- Ceev thiab cov ntsiab lus: Tsawg latency, qhov rais loj, thiab cov qauv tsim tawm rau cov dej ntws tawm.
- Kev koom ua ke: nkag los ntawm Copilot, Cursor, Cline thiab API (xAI, CometAPI, OpenRouter).
- Zoo: Cov lus qhia tshwj xeeb, qhov tseeb qhov txawv, thiab kev ruaj ntseg / kuaj xyuas.
- Shortcuts: Ctrl / Cmd + K ntawm Cursor, Tab thiab palette hauv VS Code kom ntws.
Yog tias koj siv programming assistant thiab xav paub yog vim li cas Keyboard shortcuts hauv Grok Code Fast 1, koj yuav xav paub tias nws qhov tseeb muaj peev xwm mus deb tshaj qhov hotkeys: peb tab tom tham txog kev ceev, cov ntsiab lus, cov cuab yeej hu, thiab rov qab ntws. Ntau tus neeg tsim tawm tau ntxhov siab vim lawv xav tias yuav ua khawv koob tam sim; qhov tseem ceeb, txawm li cas los xij, yog siv tus qauv thiab IDE zoo yog li ntawd qhov kev xav-test-kho lub voj voog yog ultra-nrhiav.
Tom qab txheeb xyuas qhov tseem ceeb ntawm cov qauv no, koj yuav pom yuav ua li cas coj kom zoo dua ntawm nws ob qho tib si qis latency xws li nws kev koom ua ke nrog IDEs (Copilot, Cursor, Cline), nws xAI API, thiab cov rooj vag sib xws. Ntxiv rau, peb suav nrog shortcuts thiab gestures rau siv txav ceev ceev hauv tus editor, cov qauv tam sim, kev ntsuas zoo, thiab cov phiaj xwm theem rau cov pab pawg uas xav tau txais nws yam tsis muaj teeb meem.
Grok Code Fast 1 yog dab tsi?
Grok Code Ceev 1 Nws yog tus qauv xAI tsom rau qis-latency encoding thiab kho cov nqi, tsim los ua haujlwm ua "pair programmer" uas nkag siab txog qhov chaw cia khoom, tawm tswv yim hloov pauv thiab hu rau cov cuab yeej (cov ntawv xeem, linters, editors) hauv tus neeg sawv cev ntws. Hloov chaw ntawm kev sib tw ua tus kws tshaj lij tag nrho, nws ua kom zoo rau qhov tseem ceeb rau peb txhua hnub: nyeem code, hloov kho, txheeb xyuas thiab rov ua dua yam tsis poob lub suab.
Qhov "tus neeg sawv cev" txoj hauv kev no txhais tau tias lub kaw lus tuaj yeem txiav txim siab yam cuab yeej hu, faib cov hauj lwm rau hauv substeps thiab rov qab cov txheej txheem tawm (JSON, diffs), thiab tseem nthuav tawm streaming laj thawj kab los tshuaj xyuas koj txoj kev npaj. Qhov no pob tshab, ua ke nrog ceev, ua rau nws zoo tagnrho rau pab hauv IDE thiab CI pipelines.

Kev ua tau zoo, latency thiab cov nqi: cov nuj nqis uas hloov qhov ntws
Lub npe "Fast" tsis yog ib qho kev tshwm sim: lub hom phiaj yog kom txo qis sib tham sib latency thiab tus nqi ib iteration. Ntau tiam neeg tau pom zoo heev (los ntawm kaum mus txog rau 100-190 tokens / sec (raws li cov kev ntsuam xyuas tau tshuaj xyuas) nrog cov lus teb uas "los rau hauv" thaum koj tseem nyeem cov lus qhia. Nyob rau hauv cov haujlwm editor ntau: kab tam sim ntawd, nta hauv tsawg dua 1 s, cov khoom hauv 2-5 s, thiab cov refactors loj dua hauv 5-10 s.
Nyob rau hauv tus nqi ib token, sib tw siv tus nqi yog hais tias: nkag nyob ib ncig ntawm $0,20 / M, tawm mus ncig $1,50 / M, thiab cached tokens ntawm tus nqi token (~ $ 0,02 / M). Qee cov npe sib piv rau cov qauv kim dua (piv txwv li, cov khoom siv thib peb tso cov kev xaiv tseem ceeb nyob ib ncig ntawm $ 18 / M ntawm kev tawm), underscoring Grok qhov kev tsom mus rau pheej yig thiab nquag iterations.
Hauv cov qauv ntsuas, cov txiaj ntsig ntawm ib puag ncig 70,8% ntawm SWE-Bench-Verified. Thaum tsis obsessing tshaj cov ntaub ntawv hluavtaws, tus qauv tsim qhov tseem ceeb ntawm kev xa tawm thiab latency rau cov cuab yeej ceev ceev thiab kho.
Agentive capacities: cov cuab yeej, cov ntsiab lus thiab cov cim ntawm kev xav
Grok Code Fast 1 los txog rau muaj nuj nqi hu thiab cov qauv tsim tawm, nrog kev txhawb nqa rov qab JSON thiab qhov tseeb qhov sib txawv. Thaum streaming hom qhib, koj tuaj yeem nthuav tawm kev xav nruab nrab (reasoning_content) uas pab tshawb xyuas cov phiaj xwm, rov tsim dua thiab muab guardrails.
Lub ntsiab lus teb qhov rais yog dav heev (nrawm hais txog mus txog 256k ua), uas tso cai rau koj kom "txuag" ib feem loj ntawm repo nyob rau hauv koj lub taub hau thiab tswj kev sib tham ntev yam tsis muaj truncating. Tsis tas li ntawd, lub platform siv ua ntej cache rau kev rov hais dua hauv ntau cov kauj ruam ntws, txo qis latency thiab nqi hauv kev sim thiab thaj voj voog.
Yuav nkag li cas: Copilot, Cursor, Cline, Native API thiab Gateways
Hnub no koj tuaj yeem siv Grok Code Fast 1 hauv ntau txoj hauv kev. Thaum qee lub sijhawm tso tawm, nws tau muab nkag mus dawb ib ntus nrog cov neeg koom tes. Cov kev xaiv no sawv tawm:
- GitHub Copilot (kev yeem saib ua ntej; muaj qhov rais pub dawb kom txog rau thaum cov hnub tshwj xeeb xws li Lub Cuaj Hli 2nd): qhib koj lub IDE, hloov kho Copilot, mus rau tus qauv xaiv thiab xaiv "Grok Code Ceev 1". Pib ntaus ntawv thiab xyuas qhov latency.
- IDE Cursor (kev sim pub dawb tau hais kom txog rau thaum lub Cuaj Hlis 10): download Cursor, mus rau cov qauv teeb tsa thiab xaiv Grok Code Ceev 1. Zoo tagnrho rau kev sib tham hauv-editor thiab coj refactoring.
- Cline (extensions, kuj nrog dawb campaigns mus txog rau lub Cuaj Hli Ntuj 10): nruab, configure cov cuab yeej, xaiv lub Grok Code Fast 1 qauv thiab validates nrog ib tug yooj yim thov.
- xAI Direct API: Tsim ib tus account, tsim tus yuam sij hauv lub console, thiab txuas mus rau qhov kawg. Cov nom SDK siv gRPC, nrog asynchronous neeg siv thiab kev txhawb nqa rau streaming + kev xav.
- Pasarelas zoo li CometAPI lossis OpenRouter: lawv nthuav tawm kev sib raug zoo OpenAI/REST style thiab pab BYOK (nqa koj tus kheej tus yuam sij) thaum koj pawg tsis siv ib txwm siv gRPC.
Hauv xAI API, kev siv txwv ntawm qhov kev txiav txim ntawm 480 RPM y 2M TPM, kev ua haujlwm hauv mus-east-1, thiab tsis muaj kev tshawb nrhiav nyob (muab cov ntsiab lus tsim nyog hauv qhov tam sim ntawd). Kev koom ua ke nrog Git thiab grep/terminal/file editing type tools.
Pib zoo meej: To-Do app thiab lub voj voog uas tswj tau zoo
Txhawm rau kom tau txais kev pib zoo, tsis txhob sim microservices epic. Pib nrog ib yam dab tsi. me me, meej thiab kuaj tau, piv txwv li cov npe yuav tsum ua hauv React nrog ntxiv, tshem tawm, thiab kos npe ua tiav siv cov hooks niaj hnub thiab huv si.
Thaum koj tau txais thawj tsab ntawv, tsis txhob luam thiab muab tshuaj. Ua ib nco ntsoov xyuas: Nyeem cov qauv, nrhiav cov teeb meem pom tseeb, sim cov hauv paus, thiab sau ntawv rau kev txhim kho.
- Iterate nyob rau hauv luv luv rounds: ntxiv cov tswv yim validation, yeej nrog hover teebmeem, pheej mus localStorage, thiab optionally qhia qhov tseem ceeb.
- Zam kev thov loj: thov kev txhim kho me me, chainedTus qauv teb zoo dua thiab koj tswj lub drift.
Prompt engineering: tshwj xeeb yeej
Ib qho kev ceeb toom tsis zoo li "kho nws” tsis tshua muaj neeg ntaus lub cim, qhia meej nrog cov ntsiab lus, version, cov cai, thiab cov ntawv tso tawm. kev ua tau zoo siv memo thiab txo qis rov ua dua,” lossis “Email validation tsis ua rau qhov yuam kev; cov lus yuav tsum tau muab tso tawm yog tias hom ntawv tsis raug. "
Raws li txoj cai ntawm tus ntiv tes xoo: nqa cov ntaub ntawv cuam tshuam, project outline thiab piv txwv. Thiab nug cov qauv tsim (JSON, sib koom ua ke sib txawv) thaum koj mus rau txiav validate hauv CI.
Metrics uas tseem ceeb: ceev, zoo, thiab kev kawm
Ntsuas los txhim kho. Nyob rau hauv ceev, tswj lub lub sijhawm ua haujlwm, cov kab muaj txiaj ntsig hauv ib teev thiab qhov tsis raug kho ib zaug nrog kev pab los ntawm AI. Hauv kev ua tau zoo, saib cov lus teb los ntawm code review, kab mob tus nqi nyob rau hauv generated code thiab kev ruaj ntseg. Hauv kev kawm, nws sau cov ntsiab lus tshiab, kev coj ua zoo tshaj plaws thiab daws teeb meem ceev.
Consolidating sai templates, cov ntsiab lus cov tsev qiv ntawv, thiab kev sib koom tes kev kawm (sib koom ua tau zoo thiab tsis ua hauj lwm) muab rau koj ib tug txhim khu kev qha compound tsis tu ncua. Tshawb xyuas thiab hloov kho txhua qhov tshiab ntawm tus qauv.
API thiab ecosystem: gRPC SDK, CometAPI, OpenRouter thiab kuaj
Txoj kev luv yog ua nrog xAI SDK (pip nruab, async client). Export koj qhov tseem ceeb ib puag ncig hloov pauv thiab siv cov sampler nrog kwj los saib tokens thiab kev xav. Txhais cov cuab yeej (run_tests, apply_patch) thiab tso cai rau lawv cov lus thov; sau lub voj npaj → khiav → txheeb xyuas rau CI.
Yog tias koj ib puag ncig xav tau REST, cov kws kho mob xws li CometAPI o QhibRouter Lawv muab cov ntsiab lus kawg sib xws nrog OpenAI-style cov neeg siv khoom, thaum tuav cov qauv ntawv (grok-code-fast-1) thiab cov ntsiab lus loj. Rau kev sim API, cov cuab yeej zoo li Apidog pab cov ntaub ntawv, automate assertions, thiab qhia specifications.
Pab tau keyboard shortcuts thiab gestures hauv IDE
Cov lus nug mus los ntawm cov keyboard luv luv, yog li cia peb nkag mus rau lub ntsiab lus nrog cov tswv yim zoo tshaj plaws hauv ib puag ncig uas Grok Code Fast 1 feem ntau nyob:
- Cursor: Qhib kev sib tham nrog embedded Ctrl+K (Windows/Linux) los yog Cmd + K (macOS). Xaiv cov cai thiab tso tawm cov ntsiab lus hais kom tsis txhob tawm hauv cov ntaub ntawv. Txais lossis ntxig cov lus teb hauv kab los tswj kom pom tseeb.
- VS Code + Copilot (Grok saib ua ntej): Qhib cov lus qhia thiab lees txais cov lus pom zoo nrog Tab; siv Ctrl + Chaw yuam kev tawm tswv yim. Siv lub palette (Ctrl+Shift+P) kom hloov cov qauv sai sai thaum muaj.
- Cline: siv hais kom ua bar Editor thiab sab vaj huam sib luag shortcuts rau kev ua haujlwm nquag (nrhiav, kho, siv tau). Muab cov kev cai luv luv hauv cov chaw kho kom raug.
- Transversal ua kom yuam kev: txhais cov snippets sai thiab tus kheej shortcuts los ntawm IDE los muab tshuaj txhuam rau ntawm ya (piv txwv li, "kev sib koom ua ke piav qhia thiab qhia"), thiab daim ntawv qhia lees txais / lub voj voog cov lus qhia rau cov yuam sij uas yooj yim rau koj.
Txawm hais tias qhov luv luv yog nyob ntawm IDE thiab koj daim ntawv qhia tus kheej, txais yuav ib qho kev sib txuas ua ke xws li Ctrl/Cmd+K, Tab thiab cov lus txib palette txuag koj clicks thiab khaws cov flow xeev (yog tias koj ua haujlwm hauv VM thiab muaj teeb meem nrog nws keyboard hauv VirtualBox).
Tej teeb meem thiab lawv cov kev daws teeb meem
Yog koj pom lus txhais (ntshuam los yog tsim cov tsev qiv ntawv), kho qhov tam sim ntawd nrog cov qauv tshwj xeeb thiab APIs, thiab siv tau tawm tsam cov ntaub ntawv raug cai. Yog hais tias lub ntsiab lus poob luv nyob rau hauv loj monorepos, xyaum xaiv nthuav qhia: Qhib cov ntaub ntawv cuam tshuam, muab cov khoom tawg yooj yim, thiab sau cov kev cia siab ntawm cov modules.
Rau cov txiaj ntsig dhau los, txwv qhov peev txheej: "muab ib qho haujlwm <20 kab"los yog "piav hauv 3 lub mos txwv." Thiab tsis txhob muab koj txoj kev nkag siab: nug rau piav qhia txog kev daws teeb meem, nws complexity thiab lwm txoj kev; nws siv AI ua tus cob qhia thiab cov phooj ywg programmer, tsis yog lub thawv dub.
Muab, zej zog thiab kev txhawb nqa
Thaum lub community launch peb tau pom cov phiaj xwm nrog acceso gratuito los ntawm cov neeg koom tes (Copilot, Cursor, Cline, Roo Code, Kilo Code, opencode, Windsurf) rau lub sijhawm txwv, thiab cov peev txheej lag luam: kev sib tham txog kev sib tham, cov zej zog neeg tseem ceeb thiab kev pabcuam automation nrog AI. Yog tias koj lub koom haum muaj kev nkag siab txog kev ceev ntiag tug thiab kev ua raws cai, tshuaj xyuas cov cai (tseem hu ua metadata logging, kev zais tsis pub lwm tus paub, BYOK thiab cov ntaub ntawv cais tawm) ua ntej nthuav dav siv.
Pab tau thiab ceev FAQ
- Thaum twg yog qhov kev txhim kho pom tau? Ntau tus devs pom qhov nce hauv kev tsim khoom hauv lub primera semana yog tias lawv ua haujlwm nrog luv luv thiab rov ua dua.
- Nws puas haum rau cov pib tshiab? Yog lawm. Tus yuam sij yog kawm los ntawm cov code generated (nug explicaciones, complexities thiab lwm yam) thiab tsis luam yam tsis to taub.
- Kuv yuav txhawb pab pawg li cas? Qhia me me yeej: CRUD lub sij hawm txuag, tsim cov kev sim, refactors nrog meej diffs. Cia cov txiaj ntsig hais rau lawv tus kheej.
- Puas yog nws tsim nyog rau kev tsim khoom? Nrog tshuaj xyuas thiab kuajYog lawm. Tsim QA, kev ruaj ntseg, thiab tshuaj xyuas cov cai ua ntej kev sib koom ua ke.
- Qhov zoo tshaj plaws thawj qhov project? Yooj yim CRUDs, lub laij lej lossis ua apps nrog rau hauv zos persistence thiab yooj yim validation.
Rau cov lus nug sib piv: Grok khiav zoo li vwm hauv lub sijhawm teb thiab hla dhau; cov qauv sib tw feem ntau muaj ntau qhov laj thawj thiab pom kev. Kev sib txuas ob qho tib si hauv lub raj xa dej (ceev → optimize / piav qhia) ua haujlwm zoo li ntxim nyiam.
Tag nrho cov saum toj no txhais ua qhov tseeb qhov tseeb: yog tias koj siv txoj hauv kev kom txhob txwm ua (cov lus qhia, cov ntsiab lus tseem ceeb, kev siv lub voj voog thiab ntsuas), Grok Code Fast 1 dhau los txhua hnub accelerator uas pab koj rov hais dua ntau dua, ua tsis tau sai dua, thiab tau txais yam zoo dua, tsis muaj kev tswj xyuas lossis kev txiav txim siab.
Tus kws kho tshwj xeeb hauv kev siv thev naus laus zis thiab teeb meem hauv internet nrog ntau tshaj kaum xyoo ntawm kev paub hauv cov xov xwm sib txawv. Kuv tau ua haujlwm ua tus editor thiab tus tsim cov ntsiab lus rau e-lag luam, kev sib txuas lus, kev lag luam online thiab cov tuam txhab tshaj tawm. Kuv kuj tau sau rau ntawm kev lag luam, nyiaj txiag thiab lwm cov vev xaib. Kuv txoj hauj lwm kuj yog kuv lub siab nyiam. Tam sim no, dhau ntawm kuv cov ntawv hauv Tecnobits, Kuv sim tshawb nrhiav txhua yam xov xwm thiab lub cib fim tshiab uas lub ntiaj teb kev siv tshuab muab rau peb txhua hnub los txhim kho peb lub neej.

