Fa'apipi'i le Grok Code Fast 1: La'asaga ta'iala ma Fa'aoga

Fa'ata'ita'iga vave ma taugofie mo fa'ailoga fa'atulafono ma fa'ailoga va'aia ma le 256k fa'amatalaga.
Avanoa e ala i le xAI gRPC SDK poʻo le REST faʻatasi ma OpenRouter/CometAPI, faʻatasi ai ma ACL ma faʻaoga.
Vala'au fa'atino ma galuega JSON mo su'ega-fix, CI, ma IDE tafega.
Fa'ata'ita'iga sili: fa'amatalaga manino, fa'amatalaga pupuu, saogalemu, ma fua fa'atatau.

O tagata atiaʻe o loʻo vaʻavaʻai e faʻavave a latou galuega suʻesuʻe i totonu Grok Code Fast 1 o se uo vasega muamua, talu ai tu'ufa'atasia le saoasaoa, tau fa'atauva ma fa'ailoga o mafaufauga va'aia e fa'atagaina oe e ta'ita'ia sa'o le fa'ata'ita'iga a'o fa'ata'ita'i ile fa'ailoga lavelave.

I tua atu o maketi, o le mea mamana o lenei xAI faʻataʻitaʻiga ua mamanuina i Fa'asinomaga moni: fuafuaga, fa'aogaina meafaigaluega ma fa'atulagaina galuega e tu'ufa'atasia ma IDE, laina paipa, ma 'au'aunaga e fetaui ma le REST; mea uma a'o fa'atumauina se fa'amalama talatala tele e taofia ai le tipiina o fa'amaumauga lapopo'a.

O le a le Grok Code Fast 1 ma pe aisea e taua ai

Grok Code Fast 1 (fa'ata'ita'iga grok-code-fast-1) o se suiga e taulaʻi i le aiga grok galuega tau atina'e e fa'atatau i le xAI: fa'atupuina galuega, fa'amalieina algorithms, tu'ufa'atasia faiga ma, sili atu i mea uma, galue e pei o se "paiga polokalame" ma meafaigaluega (su'esu'e, fa'ata'ita'iga, fa'asa'oga faila) ma fa'amatalaga e mafai ona fa'asalalauina mo le asiasiga a'o fa'ataunu'uina.

O lenei fa'apitoa e fa'amuamua ai tu'i se lua: feso'otaiga vavave mo fa'aoga i totonu ole faatonu/CI ma tau fa'atatau ile fa'ailoga mo galuega maualuga. E le pei o LLM lautele, o lona sini e le'o atoatoa multimodality, ae ia fao le taamilosaga o le atina'e: faitau, fa'atonu, fa'ata'ita'i, ma fa'ata'ita'i ma sina fa'alavelave.

O le tulaga tulaga ese mo le faʻaalia Fa'asalalauina fa'asologa o mafaufauga ma lagolagoina valaau galuega ma galuega faatino (JSON). I le faʻatinoga, e faʻafaigofie ai ona faʻaogaina faʻamaufaʻailoga e tele-step (suʻesuʻe → faʻasaʻo → suʻega → faʻamaonia) faʻatasi ai ma le faʻatonutonuina o faʻailoga ma le suʻeina.

I tulaga o faatinoga, fuainumera e pei o ≈190 faailoga/sekona, taimi fa'amae'a laina vave, itiiti ifo i le 1 s mo galuega 5-10 laina, e tusa ma le 2-5 s mo 50+ vaega laina, ma 5-10 s mo refactorings tetele. E tusa ai ma fa'ailoga fa'asoa, e sili atu i LLaMA-ituaiga faʻataʻitaʻiga i le HumanEval ma oʻo atu i le 70,8% i faʻailoga e pei ole SWE-Bench-Verified.

Fuafuaga faʻapitoa e mafai ai le saoasaoa

O le fa'ata'ita'iga e lagolagoina a faʻamalama faʻamatalaga e oʻo atu i le 256.000 faʻailoga, aoga mo le fa'aogaina o faleteuoloa, fa'amaumauga, ma talanoaga umi e aunoa ma le tipiina, fa'aitiitia le fa'asalalauina o fa'amatalaga.

O lo'o fa'atinoina e le tulaga prefix cache: A e toe faʻataʻitaʻi i luga o le faʻatonuga autu lava e tasi, o faʻailoga faʻapipiʻi e faʻaitiitia ai le tau ma le taofiofia (maualalo le tau faʻailoga faʻailoga), o le ki lea i le tele-step agentic flows.

E le gata i lea, e lagolagoina e le Grok API fa'amatalaga meafaigaluega/galuega fa'atulagaina e vala'au a'o fa'avasega; e taofia ai hacks maʻaleʻale, faʻafaigofie le faʻavasegaina, ma faʻatagaina le tele o meafaigaluega e faʻamaopoopo atili faʻalagolago.

Fa'agaioiina, o le tautua o lo'o talimalo i le us-sasa'e-1 itulagi, ose mea e teu i lou mafaufau pe afai o lo'o e fa'amalieina le laititi i Amerika i Matu po'o le fa'apaleni i le va o kamupani ma itulagi.

Mea fa'apitoa - Kiliki i'i O le a le "fai'ai numera lua" ma pe fa'afefea ona fausia se tasi ma meafaigaluega e leai se totogi

Tau, tapula'a ma avanoa

Ole fa'ata'ita'iga e pili ile fa'aoga fa'atasi ma tau fa'asalalau e pei ole $0,20/M fa'ailoga ulufale, $1,50/M fa'ailoga o galuega y $0,02/M fa'ailoga natiaO lenei polokalame e fiafia i taimi uumi ma prefix faifai pea ma le tele o fa'asologa.

Ole fa'agata fa'aletonu ua lipotia e 480 talosaga ile minute y 2.000.000 faailoga i le minuteLatou te puipuia le faʻaleagaina aʻo faʻatagaina le faʻaogaina malosi i le 'au poʻo le tulaga CI.

E le pei o isi faʻataʻitaʻiga, Grok Code Fast 1 e le aofia ai su'esu'ega ola: E tatau ona e tuʻuina atu le malamalama talafeagai ma faʻamatalaga i le vave poʻo meafaigaluega faʻamatalaina i lau faʻasologa.

O fa'atusatusaga tau fa'asaga i fa'ata'ita'iga tetele o lo'o ta'ua i lisi ma fa'asalalauga a isi vaega (fa'ata'ita'iga, GPT-5 fa'ailoga ≈ $18/M fa'ailoga faatusatusa i le $1,50/M o Grok CF1), lea e faamalosia ai lona tulaga i totonu galuega tau atina'e maualuga.

Fa'apipi'i le Grok Code Fast 1

Mana'omia muamua mo le avanoa

A'o le'i amataina le talosaga muamua, e te mana'omia se tala e feso'ota'i ile X (xAI faʻamaonia ma faʻamaonia X), ma se siosiomaga e iai Python 3.8+, pip ma si'osi'omaga feso'ota'iga lagolago e pulea lelei lau ki.

Mo le sao sa'o, xAI fa'amuamua SDK ma feso'ota'iga gRPC, lea e faaleleia ai le faatinoga; afai e te mana'o i le MAFOTO, e mafai ona e fa'aoga OpenRouter poʻo faitotoʻa pei o CometAPI e faʻaalia ai faʻamatalaga e fetaui ma OpenAI.

A fa'atupu ki e faigofie ona fa'amatala ACLs malosi (fa'ata'ita'iga, sampler:tusi fa'atagaga) e fa'atapula'a gaioiga; e fa'aitiitia ai le tulaga lamatia pe a lia'i se fa'amatalaga po'o se si'osi'omaga e fa'afefeteina.

A uma le seti, fai se siaki vave SDK i fa'amaonia feso'ota'iga ma fa'atagagaAfai e le manuia, siaki feso'ota'iga, ACLs ma le fa'asologa o afifi.

Fausia le ki API ile PromptIDE (xAI)

Avanoa i ide.x.ai Faatasi ai ma lau faʻamatalaga X, tatala le lisi o faʻamatalaga ma alu i le "API Keys". Mai iina, kiliki "Fausia API Key" ma fa'apitoa ACLs fa'alagolago i le mea o le a e faia i le fa'ata'ita'iga (mai fa'amae'aga fa'avae e o'o atu i telefoni meafaigaluega).

Ua fa'aalia le ki naʻo le tasi le taimi, kopi ma teu malu. E fautuaina e teu i totonu o se siosiomaga fesuiaiga. XAI_API_KEY e aloese ai mai mealilo hardcoding i fale teu oloa.

Mulimuli ane o le a mafai soloia, sui, pe fetuutuunai faatagaga mai le laulau lava e tasi pe a e manaʻomia, mo se faʻataʻitaʻiga pe a e iloa le faʻaogaina o le faʻaogaina poʻo le suiga o galuega.

Mo le siakiina faʻaalia, o nisi SDK e faʻaalia auala e pei o does_it_work(); faʻaaoga lenei e faʻamautinoa ai fa'amaoni ma le lautele e sa'o a'o le'i fa'aalu se taimi i le tu'ufa'atasiga.

Fa'apipi'i ma fa'atulaga le xAI SDK

Fa'apipi'i le SDK ma pip faʻapipiʻi le xai-sdk, auina atu i fafo le fesuiaiga o le siosiomaga ma lau ki (fa'asalalau atu XAI_API_KEY=...) ma faia se fa'ata'ita'iga o Tagata fa'atau() i lau app e amata ai.

Mea fa'apitoa - Kiliki i'i Mea uma e uiga i Discord Orbs: O le tupe fou faʻapitoa mo le mauaina o taui i luga o le tulaga.

O le SDK e nafa ma le puleaina gRPC manino, lagolagoina le maualuga-faatinoga asynchronous gaioiga ma faʻatagaina oe e filifili le faʻataʻitaʻiga ile igoa, faʻataʻitaʻiga, "grok-code-fast-1".

Afai e le tali mai se mea e pei ona e fa'amoemoeina, fa'afou afifi (pip), siaki feso'ota'iga fa'atasi ma siaki le lautele o le ki; tele mea tutupu e sau mai le le lava o fa'atagaga.

O le taimi lava e faagaoioia ai, o le a mafai ona e fetuutuunai parakalafa e pei o vevela po'o top_p ia faapaleni le fatufatua'i ma le fa'atonuga i au tafega.

Avanoa malolo ma OpenRouter ma isi faitoto'a

Afai e fetaui lelei le HTTP mo au atinaʻe, OpenRouter faʻaalia se faʻaoga OpenAI-style e faʻavae i luga o le "https://openrouter.ai/api/v1" ma faʻataʻitaʻiga pei o le "x-ai/grok-code-fast-1". Na'o le tui lau ki ma fa'amatala au fe'au.

Faataitaiga ma OpenAI SDK lagolago, aoga mo fa'ata'atia ta'iala i le va o fa'atau oloa ma toe fa'aoga meafaigaluega o lo'o i ai (fa'aopoopo ulutala e pei o le HTTP-Referer pe a e mana'o e su'esu'eina le amataga).

from openai import OpenAI

client = OpenAI(
    base_url="https://openrouter.ai/api/v1",
    api_key="<TU_CLAVE_OPENROUTER>"
)

resp = client.chat.completions.create(
    model="x-ai/grok-code-fast-1",
    messages=[
        {"role": "user", "content": "Genera un algoritmo de ordenación con explicación rápida"}
    ]
)

print(resp.choices[0].message.content)

E iai fo'i 'au'aunaga e pei o CometAPI e fai ose alalaupapa REST e fetaui ma OpenAI ma lisi tutusa talaaga 256kO se faʻataʻitaʻiga tuusaʻo ma talosaga atonu e pei o lenei:

import os, requests

COMET_KEY = os.getenv("COMETAPI_API_KEY")
BASE = "https://api.cometapi.com/v1/chat/completions"

headers = {
    "Authorization": f"Bearer {COMET_KEY}",
    "Content-Type": "application/json",
}

payload = {
    "model": "grok-code-fast-1",
    "messages": [
        {"role": "system", "content": "Eres Grok Code Fast 1, un asistente de código muy rápido."},
        {"role": "user", "content": "Escribe una función en Python que fusione dos listas ordenadas."}
    ],
    "max_tokens": 300,
    "stream": False
}

resp = requests.post(BASE, json=payload, headers=headers)
resp.raise_for_status()
print(resp.json())

I nei fa'aaliga, o tau o lo'o fa'ailoa mai e le aggregators e masani lava fetaui ma le xAI ma e aunoa ma ni totogi faaopoopo; fa'amaonia i taimi uma le avanoa, tapula'a, ma laina e mafai ona maua e le kamupani.

Fa'aoga A'oa'o: Meafaigaluega Fa'atulagaina ma Galuega Fa'atino

O le faʻataʻitaʻiga e susulu i le faʻafefe faʻafefe i le mea e mafai ai valaau meafaigaluega (su'ega, linters, grep, git) ma tu'ufa'atasia a latou taunu'uga i le fuafuaga fa'atino. Fa'amatala au mea faigaluega i se igoa, fa'amatalaga, ma fa'amaufa'ailoga ina ia mafai e le afi ona filifili po'o afea e vala'au ai.

Afai e te mana'omia ni tali fa'atino, ki le JSON faiga (response_format type json_object) ma fa'ata'ita'iga ta'i fa'asologa mo eseesega, aotelega, po'o fuafuaga toe fa'afo'i; e fa'afaigofieina le fa'amaoniaina otometi.

Fa'amaonia i taimi uma mea e toe fa'afo'i mai e au mea faigaluega (fa'ata'ita'iga, fa'ata'ita'iga su'ega), pu'e mea sese, ma fa'aoga fa'ato'a fa'ateteleina Afai e te taufetuli i tapulaa tau, o le sini o le faatumauina o le fuafuaga → tamo'e → siaki matasele mautu.

Fa'afetai ile 256k fa'amalama ma prefix cache, e mafai ona e teuina talanoaga umi i le faila po o le repo e aunoa ma le leiloa o fa'amatalaga po'o le fa'aosoina o tau fa'ailoga faifaipea.

Fa'atasi ma IDE ma tautua: Copilot, Cursor, Cline, Kilo Code

Grok Code Fast 1 ua avanoa nei i IDE tu'ufa'atasiga ma meafaigaluega vaega lona tolu. Fa'aaliga ile GitHub Copilot ma le iai i fofo e pei o Cursor ma Cline o loʻo taʻua, e oʻo lava i taimi faʻalauiloa saoloto.

E tusa ai ma le GitHub changelog (08/26/2025), na faʻasalalau e Copilot avanoa faʻaaliga avanoa. seia oo ia Setema 10, 2025 (PDT); o nisi o taʻiala e taʻua ai aso vavalalata (e oʻo lava i le 2/09) ma, i nisi taimi, o le faʻataʻitaʻiga e tumau pea le faʻailogaina e leai se totogi i le atinaʻe. O le mea atamai e fai siaki i totonu ole fa'ata'ita'iga filifilia mai le IDE e faʻamaonia le tulaga o loʻo iai nei.

Mea fa'apitoa - Kiliki i'i Smart Paste: Le meafaigaluega e faʻapipiʻi lau laupapa kilipa ma le atamai faʻapitoa

O isi paaga, e pei o Kilo Code (faʻaopoopoga mo le VS Code), ua faʻasalalau avanoa avanoa mo se taimi faʻatapulaʻa (laʻititi tasi le vaiaso o le faʻamalolo), ma fa'aoga e aunoa ma ni tapulaa manino fa'afesuia'i mo le filifili e fa'asoa fa'amatalaga fa'aoga e fa'aleleia ai le fa'ata'ita'iga.

I soo se tulaga, afai ua uma ona faʻaaogaina e lau 'au Copilot/Cursor/Cline, e aoga le taumafai i le saofaga tauofo poʻo le BYOK (aumai lau lava ki) ma fua latencies ma tulaga lelei i au repos moni.

Fautuaina faiga tu'ufa'atasi

IDE-muamua- Fa'aaoga fa'amatalaga pupuu e fesili ai mo ni suiga laiti, fa'ata'ita'i (fausia se patch, fa'atino su'ega, fa'ata'ita'i). Taofi le matasele i fa'apu'upu'u taimi fa'aalia.
CI Automation: fa'avasega fa'aletonu, fa'ailoa mai le fa'aleleia, po'o le fa'atupuina o su'ega iunite fou; e tau/tuu, Grok CF1 e fetaui lelei mo tamoʻe masani.
Tulaga sui: mafai ai meafaigaluega ma puipui; fa'asolo i totonu o si'osi'omaga su'ega; manaomia toe iloilo tagata i suiga maaleale; fa'aaoga manatu fa'aalia e su'e ai le fuafuaga.
Fesoasoani vave: : pasi faila saʻo poʻo faʻamalama faʻamalama, e te manaʻo ai fa'apena ta'i (JSON/ese'ese), fa'amauina telefoni ma fa'ai'uga mo le toe gaosia.

Fa'asologa fa'asolosolo i 'au

Mulimuli i se fuafuaga o le vaetamaina: vaiaso 1-2, su'ega ta'ito'atasi3-4, pailate maualalo tulaga lamatia; 5-6, fa'amatala faiga ma fa'ata'ita'iga; 7-8, fa'apipi'i lautele ma fua fa'atatau.

E aofia ai se lisi siaki lelei:tuufaatasia e aunoa ma ni mea seseO i ai ni fa'alavelave fa'aletonu o le saogalemu? E fetaui ma tulaga masani ma le tausia lelei?

Aloese mai fa'aituau masani: 'aua le tu'uina atu mafaufauga faitio, aua faamisi suega, aua le le amanaiaina le saogalemu pe tu'u ni fa'amatalaga manino e aunoa ma se fa'amatalaga.

Fua le a'afiaga i fua o le saoasaoa (taimi i le galuega, faʻamautu faʻamau / sauniga), tulaga lelei (tulaga o le pusa, faʻaleleia) ma aʻoaʻoga (fa'ata'ita'iga sili ona lelei).

Fa'amatalaga ile avanoa maua fua ma avanoa

O puna eseese e faailoa mai ai vaitaimi o avanoa saoloto le tumau mo tu'ufa'atasiga (Copilot, Cursor, Cline, Kilo Code). O Windows o loʻo taʻua e aofia ai Aukuso 26 e oʻo ia Setema 10, 2025 (PDT) mo Copilot, poʻo faʻalauiloa e tumau a itiiti ifo ma le tasi le vaiaso mo paaga faʻalauiloa.

Talu ai ua suia nei faamalama, siaki le fa'ata'ita'iga filifilia i lau IDE poʻo faʻamaumauga a le tagata faʻatau. Afai o le faʻataʻitaʻiga o loʻo lisiina e leai se totogi, faʻaoga lelei lenei mea e iloilo ai le le tumau, lelei ma tau a'o le'i fa'aaogaina tele.

Afai o loʻo tuʻuina oe i se manatu se tasi: Grok Code Fast 1 ua fausia e galue o se fesoasoani code agile, faʻatasi ai ma faʻataʻitaʻiga, meafaigaluega, ma galuega faʻatulagaina; afai e te fuafuaina faʻamatalaga manino, faʻaoga le cache, ma faʻamautinoa le tuʻufaʻatasia ma ACL ma suʻega, E mafai ona e faʻavavevave le tiliva e aunoa ma le faʻateleina o tau. ma fa'atasi ai ma fa'atonuga fa'apitoa i la'asaga uma.

Daniel Terrasa

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.