Maitiro ekuisa Grok Code Fast 1 nhanho nhanho pa Windows 11

Vagadziri vanotarisa kuti vakurumidze kufambiswa kwebasa ravo kuwana mukati Grok Code Fast 1 mubatsiri wekutanga-kirasi, kubvira inosanganisa kukurumidza, mutengo wemakwikwi uye maronda ekufunga kunooneka izvo zvinokutendera kuti utungamire modhi yacho chaizvo paunenge uchidzokorora pamusoro pekodhi yakaoma.

Kupfuura kushambadzira, chinhu chine simba ndechekuti iyi xAI modhi yakagadzirirwa Real agetic coding: zvirongwa, invoke maturusi uye zvimiro zvinobuda kubatanidza neIDE, mapaipi, uye REST-inoenderana masevhisi; zvese uchichengetedza hwindo rakakura remamiriro ezvinhu rinodzivirira kutema macodebases makuru.

Chii chinonzi Grok Code Fast 1 uye nei zvichikosha

Grok Code Fast 1 (modhi grok-code-fast-1) musiyano wakatarisana nemhuri Grok xAI-yakatarisana nekusimudzira mabasa: inogadzira mabasa, inogonesa algorithms, inobatanidza masisitimu uye, pamusoro pezvose, inoshanda se "pair programmer" ine zvishandiso (tsvaga, kuyedza, faira editing) uye transmissible kufunga kwekuongorora panguva yekuurayiwa.

Iyi nyanzvi inoisa pamberi pemademo maviri: interactive latency zvekushandisa mukati memupepeti/CI uye mutengo wakanaka pachiratidzo nokuda kwebasa repamusoro-soro. Kusiyana neruzhinji LLMs, chinangwa chayo hachisi chakazara multimodality, asi panzvimbo pekuroverera kutenderera kwekusimudzira: verenga, kurudzira, kuyedza, uye dzokorora nekupokana kudiki.

Chikuva chinomira pakuratidzira Kutepfenyura mitsetse yepfungwa uye inotsigira mafoni ekushanda uye yakarongeka yakabuda (JSON). Mukuita, izvi zvinoita kuti zvive nyore kuita otomatiki akawanda-nhanho zvishwe (tsvaga → gadzirisa → bvunzo → simbisa) ine token-level control uye traceability.

Panyaya yekushanda, nhamba dzakadai se ≈190 tokens/sekondi, nguva yekupedzisa mutsara pakarepo, isingasviki 1 s ye 5-10 mutsara mabasa, kumativi e 2-5 s ye 50 + mutsara zvikamu, uye 5-10 s nokuda kwekugadzirisa kukuru. Zvinoenderana neakagovana mabhenji, inodarika LLaMA-mhando yemhando muHumanEval uye inosvika 70,8% mumabhenji akadai seSWE-Bench-Verified.

 

Magadzirirwo ehunyanzvi anogonesa kumhanya

Muenzaniso unotsigira a hwindo remukati rinosvika 256.000 tokens, inobatsira kunwisa marepositori, zvinyorwa, uye hurukuro refu pasina truncation, kuderedza kuendesa kune mamwe mamiriro.

Chikuva chinoshanda prefix cache: Kana iwe uchidzokorora pamusoro peiyo imwe nheyo yekukurumidza, ma-cached tokens anoderedza mutengo uye latency (yakaderera cached token mutengo), inova yakakosha mune akawanda-nhanho agent inoyerera.

Uyezve, iyo Grok API inotsigira yakarongeka mudziyo/tsananguro dzebasa kudanwa panguva yekutsanangura; izvi zvinodzivirira hacks dzisina kusimba, inorerutsa kupatsanura, uye inobvumira akawanda maturusi kurongeka zvakanyanya nekuvimbika.

Mukushanda, sevhisi inoitirwa mu us-kumabvazuva-1 dunhu, chimwe chinhu chekuchengeta mupfungwa kana iwe uri optimize latencies muNorth America kana kuenzanisa pakati pevanopa nematunhu.

Mitengo, miganhu uye kuwanikwa

Iyo modhi inobhadhariswa pakushandisa nemitengo yakadhindwa senge $ 0,20/M zviratidzo zvekupinda, $ 1,50/M zviratidzo zvekubuda y $0,02/M ma tokeni akachengetwaIchi chirongwa chinofarira masesheni akareba ane anogara aine prefixes uye akawanda iterations.

Iyo yakashumwa default miganho ndeye 480 zvikumbiro paminiti y 2.000.000 tokens paminitiVanodzivirira kushungurudzwa uku vachigonesa kushandiswa kwakanyanya pachikwata kana CI level.

Kusiyana nemamwe mamodheru, Grok Code Fast 1 haisanganisire kutsvaga kwepamoyo: Iwe unofanirwa kupa ruzivo rwakakodzera uye data mukukurumidza kana kuburikidza nematurusi anotsanangurwa mu orchestration yako.

Kuenzaniswa kwemitengo kunopesana nemhando dzakakura kunoratidzwa mune yechitatu-bato zvinyorwa uye maforamu (semuenzaniso, GPT-5 yakabuda ≈ $18/M tokens ichienzaniswa nemadhora 1,50/M yeGrok CF1), iyo inosimbisa kumira kwayo mukati mabasa ekukura kwepamusoro-soro.

Zvinodiwa kuti uwane

Usati watanga chikumbiro chekutanga, iwe uchada a account yakabatana neX (xAI inosimbisa ne X zvitupa), uye nharaunda ine Python 3.8+, pip uye nharaunda inosiyana tsigiro yekubata kiyi yako zvakachengeteka.

Kuti uwane zvakananga, xAI inokoshesa SDK uye kutaurirana gRPC, iyo inovandudza kushanda; kana uchida REST, unogona kushandisa OpenRouter kana magedhi seCometAPI anofumura OpenAI-inoenderana endpoints.

Kana uchigadzira makiyi zviri nyore kutsanangura Strict ACLs (semuenzaniso, sampler:write permit) kuderedza zviito; izvi zvinoderedza nzvimbo yenjodzi kana chiziviso chikaburitswa kana nharaunda ikakanganiswa.

Mushure mekupedza kuseta, mhanya nekukurumidza SDK cheki ku simbisa kubatana uye mvumoKana ikatadza, tarisa network, ACLs uye package vhezheni.

Gadzira kiyi yeAPI muPromptIDE (xAI)

Kuwanikwa ide.x.ai Neakaundi yako yeX, vhura iyo menyu uye enda ku "API Keys". Kubva ipapo, tinya "Gadzira API Kiyi" uye gadzirisa ACLs zvinoenderana nezvauchaita neiyo modhi (kubva pakutanga kupedzisa kusvika kune yepamusoro maturusi mafoni).

Kiyi inoratidzwa kamwe chete, ikopa uye uichengetedze. Inokurudzirwa kuichengeta munzvimbo inoshanduka. XAI_API_KEY kudzivirira hardcoding zvakavanzika muma repositories.

Gare gare unozogona kanzura, tenderera, kana gadzirisa mvumo kubva papanera imwechete kana uchiida, semuenzaniso kana iwe ukaona kushandiswa kusinganzwisisike kana shanduko yebasa.

Nekutarisa kwekutarisa, mamwe maSDK anofumura nzira senge does_it_work(); shandisa izvi kuve nechokwadi kuti chokwadi uye chiyero dzakarurama usati waisa nguva mukubatanidzwa.

Kuisa uye kugadzirisa iyo xAI SDK

Isa iyo SDK ne pip kuisa xai-sdk, tumira kunze kwemamiriro ekunze nekiyi yako (export XAI_API_KEY=…) uye gadzira muenzaniso we Mutengi() muapp yako kuti utange.

Iyo SDK ine basa rekutonga gRPC zviri pachena, inotsigira kushandiswa kwepamusoro-soro kweasynchronous uye inokubvumira kusarudza muenzaniso nezita, semuenzaniso, "grok-code-fast-1".

Kana chimwe chinhu chikasapindura sezvawaitarisira, gadziridza mapakeji (pip), tarisa kubatana kwekambani uye tarisa scopes zvekiyi; zviitiko zvakawanda zvinobva kune mvumo isina kukwana.

Kana wangoshanda, unozokwanisa kugadzirisa ma parameter akadai tembiricha kana top_p kuenzanisa kusika maringe nekugadzirisa mukuyerera kwako.

REST kupinda neOpenRouter uye yechitatu-bato magedhi

Kana HTTP iri nani inokodzera zvivakwa zvako, OpenRouter inofumura OpenAI-style interface yakavakirwa pa "https://openrouter.ai/api/v1" uye matemplate se "x-ai/grok-code-fast-1". Ingobaya kiyi yako uye tsanangura mameseji ako.

Muenzaniso neOpenAI SDK rutsigiro, inobatsira standardize parameters pakati pevatengesi uye shandisazve zvishandiso zviripo (wedzera misoro senge HTTP-Referer kana iwe uchida kutarisisa kwekutanga).

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)

Kune zvakare vanopa vakadai se CometAPI iyo inoita senge REST bhiriji inoenderana neOpenAI uye nyora zvakafanana chirevo 256kMuenzaniso wakajeka une zvikumbiro ungaratidzika seizvi:

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())

Muzviitiko izvi, mitengo inoziviswa neaggregators kazhinji enderana ne xAI uye pasina mimwe miripo; gara uchisimbisa kuwanikwa, miganhu, uye mitsara inobvira pamupi wega wega.

Kushandiswa Kwepamusoro: Zvishandiso Zvakagadzirwa uye Zvinobuda

Iyo modhi inopenya muagenti inoyerera painogona daidza zvishandiso (bvunzo, linters, grep, git) uye batanidza mhedzisiro yavo muchirongwa chekuita. Tsanangura maturusi ako ane zita, tsananguro, uye paramita kuitira kuti injini isarudze nguva yekudzidaidza.

Kana uchida mhinduro dzinoita, batidza JSON mode (response_format type json_object) uye dhizaini yakanyorwa schemas yekusiyana, pfupiso, kana zvirongwa zvekugadzirisa; izvi zvinorerutsa kusimbiswa kwe otomatiki.

Gara uchisimbisa izvo maturusi ako anodzoka (semuenzaniso, bvunzo kubuda), bata zvikanganiso, uye shandisa exponential backoff Kana iwe uchimhanya muchiyero chechiyero, chinangwa ndechekuchengeta chirongwa → mhanya → simbisa loop yakagadzikana.

Kutenda kune 256k hwindo uye prefix cache, unogona kuchengeta hurukuro refu pafaira kana repo pasina kurasikirwa nemamiriro ezvinhu kana kukonzeresa akadzokororwa tokeni mari.

Kubatanidzwa neIDE uye masevhisi: Copilot, Cursor, Cline, Kilo Code

Grok Code Fast 1 yave kuwanikwa mukati IDE kubatanidzwa uye yechitatu-bato zvishandiso. Maonero paGitHub Copilot uye kuvapo mune mhinduro senge Cursor uye Cline inodudzwa, kunyangwe nenguva dzemahara dzekusimudzira.

Zvinoenderana neiyo GitHub changelog (08/26/2025), Copilot akazivisa yemahara preview yekuwana. kusvika Gunyana 10, 2025 (PDT); mamwe madhairekitori anotaura nezvemazuva epedyo (kunyangwe 2/09) uye, dzimwe nguva, modhi yacho yakaramba yakamisikidzwa seyemahara muinterface. Chinhu chakangwara kuita ndechekuti tarisa mukati memusarudzo yemuenzaniso kubva kuIDE kuratidza chimiro chazvino.

Vamwe vanobatana, senge Kilo Code (wedzero yeVS Code), vazivisa kuwana kwemahara kwenguva shoma (ishoma vhiki yekuburitswa), ne shandisa pasina miganhu inooneka mukutsinhana nekusarudza kugovera data yekushandisa kuvandudza modhi.

Chero zvazvingava, kana timu yako yatoshandisa Copilot/Cursor/Cline, zvakakodzera kuyedza kunyorera kwekuzvidira kana BYOK (uya nekiyi yako) uye kuyera latencies uye mhando mune ako chaiwo repos.

Yakakurudzirwa maitiro ekubatanidza

• IDE-kutanga-Shandisa mapfupi ekukurudzira anokumbira diki, inoyedzwa shanduko (gadzira chigamba, mhanyisa bvunzo, iterate). Chengetedza loop yakavharwa kupfupisa nguva yemhinduro.
• CI Automation: inoronga tsikidzi, inopa mazano ekugadzirisa, kana kugadzira bvunzo nyowani dzeyuniti; by mutengo/latency, Grok CF1 inokodzera mumhanyi kazhinji.
• Agent orchestration: inogonesa maturusi ane magadhi; inomhanyisa zvigamba munzvimbo dzekuyedza; zvinoda kuongorora kwevanhu mukuchinja kwakaoma; shandisa kufunga kunooneka kuongorora hurongwa.
• Kurumidza matipi:: pfuura mafaera chaiwo kana mahwindo mashoma, unofarira mafomati akataipa (JSON/diff), inorekodha mafoni uye mhedzisiro yekuberekesa.

Kuiswa kwakapetwa muzvikwata

Tevedzera chirongwa chekurera: vhiki 1-2, bvunzo dzega3-4, vatyairi vendege vasina njodzi; 5-6, tsanangura maitiro uye matemplate; 7-8, kutumirwa kwakafara nemametrics.

Inosanganisira yemhando yekutarisa:inounganidza pasina kukanganisaPane ngozi dzekuchengeteka dziri pachena here? Inosangana nemaitiro uye kuchengetedza zviyero?

Dzivisa kusarura kwakajairwa: usagovera kufunga kwakadzama, usadaro skip test, usafuratira chengetedzo kana kusiya zvirevo zvisina kujeka pasina mamiriro.

Kuyera kukanganisa nekumhanya metrics (nguva pabasa, tsikidzi dzakagadziriswa / chikamu), mhando (bug rate, kuchengetedza) uye kudzidza (zvakanakisa maitiro akafananidzwa).

Zvinyorwa pamusoro pekuwana mahara uye kuwanikwa

Nzvimbo dzakasiyana-siyana dzinoratidza nguva dze yenguva mahara kuwana yekubatanidza (Copilot, Cursor, Cline, Kilo Code). Windows yakataurwa inosanganisira Nyamavhuvhu 26 kusvika Gunyana 10, 2025 (PDT) yeCopilot, kana kukwidziridzwa kunotora vhiki imwe chete yevatambi vekutanga.

Sezvo mahwindo aya achichinja, tarisa iyo model selector muIDE yako kana zvinyorwa zvemutengesi. Kana iyo modhi yakanyorwa seyemahara, tora mukana weizvi kuongorora latency, kunaka uye mutengo isati yashandiswa zvakanyanya.

Kana iwe wakasara uine pfungwa imwe chete: Grok Code Fast 1 inovakwa kuti ishande seagile kodhi mubatsiri, ine kufunga kwekutsvaga, maturusi, uye yakarongeka yakabuda; kana iwe ukaronga zvakajeka zvinokurudzira, wedzera cache, uye yakachengeteka kubatanidzwa neACLs uye bvunzo, Iwe unogona kukurumidzira kutumira pasina kuwedzera mari. uye nekutonga kwegranular pane nhanho imwe neimwe.