Qhov zoo tshaj plaws keyboard shortcuts hauv Grok Code Fast 1 rau kev pab cuam sai dua

Yog tias koj siv AI tus pab cuam rau kev pab cuam thiab xav tias lawv tuav koj rov qab tsis yog pab koj, koj yuav xav paub tias lawv yog dab tsi. Qhov zoo tshaj plaws keyboard shortcuts hauv Grok Code Fast 1. Lub cuab tam ultra-ceev no yog tsim los rau lub ntiaj teb coding workflows tiag tiag, nrog tsawg latency, nplua nuj ntsiab lus, thiab kev pab txhawb nqa.

Txoj kev tshav ntuj tsis yog tias "nws mus nrawm heev", nws yog qhov ntawd Qhov ceev ntawd haum rau tus tsim tawm lub voj voog ntuj: Nyeem, kho, sim, thiab rov ua dua. Nrog rau lub qhov rais loj loj (txog 256k tokens) thiab muaj nuj nqi / cuab yeej hu, Grok tuaj yeem tshuaj xyuas ntau cov ntaub ntawv, tawm tswv yim hloov pauv, khiav kev xeem, thiab pab koj iterate ntau fluidly tshaj ib tug generic tham.

Grok Code Fast 1 yog dab tsi?

xAI has fine-tuned Grok Code Ceev 1 zoo li ib tug low-latency thiab low-coding model, optimized rau kev koom ua ke rau hauv IDEs thiab CI / CD pipelines. Nws tau tsim los ua "tus khub programming" uas tsis yog ua tiav cov kab, tab sis kuj nkag siab cov hom phiaj, npaj subtasks thiab launches cov cuab yeej xws li linters, search engines los yog unit tests.

Nws lub hom phiaj yog nyob rau ob axes: kev sib cuam tshuam heev (cov lus teb hauv vib nas this lossis tsawg dua) thiab kev lag luam token. Es tsis txhob mus nrhiav tag nrho cov multimodality, saib xyuas qhov ua rau mob siab tshaj plaws nyob rau hauv ib hnub-rau-hnub: txo qis tos, tswj kev puas siab puas ntsws thiab ua txhua qhov iteration raug nqi me ntsis hauv lub sijhawm thiab nyiaj txiag.

Cov Ntsiab Cai Ua Haujlwm: Latency, Ntsiab Lus, thiab Tus Nqi

Hauv kev soj ntsuam, Grok qhia txog ib qho yuav luag instantaneous teb rau autocompletions thiab tsawg dua ib tug thib ob rau luv zog (5-10 kab), tawm ntawm 2 thiab 5 vib nas this thaum tsim cov ntaub ntawv loj, thiab 5-10 vib nas this rau ntev refactorings. Qhov no txhais ua lub IDE NW nyuam qhuav "tshem" thaum koj txav los ntawm txoj cai.

Ntxiv rau nws qhov ceev, nws sawv tawm rau nws 256k token ntsiab lus qhov rais: tso cai rau koj mus noj cov codebases loj yam tsis tau txiav tawm qhov tseem ceeb, nrog prefix caching uas tsis txhob reprocessing tib yam dua thiab tshaj nyob rau hauv ntau kauj ruam ntws. Vim yog tus nqi, ntau cov npe taw qhia rau cov nqi sib tw heev piv rau cov generalists loj.

Nyob rau hauv pej xeem metrics thiab tus khub qhia, cov nuj nqis xws li ~ tau raug hais70,8% ntawm SWE-Bench-Verified thiab tso zis throughputs nyob ib ncig ntawm 90-100+ tokens/sec, txaus rau nyob editing kev paubLub hom phiaj tsis yog "tus ntse tshaj" nyob rau hauv txhua qhov kev ntsuas, tab sis yog qhov ua tau zoo tshaj plaws ntawm cov keyboard tiag.

Agentive peev xwm thiab cov qauv tsim tawm

Qhov txawv ntawm classic autocomplete yog nyob rau hauv lub koom haum: haiv neeg muaj nuj nqi hu, ntaus JSON cov zis tawm, thiab tshuaj xyuas cov kwj tawm cov ntsiab lus pom. Hauv kev xyaum, Grok tuaj yeem txiav txim siab seb lub cuab yeej sab nrauv twg los hu (khiav kev sim, nrhiav cov ntaub ntawv, siv thaj ua rau thaj), pom qhov tshwm sim thiab txuas ntxiv rov ua dua nrog cov lus qhia ntawd.

Qhov no qhib qhov rooj rau cov xwm txheej xws li kev kho tus lej kho, kev tshuaj xyuas ntawm cov chaw khaws khoom loj, tiam ntawm PRs nrog qhov sib txawv thiab robust cycles plan →execute → verifyLub pob tshab ntawm nws txoj kev xav pab tshawb xyuas thiab tswj tus pab cuam tus cwj pwm hauv kev xav tau cov ntsiab lus.

Nkag mus: Copilot, Cursor, Cline thiab Direct API

Hnub no koj tuaj yeem sim Grok Code Fast 1 txog kev sib koom ua ke hauv IDEs thiab API nkag. Ntau lub platform tau muab cov qhov rais saib ua ntej pub dawb: GitHub Copilot (opt-in preview), Cursor, thiab Cline, nrog rau CometAPI lossis OpenRouter hom rooj vag thaum koj nyiam OpenAI-tshaj REST es tsis yog haiv neeg SDK/gRPC.

Common nkag mus: xAI Direct API (https://api.x.ai) nrog tus yuam sij los ntawm console thiab Bearer authentication; IDE cov koom tes (Copilot, Cursor, Cline) nrog cov qauv ua kom ua haujlwm hauv cov chaw; thiab cov kev taug kev catwalk (CometAPI/OpenRouter) uas normalize tsis tau yog tias koj pawg twb siv OpenAI-style neeg.

Tus nqi, tus nqi txwv thiab cheeb tsam

xAI tus nqi them rau ib qho token nrog pheej yig nkag (~$0,20/1M), tawm (~ $ 1,50 / 1M) thiab cached tokens (~$0,02/1M), raws li cov ntaub ntawv thiab cov lus qhia qhia los ntawm zej zog. Qhov no haum nrog intensive iteration ua hauj lwm nyob rau hauv uas lub prefix reused ntau.

Hauv kev txwv kev siv, qhov tseem ceeb xws li: 480 RPM y 2M TPM, haum rau cov pab pawg siab thiab CIs ntev npaum li kev tswj hwm kev sib raug zoo. Tus qauv ua haujlwm hauv peb-sab hnub tuaj-1 qis latency rau cov neeg siv North American, nrog rau xAI hloov tshiab.

Yuav pib li cas nrog koj IDE: los ntawm xoom mus rau kev tsim khoom

Yog tias koj twb siv Copilot, Cursor, lossis Cline, qhib cov qauv hauv kev xaiv AI. Hauv Cursor, piv txwv li, koj tuaj yeem qhib chaw, xaiv qhov Grok Code Fast 1 qauv thiab, yog tias tsim nyog, txuas koj tus yuam sij xAI (BYOK). Tsis pub dhau tus editor, kev sib tham feem ntau yog pib nrog Ctrl + K / Cmd + K thiab los ntawm qhov ntawd koj nug txog kev ua haujlwm tiam, refactoring lossis debugging.

Pib kev pom zoo: "to-do list" project hauv React. Nug ib qho kev tivthaiv nrog ua tiav ntxiv / tshem tawm / kuaj xyuas, cov hooks niaj hnub, thiab cov qauv yooj yim. Thaum nws rov qab code, txhob copy thiab paste yam tsis tau saib: nyeem cov qauv, sim cov hauv paus ntsiab lus thiab taw qhia kev txhim kho.

Kev taw qhia Iteration: Los ntawm Yooj Yim rau Loj

Es tsis txhob aiming rau perfection thawj zaug, mus nyob rau hauv rounds. Piv txwv li: R1 ntxiv input validation; R2 hover cuam tshuam; R3 chaw cia khoom; R4 qhov tseem ceeb ntawm txoj haujlwm. Qhov no mus kom ze rau chained micro-kev txhim kho ua haujlwm zoo dua li qhov loj heev monolithic sai.

Qhov zoo ntawm qhov tam sim no tseem ceeb. Es tsis txhob "kho cov kab laum," qhia: "Email validation ua tsis tau tejyam; qhia ib tug yuam kev txog ib tug invalid hom ntawv.". Los yog hauv kev ua haujlwm: "Optimize re-renders los ntawm kev siv memo thiab nqa lub xeev tsuas yog qhov tsim nyog. " Cov lus thov tshwj xeeb rov qab los cov txiaj ntsig tshwj xeeb thiab muaj tseeb.

Cov lus pom zoo thiab tej yaam num

Grok ua tau zoo tshwj xeeb hauv TypeScript/JavaScript, Python, Java, Rust, C ++ thiab MusLos ntawm React thiab Node, mus rau Caij Nplooj Ntoos Hlav, scrapers, yooj yim ML, lossis automation tooling. Qhov tsim nyog yuav tau ua yog pib nrog hom lus koj twb paub lawm thiab ntsuas qhov nyuaj thaum koj nkag siab lawv "txoj kev xav."

Rau cov pab pawg, nws kev koom ua ke nrog cov cuab yeej txhim kho (grep, davhlau ya nyob twg, kho cov ntaub ntawv) thiab IDEs nrov ua rau nws haum rau kev siv txhua hnub, tsis yog rau demos xwb.

Cov keyboard shortcuts muaj txiaj ntsig hauv VS Code / Cursor nrog Grok

Txij li thaum Grok nyob rau hauv koj tus editor, mastering shortcuts yog sai dua. Los ntawm lub neej ntawd hauv VS Code / Cursor: Ctrl + K / Cmd + K qhib kev sib tham ua ke; Ctrl+Enter/Cmd+Enter xa xov; Shift+Nkaus inserts kab tawg tsis xa; Ctrl + Ua haujlwm + P / Cmd + Ua haujlwm + P qhib cov lus txib palette los hloov cov qauv lossis ua haujlwm.

Lwm yam tseem ceeb: Ctrl+` qhia / zais lub davhlau ya nyob twg built-in; Ctrl+/ tawm tswv yim/tsis pom; F2 rename cov cim; Alt+Nyem rau ntau tus cursors. Yog tias koj siv Copilot Chat: Ctrl+Kuv / Cmd+Kuv (nyob ntawm koj qhov chaw) qhib kev sib tham sab. Kho cov shortcuts hauv Preferences yog tias koj muaj ES keyboard.

Zoo, kev nyab xeeb thiab style: daim ntawv teev npe tseem ceeb

Ua ntej koom ua ke AI cov txiaj ntsig, mus rau hauv cov npe luv: compiles tsis yuam kev? Puas muaj kev nyab xeeb txaus ntshai? Puas yog nws nyeem tau thiab khaws tau? Nws puas ua raws li cov qauv qhia? Nws puas suav nrog cov lus pom txaus? Cov lim no zam cov nuj nqis technical thiab ua kom muaj kev ntseeg siab ntxiv ntawm pab neeg nyob rau hauv lub wizard.

Feem ntau yuam kev thiab kev daws teeb meem: kev vam khom ntau dhau (xyuas txhua yam), tsis muaj cov ntsiab lus (muab cov ntaub ntawv thiab versions), tsis nco qab kev ruaj ntseg (validates daim pib thiab secrets), tsis txhob sim (kev ntsuam xyuas ua ntej sib koom ua ke) thiab style tsis sib xws (yuav tsum tau linters/formatters).

Phaseed deployment hauv pab pawg

Ib txoj kev npaj txhua lub limtiam ua haujlwm zoo: S1-2 kev xeem tus kheej, qhia cov kev tshawb pom; S3-4 pilot project tsis tshua muaj kev pheej hmoo, ua khub ntawm cov laus thiab cov neeg tuaj tshiab; S5-6 kev koom ua ke rau hauv cov txheej txheem (cov lus qhia, kev tshuaj xyuas tshwj xeeb rau AI code, sib qhia cov lus qhia thiab cov qauv); S7-8 kev xa tawm tag nrho nrog kev soj ntsuam tas li.

Qhov kev sib tw no zam kev tsis lees paub, tsim sab hauv champions thiab sau cov kev coj ua zoo tshaj plaws ntawm txoj kev. Txhawb qhov no nrog kev cob qhia kev ruaj ntseg thiab kev tshuaj xyuas ntawm AI-thov hloov pauv.

xAI Native API thiab REST Alternatives

XAI API nthuav tawm Grok dhau Tus kheej SDK (gRPC) nrog kev txhawb nqa streaming thiab "kev ua kom pom tseeb". Yog tias koj pawg xav tau OpenAI-style REST, rooj vag zoo li CometAPI u QhibRouter muab compatibility (chat/completions), model =»grok-code-fast-1″ thiab cov ntsiab lus mus txog 256k.

Cov kev coj ua zoo: txhais cov cuab yeej / kev ua haujlwm nrog daim duab meej (npe, piav qhia, tsis), nug response_format=json thaum koj xav tau tsis siv neeg parsing thiab teev txhua lub cuab yeej hu rau reproducibility. Ua yuam kev, thov kev poob qis exponential thiab RPM / TPM txwv kev saib xyuas.

OpenRouter, CometAPI thiab Apidog hauv koj cov dej ntws

Yog tias koj tsis tuaj yeem siv xAI SDK, OpenRouter tso cai base_url thiab koj tus kheej tus yuam sij nrog OpenAI tus neeg siv khoom; CometAPI ua tus choj nrog txhawb qhov kawg, muaj txiaj ntsig zoo hauv kev tsim qauv lossis kev lag luam ib puag ncig nrog cov cai nruj.

Rau kev sim thiab cov ntaub ntawv, Apidog ua kom yooj yim thov sau, ib puag ncig hloov pauv, authentication thiab tiam ntawm cov ntaub ntawv nyob; zoo tagnrho rau pab pawg uas qhia specs thiab xav automate cov ntawv cog lus kuaj ntawm JSON cov zis.

Kev ua tau zoo, architecture thiab kev txwv tam sim no

Ntxiv rau nws cov kev siv tau ntawm cov cim qhia siab thiab txhoj puab heev caching (siab hit ratios ntawm cov neeg koom tes), Grok siv ib tug sib tov ntawm cov kws txawj thiab latency-optimized pab tswv yim. xAI prioritizes ceev thiab orchestration ntawm cov cuab yeej tshaj qhov qhab nia siab tshaj plaws hauv txhua qhov kev ntsuas.

Kev txwv: tsis muaj qhov pom kev pom tam sim no (Claude nyeem cov duab), thiab tuaj yeem ua tau hallucinating npe ntawm cov khw muag ntawv Hauv cov xwm txheej niche, kev kho yog los qhia cov qauv thiab txheeb xyuas cov ntaub ntawv raug cai. Rau loj monorepos, xaiv cov ntsiab lus tseem ceeb thiab summarizes lub accessory kom ua kom pom tseeb.

Cov teeb meem ib txwm muaj thiab cov kev daws teeb meem sai

• Cov lus teb tsis sib xws: nug cov lus qhia tshwj xeeb ntxiv thiab kho cov versions.
• Kev koom ua ke tsis zoo nrog koj lub hauv paus: qhia cov repo qauv thiab cov ntaub ntawv tseem ceeb.
• Deprecated method: qhia cov kev coj ua zoo tshaj plaws tam sim no thiab lub tsev qiv ntawv versions.
• Kev tawm mus ntev thiab dhau mus: txwv ntau thiab ntev ntawm qhov tshwm sim.

Thaum authentications ua tsis tiav los yog cov zis raug txiav tawm, kos tus yuam sij ACLs, max_len thiab cov ntsiab lus txwv. Rau SDKs, hloov kho kev vam khom thiab pab kom gRPC nkag. Yog tias cov cim tsis meej pem, nug cov lus piav qhia yooj yim ua ntej code.

Keyboard thiab cwj pwm: productivity multipliers

Ua ke Grok nrog koj cov shortcuts thiab cwj pwm: cov lus txib palette hloov tus qauv los yog ntxig snippets; integrated davhlau ya nyob twg los khiav kev xeem yam tsis tau tawm ntawm qhov pom; thiab linters/formatters hauv pre-commit rau standardize cov style los ntawm AI-tsim code.

Nyob rau hauv ob kwj nrog Claude, xyaum tam sim forking: Grok ua ntej rau cov cua ntsawj ntshabClaude tom qab rau kev piav qhia / optimization; muab tshuaj txhuam nws qhov kev tshuaj ntsuam raws li "piav-coj" hauv PR, thiab khaws Grok qhov sib txawv huv si thiab ciam teb.

Kev ceev ntiag tug, kev ruaj ntseg thiab kev tswj hwm

Saib xyuas xAI, Cursor, lossis Copilot cov ntaub ntawv txoj cai: lawv siv li cas koj snippets, yog tias lawv cob qhia nrog lawv thiab kev xaiv kev lag luam (kev cais tawm, on-prem). Hauv cov haujlwm tswj hwm, ua raws li kev cai (GDPR, HIPAA) thiab siv ruaj ntseg tswj xyuas (ib puag ncig variables, vaults, rotation).

Kev tswj hwm hnyav npaum li qhov ua tau zoo: txhais tib neeg txheeb xyuas qhov pib Rau cov kev hloov pauv hloov pauv, teev cov cuab yeej hu thiab khaws cov khoom qub (patch, cav) rau kev tshuaj xyuas.

Nrog tus qauv ua kom txav mus "ntawm koj lub nrawm" hauv tus editor, ib qho puv tes kawm tau zoo shortcuts thiab meej prompts, leap hauv productivity yog tangible. Kev sib xyaw ua ke ntawm qis latency, cov ntsiab lus loj, thiab cov cuab yeej ua haujlwm ua rau Grok Code Fast 1 yog qhov siv tau txhua hnub tus khub: nrawm thaum prototyping, meej thaum nws los txog rau iterating, thiab pob tshab txaus los sib txuas seamlessly rau hauv koj cov txheej txheem.