Uyifaka njani iKhowudi yeGrok ngokukhawuleza 1 kwiWindows 11: Indlela yokuKhokela

Ukuba usebenza ngaphakathi Windows 11 kwaye ujonge indlela yokwenyani yokukhawulezisa uphuhliso lwakho IA, IKhowudi ye-Grok ngokukhawuleza 1 ingaba ngumhlobo wakho omhle. Lo mzekelo we-xAI ulungelelaniswe kwinkqubo ngesantya esipheleleyo, kunye ne-latencies ephantsi kakhulu, iindleko eziqinileyo, kunye nesitayela "esifana ne-agent" esilungele ukudibanisa kwii-IDE, iipayipi, kunye nee-wizard eziphindaphinda ngokukhawuleza.

Kwesi sikhokelo, ndichaza indlela yokuyivula kunye nokuyisebenzisa Windows 11 ngeendlela ezininzi: iGitHub Copilot, iCursor, iCline, ukufikelela ngokuthe ngqo nge-xAI API (gRPC SDK), kunye nokuhambelana kwe-REST nge-OpenRouter. Kwakhona, uya kubona amaqhinga yezaziso, imizekelo yokwenyani, amaxabiso, imida yokusetyenziswa, kunye nezisombululo kwiingxaki eziqhelekileyo, kunye neengcebiso zokhuseleko, umgangatho kunye nokuthunyelwa kweqela.

Yintoni iGrok Code Fast 1 kwaye kutheni ibalulekile Windows 11?

I-Grok Code Fast 1 (imodeli ye-"grok-code-fast-1") yimodeli entsha ye-xAI egxile kuyo. inkqubo, eyenzelwe ukuhamba ngokukhawuleza komsebenzi kunye nezixhobo ze-arhente. Yenzelwe ukuvelisa ikhowudi, ukulungisa ingxaki, ukucwangcisa utshintsho kunye nokubiza imisebenzi yangaphandle. (izixhobo) ezinengqiqo ebonakalayo necwangcisiweyo onokuthi uyilandele kwaye uyilungelelanise.

Ngokwenza, amandla ayo amakhulu sisantya kunye neendleko zomqondiso ngamnye. Ixhasa iifestile zomxholo omkhulu kakhulu (ukuya kuma-256.000 amathokheni kubaboneleli abaxhaswayo)NONE Ikwagqwesa ngokufutshane, ukuphindaphinda rhoqo: endaweni yokucela yonke into ngexesha elinye, kungcono ukuyinika iimicrotasks ezibotshelelweyo.

Kukho ezinye iinkcukacha ezifanelekileyo zobugcisa ukucwangcisa ukusetyenziswa kwayo. Inkonzo isebenza nge-latency ephantsi (ummandla we-us-east-1) kwaye inikezela ngamaxabiso akhuphisanayo: Amathokheni angenayo kwi-$ 0.20 / M, amathokheni aphumayo kwi-$ 1.50 / M, kunye namathokheni agcinwe kwi-$ 0.02 / M. Imida yereyithi ibekwe ngokuqhelekileyo kwizicelo ze-480 ngomzuzu kunye namathokheni angama-2.000.000 ngomzuzu, onokuthwala imithwalo ephezulu.

Inqaku elinye ekufuneka ligcinwe engqondweni: Imodeli ayilwenzi bukhoma uphendlo lwewebhuUkuba ufuna ulwazi lwangaphandle, kufuneka uzinikeze ngokwakho ngokukhawuleza okanye uqhagamshele kwisixhobo esikufunela yona. Oko kuthethiweyo, kwiibenchmarks zekhowudi ezifana ne-HumanEval, inika iziphumo eziqinileyo xa kuthelekiswa nezinye iindlela ezidumileyo kwaye, xa usenza, uziva ugugile kwaye uthembekile kubahleli.

Izinto eziyimfuneko kwiWindows 11

Ngaphambi kokuba uqalise kwiPC yakho, qiniseka ukuba indawo engqongileyo ilungile. Ihlaziywe Windows 11, iimvume zomlawuli, kunye noqhagamshelo oluzinzileyo zizinto eziqhelekileyo zokuqalisa ukuphepha ukukhuhlana.

Kwindlela ye-API (xAI SDK gRPC) uya kufuna iPython 3.8 okanye ngaphezulu kunye nepip. Faka kwakhona iGit kunye neKhowudi yeSitudiyo esiBonakalayo ukuba uza kusebenza kwiiprojekthi zokwenyani., kwaye uqwalasele i-WSL2 ukuba ukhetha izixhobo Linux, nangona kungeyomfuneko ukusebenzisa iGrok Code Fast 1.

Ukuba ukhetha ukudityaniswa kwe-IDE, lungiselela iiplagi: I-GitHub Copilot kwi-VS Code/JetBrains, i-Cursor IDE, okanye i-Cline extensionNganye ikuvumela ukuba ukhethe ithemplate ye-Grok Code Fast 1 kwaye uyisebenzise ngoko nangoko kunye nemiyalezo kumhleli.

Iindlela zokufikelela: I-Copilot, i-Cursor, i-Cline, i-API ethe ngqo kunye ne-OpenRouter

Enye inzuzo yeGrok Code Fast 1 kukuba unokuyisebenzisa ngeendlela ezininzi ngokuxhomekeke kwindlela osebenza ngayo. Ndiza kuchaza ukhetho ngalunye ukuze ukwazi ukukhetha leyo ikufaneleyo. kunye neqela lakho.

Indlela yoku-1: I-GitHub Copilot

Ukuba sele usebenzisa iCopilot, mhlawumbi yeyona iluncedo. Vula i-IDE yakho, hlaziya i-Copilot kuguqulelo lwamva nje kwaye ufake umkhethi wemodeliApho ungakhetha u-"Grok Code Fast 1" kwaye uqalise ukuvelisa okanye ukuhlela ikhowudi ngoko nangoko.

Ngexesha elithile lophehlelelo, bekukho ukusetyenziswa okungenamkhawulo kunye nokungathintelwanga, kunye namaphulo asimahla aphela ngemihla yokuphelelwa kwexesha. Nceda uqaphele ukuba ukunyuswa kunokutshintsha. kwaye kuyacetyiswa ukuba uzijonge ngexesha lokusetyenziswa ukuphepha izinto ezimangalisayo.

Ukhetho 2: IDE Isalathisi

Ikhesa ngumhleli we-AI-centric eyenza ukukhetha imodeli kube lula. Yikhuphele, yifake, kwaye ukusuka kwisetingi zemodeli, khetha iGrok Code Fast 1Ukusuka apho, unokuvula iprojekthi yakho kwaye usebenze ngeengcebiso kumhleli ngokwawo.

NjengoCopilot, bekukho ufikelelo lwentengiso lwasimahla ngamaxesha athile. Ukuba iwindow yokuvavanya enomhla wokugqibela ibonakala, yisebenzise ukuqinisekisa ukusebenza kunye nomgangatho. kwi-stack yakho ngaphambi kokuba uthathe isigqibo malunga nokwamkelwa okubanzi.

Ukhetho 3: UCline (ulwandiso lweKhowudi yeVS)

UCline yiarhente yekhowudi edibanisa neVS Code kwaye ixhasa iGrok Code Fast. Faka ulwandiso, lungisa useto lomthengisi/imodeli, kwaye ukhethe i-grok-code-fast-1. Qala ngesicelo esifutshane ukujonga ukuhamba kunye ne-latency.

Iqela likaCline libhengeze uphuculo oluphawuleka kathathu: Inkxaso yeGrok Code Fast (ukuqaliswa okungenamkhawulo), iimodeli zendawo nge-LM Studio + Qwen3 Coder 30B kunye nomboneleli weKhowudi yeQwen kunye ne-OAuth (iifestile zomxholo ukuya kwii-tokens ze-1M kunye nezicelo ze-2000 zamahhala ngosuku kwezinye izicwangciso). Ukongeza, baye bacokisa ukudityaniswa kwe-auto kunye nolawulo lomda wesantya.

Ukhetho 4: UFikelelo oluNgqo kwi-API (xAI)

Ukuba ufuna ulawulo olupheleleyo, sebenzisa i-xAI API ngqo nge-gRPC SDK yayo. Okokuqala, yenza i-akhawunti eqhagamshelwe kwi-X (eyayisakuba yi-Twitter), ngena kwi-ide.x.ai kwaye uvelise isitshixo sakho se-API ukusuka kwiphaneli yezitshixo ze-API. Chaza ACLs (umzekelo, sampler:bhala) ngokobubanzi oyifunayo.

Okulandelayo, faka i-SDK Windows 11: ivula PowerShell kwaye ubaleke:

pip install xai-sdk

Gcina isitshixo sakho njengento eguquguqukayo yendawo ukunqanda ukuyiveza kwikhowudi yakho. KwiWindows, unokusebenzisa:

setx XAI_API_KEY "TU_CLAVE_AQUI"

Ukuvavanya uqhagamshelo, unokujonga ngokukhawuleza i-SDK. Kwakho elishicilelwe I-Python idala umxhasi kwaye yenza isampuli elula:

import asyncio
import xai_sdk

async def main():
    client = xai_sdk.Client()
    prompt = "Escribe una función en Python que calcule la serie de Fibonacci"
    async for token in client.sampler.sample(prompt, max_len=120, model="grok-code-fast-1"):
        print(token.token_str, end="")

asyncio.run(main())

Ukuba yonke into iphendula kakuhle, sele unayo esebenzayo. Khumbula ukuba ungahlengahlengisa ubushushu kunye ne-top_p ukulawula ubuchule kunye neyantlukwano., kunye ne-cache ephindaphindiweyo ikhuthaza ukugcina iindleko.

Ukhetho 5: I-OpenRouter (inkxaso ye-REST)

Ukuba ukhetha i-REST okanye isitaki sakho sele sisebenzisa i-SDK I-OpenAI, I-OpenRouter yindlela efanelekileyo. Bhalisa kwi-openrouter.ai, yenza isitshixo se-API kwaye usebenzise isiphelo sakho kunye nomxhasi oxhaswayo.:

from openai import OpenAI
client = OpenAI(base_url="https://openrouter.ai/api/v1", api_key="TU_CLAVE_OPENROUTER")
res = client.chat.completions.create(
    model="x-ai/grok-code-fast-1",
    messages=[{"role": "user", "content": "Genera un algoritmo de ordenación"}]
)
print(res.choices[0].message.content)

I-OpenRouter ibeka umgangatho weeparamitha phakathi kwababoneleli. Ixhasa umxholo omkhulu windows, igcina amaxabiso ehambelana, kwaye ivumela ukongeza iiheader njenge-HTTP-Referer ukulandeleka ukuba uyayifuna.

Ukukhokelwa Ukuqalisa kwiWindows 11

Eyona ndlela ilungileyo yokufunda indlela yokufumana okuninzi kuyo kukuqala ngento elinganiselweyo. Uluhlu lwe-React to-do app ilungile ekuqondeni ukuhamba, kuba inomlinganiselo omncinci, iimfuno ezicacileyo kwaye kulula ukuvavanya.

Ukukhawuleza kwe iboot: «Yenza uluhlu olulula lokwenza kwi-React kunye nemisebenzi yokongeza, ukucima, kunye nokumakishwa kugqityiwe. Sebenzisa amagwegwe ale mihla kunye nesimbo esicocekileyo. Jonga indlela ephendula ngayo ngokukhawuleza kwaye ujonge ikhowudi ngaphambi kokuyincamathisela.

Sebenzisa le nkqubo yophononongo: Funda ikhowudi, uqonde isakhiwo, ukhangele ngokukhawuleza iingxaki, uvavanye iziseko, kwaye wenze uphuculo.Sukuzabalazela imfezeko kumzamo wokuqala; phinda kunye nezicelo ezincinci.

Ukuphinda-phinda okucetywayo: 1) yongeza uqinisekiso lwegalelo, 2) iphucula izimbo (hover), 3) igcina kuGcino lwendawo, 4) amanqanaba aphambiliOlu phuculo lubotshwe ngamatyathanga lusebenza ngcono kunesicelo esinye esikhulu.

Iingcebiso ezilungileyo xa zithelekiswa nezibi

Undoqo kwiziphumo ezingaguqukiyo yizalathiso ezichanekileyo. Ziphephe izicelo ezingacacanga njengokuthi "yenza ngcono" kwaye ijolise kwiinjongo ezibambekayo nezinokumetwa.

Umzekelo ombi: "Lungisa ibug." Umzekelo omhle: "Uqinisekiso lwefom alusebenzi kwindawo ye-imeyile. Umyalezo wemposiso kufuneka uvele xa ifomati ingasebenzi."

Kwintsebenzo yeReact: "Yengeza eli candelo ukunciphisa unikezelo kwakhona ngokusebenzisa imemo kunye nabakhethi ngentloko." Ekulungiseni ingxaki: Ncamathelisa umkhondo, nika isiqwenga esifanelekileyo kwaye ucele amanyathelo okulungisa anengqiqo.

Iilwimi ezicetyiswayo kunye neentlobo zeprojekthi

I-Grok Code Fast 1 iphatha kakuhle izitaki ezininzi. KwiJavaScript/TypeScript iyagqwesa apps Ukusabela, ii-backends ze-Node.js, ii-APIs kunye namacandelo angaphambili.

KwiPython, iyakunceda ukuba Izikripthi zokuhlalutya idatha, i-scrapers, iprototypes yokufunda ngomatshini, kunye nezixhobo ezizenzekelayo. KwiJava, iyanceda ngeSpring Boot, Android kunye neenkqubo zoshishino. Kwi-Go, lukhetho olulungileyo ukuba uqhelene nee-microservices okanye ii-CLIs.

Ubuchule obuphezulu bokusetyenziswa kwe-arhente

Yabelana ngomxholo ngobukrelekrele: Ncamathisela ifayile efanelekileyo, chaza ubume beprojekthi kwaye uchaze into ofuna ukuyilungisa.Umzekelo: "Ndisebenza kwishishini le-e-commerce. Lo ngumzekelo wam womsebenzisi [...]. Yenza icandelo lenqwelo yokuthenga edibanisa nale nto."

Ukulungisa ingxaki: coma impazamo kunye nekhowudi ebandakanyekayo kwaye ubuze indlela yokusombulula ngayo. Uphononongo, cela ingxelo yokusebenza kunye nokufundeka. Ngolwakhiwo, cela uyilo lwencoko yexesha lokwenyani kunye neReact kunye neWebSockets.

Injongo kukudibanisa imodeli kubomi bakho bemihla ngemihla: Cwangcisa kusasa, yakha kwaye uhlaziywe kuphuhliso, debug nge-AI, cela uphononongo lokugqibela, kwaye uvelise amaxwebhu.. Igcina i-AI ivelisa ngaphandle kokwaphula ukuhamba kwakho.

Intsebenziswano: ukuphunyezwa ngezigaba

Ukuba uza kuyisebenzisa kwinqanaba leqela, yiya ukusuka ngaphantsi ukuya ngaphezulu. Iiveki 1-2: Uvavanyo lomntu ngamnye, ukwabelana ngokufundiweyo, kunye nokuchonga abantu abamkela abantwana bokuqala kunye nabathandabuzayo.

Iiveki 3-4: Iiprojekthi ezilingwayo ezinomngcipheko ophantsi, ukubhanqa abasebenzisi abaphambili kunye nabaqalayo, kunye nokubhala ezona ndlela zilungileyoIiveki ze-5-6: Izikhokelo zeqela, i-AI-generated code-specific review, kunye neetemplates ezabelwana ngazo.

Iiveki 7-8: Ukusasazwa ngokupheleleyo kwiiprojekthi ezifanelekileyo, ukubeka iliso rhoqo nokufunda kwiintsilelo kunye nempumeleloLe cadence inciphisa ukungqubana kwaye iphucula ukwamkelwa.

Umgangatho, ukhuseleko kunye neempazamo eziqhelekileyo

Sebenzisa uluhlu lokukhangela: Ngaba iyaqulunqa? Ngaba kukho imiba yokhuseleko ecacileyo? Ngaba iyagcineka? Ngaba iyayilandela imigangatho yeqela? Ngaba inengxelo eyaneleyo? Le yimibuzo elula ethintela uloyiko kwimveliso.

Iimpazamo eziqhelekileyo: Ukuthembela kakhulu kwi-AI, imeko engonelanga, ukungahoyi ukhuseleko, ukungabikho kovavanyo, kunye nesimbo esingahambelaniyo. Izisombululo: Cela umongo othe chatha, uwahlule ube ziziqwengana ezincinci, chaza iinguqulelo kunye neendlela ezingcono, kwaye ucele ukufomatha okungaguqukiyo kunye nezimbo.

Iingxaki eziqhelekileyo: Izisombululo ezingalunganga (zibonelela ngomxholo othe kratya), ukudityaniswa okungalunganga (ulwakhiwo lwezabelo), iindlela eziphelelwe lixesha (ukulungiswa kweenguqulelo), iziphumo ezingahambelaniyo (iingcebiso ezithe ngqo ngakumbi)Ukulinganisa kunye nokulungelelanisa kunceda ukuzinzisa iziphumo.

Iimetriki kunye nezicwangciso zokuphucula

Imilinganiselo yesantya: Ixesha ngomsebenzi ngamnye, imigca eluncedo ngeyure, iimpazamo zilungiswe ngeseshoni nganye. Ilinganisa umgangatho: hlaziya impendulo, izinga lebug, ukugcinwa. Ilinganisa ukufunda: iikhonsepthi ezintsha, ezona ndlela zilungileyo ezenziwayo, isantya sokusombulula ingxaki.

Izicwangciso: Iitemplates ezikhawulezayo, iilayibrari zeemeko (unxibelelwano oluhle), ukufunda ngentsebenziswano, kunye nokuphuculwa okuqhubekayoUkugcina uvimba wangaphakathi wemizekelo kunye nesikafula kukhawulezisa iqela lonke.

Ukusetyenziswa okuphezulu: iifowuni zokusebenza kunye neziphumo ezicwangcisiweyo

I-Grok Code Fast 1 ikhanya ngezixhobo ezichaziweyo / imisebenzi. Chaza iikhontrakthi ezicacileyo (igama, amagalelo, iziphumo) kwaye unciphise into enokucelwa ukugcina ukuziphatha okuqikelelweyo.

Xa ufuna iziphumo ezicalulwayo, izicelo ezakhiwe nge-JSON (i-response_format)Dibanisa kunye nezixhobo zokuqukuqela kwe-arhente: izizathu zemodeli, imisebenzi yokufowuna, kwaye ibuyisela iziphumo ezilungele ukusetyenzwa.

Ulawula iintsilelo ngokuqinisekisa iziphumo kunye nokusebenzisa ukuzama kwakhona nge-backoff ukuba umda wezinga ugqithisiwe. Le ndlela iphakamisa imodeli ngaphaya kokugqitywa okulula., eyenza ukuba zikwazi ukuveliswa kwakhona.

I-xAI SDK kwi-Windows 11: Ufakelo kunye noQinisekiso

Ukuphindaphinda kwe-SDK: faka ngepip, thumela ngaphandle isitshixo sakho, kwaye wakhe umxhasi. Bona uxwebhu lwe-SDK yeeparamitha zemodeli kwaye usebenzise "grok-code-fast-1" kwiifowuni zakho. Ukuba kukho into engaphumeleliyo, khangela ii-ACLs, inethiwekhi, kunye noguqulelo lwephakheji.

Ukuba usebenza kwindawo enentsebenzo ephezulu, ithatha ithuba lemisebenzi ye-asynchronousNgeemfuno ze-synchronous, sebenzisa ukuvala iifowuni ukuba zivezwe kwi-wrapper yakho. Gcina isitshixo ngaphandle kwekhowudi yakho usebenzisa izinto eziguquguqukayo zokusingqongileyo okanye iivaults.

I-OpenRouter kunye ne-Apidog: I-REST esebenzayo kunye noVavanyo

Nge-OpenRouter ungagcina istaki esekwe kwi-REST kunye ne-OpenAI-enjenge-SDKs. Oku kwenza lula ukudityaniswa kwewebhu okanye i-ecosystems engeyiyo yePython ukugcina ukufikelela kwi-grok-code-fast-1.

Kuvavanyo lwesiphelo kunye namaxwebhu, i-Apidog iluncedo: seta iPOST ukuya /incoko/ugqibo ngoGunyaziso lwakho: Umthwali, chaza umzimba kunye nemodeli kunye nemiyalezo, thumela kwaye uhlolisise impendulo. Unokongeza iinkcazo ezizenzekelayo kwaye wabelane ngeenkcukacha kunye neqela.

Ukusebenza, iindleko kunye nokugcinwa kwe-cache

Iingcebiso ezicacileyo ezinemizekelo emifutshane yesikhokelo sokuqiqa ngaphandle kweethokheni zokunyuka. Phinda usebenzise izimaphambili kwaye ugcine imbali ezinzileyo ukuze uthathe ithuba le-cache (izinga eliphezulu lokubetha) kunye nokunciphisa iindleko kunye ne-latency.

Lungisa iiparamitha: Ukunciphisa max_tokens ukuba ufuna kuphela isiqwenga esithile okanye ibhloko., iqondo lobushushu elisezantsi lokumisela kwaye usebenzise top_p ukulawula iyantlukwano. Jonga ukusetyenziswa kwamandla kwaye usasaze iminxeba ukuba ufuna ukukala.

Ukusombulula iingxaki eziqhelekileyo

Ugunyaziso aluphumelanga? Jonga ii-ACLs kunye nokunyaniseka okungundoqo. Iimpendulo ezinqanyuliweyo? Yandisa max_len okanye ujonge umxholo uwonke. Umlinganiselo wexabiso ugqithiwe? Sebenzisa i-exponential backoff kunye nemigca.

Ukuba umkhondo wokuqiqa uba nzima, cela isicwangciso esifutshane, esineenombolo endaweni yamatyathanga eengcinga ezinde. Kwimeko yeempazamo ze-SDK, hlaziya iipakethe kwaye uvule logs yegRPC yokulungisa ingxaki.

Amaxabiso, iMida, kunye neScalability

Iskimu samaxabiso eethokheni siselubala kwaye i-cache yenza ukuphindaphinda kungabizi kakhulu. Ukuhlonipha i-480 RPM kunye ne-2M TPM njengesalathiso kwaye isebenzisa i-asynchrony kwi-output ephezulu. Kumashishini, izicwangciso zesiko ziyafumaneka ku-x.ai/api.

Iipateni ezikhawulezayo ezinefuthe eliphezulu

Cela "isicwangciso esifutshane + ukuphunyezwa" ukwenzela utshintsho lweefayile ezininzi. Thintela imveliso kwi-JSON, iidiffs ezidityanisiweyo, okanye iibhloko eziphawulweyo ukwenza ungqinisiso oluzenzekelayo. Ifuna uvavanyo kunye neetshekhi zokhuseleko xa uvelisa ikhowudi.

Umzekelo wekhontrakthi yesixhobo: «run_unit_tests» ngamagalelo kunye neziphumo ezicacileyo. Bandakanya imiyalelo yokubuyisela umva (patch/undo_patch) xa uhlela iindawo zokugcina kwaye ucela "ukuzithemba" ngokwamanani ukuze kuphicothwe.

Ingxelo yoluntu kunye nengxelo yomsebenzisi

Abasebenzisi abayizamile ngoCopilot kwiKhowudi yeVS baqaqambise ukuba injalo Ukukhawuleza kakhulu, ngaphandle kwemida yebrake ekruqulayo kunye nomgangatho olungileyo ngokumangalisayo imodeli enexabiso eliphezulu. Abanye bayithelekisa neemodeli ezikumgangatho ophezulu kwaye bagqabaze ukuba "uhlala ngaphakathi" ngaphandle kokuphoswa.

Kwakhona kuye kwaphawulwa ukuba kunokubakho uphuculo lwakutsha nje kwimodeli kwaye ubize iibenchmarks ukuyilinganisa. Ukuba unomdla, landela imisonto malunga ne-ecosystem yayo kunye nezixhobo ezifana neCline ukubona iindaba kunye nothelekiso.

Eyona ndlela ilungileyo ngezixhobo zokukhowuda ze-AI

Abaphuhlisi abaninzi bawela kumgibe wokucela iiprojekthi ezinkulu, ukubonelela ngomxholo omncinci, okanye ukulindela imfezeko yonke ngaxeshanye. Yahlula imisebenzi emikhulu ibe ngamaqhekeza amancinci, unike imizekelo, kwaye wamkele impinda. njengendlela yendalo yokusebenza nale mizekelo.

Inkqubo eluncedo: Ukucwangcisa kusasa, isizukulwana sokuqala + ukulungiswa kwakhona, ukulungisa iimpazamo kunye nokwabelana ngempazamo, uphononongo lwe-AI kunye noncedo lwamaxwebhu.Le ndlela yesiqhelo ilingana njengeglavu eneGrok Code Fast 1.

Izempleyithi kunye nemizekelo ebonakalayo

Quick Bug Template (Ifayile enye): Icela isiqwenga esincinci (idiff edibeneyo), umgca wokuthethelela, kunye novavanyo oluvelisa ukulungiswa. Oku kunyanzelisa utshintsho oluncinci, oluhlaziyiweyo., kwaye iqinisekisa ukuqinisekiswa.

Isakhelo seSifakthi seeFayile ezininzi esinamanyathelo amabini: isicwangciso sokuqala (3-5 amanyathelo), emva koko uyahluka xa uqinisekisa, uvavanyo olongezelelweyo ukuba lukhona. Le pateni inciphisa i-hallucinations kwaye ikunika ulawulo olucokisekileyo.

Isakhelo se-QA: yenza iimvavanyo ze-pytest ngokulungiswa kunye nesnippet ye-YAML evela kwi-GitHub Actions ukuqhuba iimvavanyo kunye ne-lint kwi-CI ene-coverage.

Ukudibanisa kwi-IDE, CI kunye ne-bots

Kwi-IDE: ii-micro-prompts ze-intanethi, Refactoring umncedisi kunye diff preview kunye novavanyo generator kwiimpawu ezintsha. Kwi-CI: iindleko zokulawula kunye neetemplates zeprogram, zifuna uvavanyo lwebhokisi yesanti, kunye nerekhodi yokuqiqa.

Ingcebiso: sebenzisa i-arhente kwisikhongozeli esinofikelelo lokufunda kuphela kwiifayile ezilinganiselweyo, zifuna iidiffs ezincinci kunye nokukhasa ngovavanyo oluzenzekelayo kunye neelitha ngaphambi kokudibanisa utshintsho.

Amanye amaqonga kunye ne-aggregators

Ukongeza kuFikelelo oluNgqo kunye ne-OpenRouter, kukho ii-aggregators ezifana neCometAPI leyo bonisa i-grok-code-fast-1 kumdibaniso omanyeneyo ecaleni kweemodeli ezivela kwi-OpenAI, Google, Anthropic, Qwen, kunye nokunye. Ihlala ilungele amaqela afuna ukuzimela komthengisi, ulawulo lweendleko, kunye ne-SDK enye.

Amanye amalinge oluntu kunye neenkonzo zobungcali zibonelela Iiseshoni zeqhinga, izaphulelo, i-AI automation, kunye namaqela abucala apho iitemplates, imizekelo yezifundo, kunye namaqhinga amatsha kwabelwana ngawo. Ukuba ujonge impembelelo yeshishini elikhawulezayo, oku kunokuba yinto efanelekileyo.

Imikhondo yokuqiqa: indlela yokubabuza kakuhle

I-Grok Code Fast 1 inokuveza imikhondo ebonakalayo (izicwangciso ezimfutshane, amanyathelo anenombolo). Musa ukuthembela kumatyathanga eengcinga amade, angacacanga; ngcono ukucela isicwangciso esifutshane kunye nesishwankathelo esifundeka ngomatshini, umzekelo:

{
  "changes": [...],
  "tests": ["..."],
  "confidence": 0.87
}

Ukuba ufuna kuphela ikhowudi yeCI, ubuza "akukho ngcinga, isiqwenga nje" okanye unciphise ingqiqo yakho ibe ngamanqaku ama-5–6 kwibhloko ephawulweyo. Uyakugcina ukungafihli xa kuyimfuneko ngaphandle kwengxolo.