻe uma tala fou ma avanoa fou e ofoina mai e le lalolagi o tekinolosi ia i tatou i aso uma e faʻaleleia ai o tatou olaga.

