Momwe mungasinthire luso lanu ndikusintha ma code anu ndi GPT-5 Codex

Mu chilengedwe cha zida zachitukuko zothandizidwa ndi AI, GPT-5-codex zimatuluka ngati Kufuna kwa OpenAI kubweretsa thandizo la zolemba pamlingo wodalirika, wokhoza kukonzekera, kuchita, kuyesa ndi kupukuta ma code kusintha mkati mwa kuyenda kwenikweni.

Ichi si chida china chodzipangira okha: njira yake ndikumaliza ntchito, kulowa mu PRs, ndikuyesa mayeso a batri, ndi machitidwe oyandikira a mnzako waukadaulo kuposa wothandizira wosavuta kukambirana. Ndiwo kamvekedwe kakubwereza kwatsopanoku: kodalirika, kothandiza kwambiri, komanso kopangidwira machitidwe auinjiniya watsiku ndi tsiku.

Kodi GPT-5-Codex ndi chiyani ndipo ilipo?

GPT-5‑Codex, kwenikweni, luso la GPT-5 lomwe limayang'ana kwambiri paukadaulo wamapulogalamu ndikuyenda kwa othandiziraM'malo moyika macheza wamba, maphunziro ake ndi kulimbikitsa zimayang'ana pa "kumanga → yendetsa mayeso → kukonza → kubwereza" kuzungulira, kulemba mwanzeru ndi kukonzanso kwa PR, ndikutsatira ma projekiti. OpenAI imayiyika ngati cholowa cha zoyeserera zam'mbuyomu za Codex, koma yomangidwa pamalingaliro ndi makulitsidwe a GPT-5 kuti afufuze ntchito zamafayilo ambiri ndi njira zamasitepe ambiri modalirika kwambiri.

Cholinga chake ndi pragmatic: Matimu amafunikira china chake chomwe chimapitilira kunena mawu ang'onoang'onoMalingaliro amtengo wapatali amachokera ku "ndikulemberani gawo" kupita ku "Ndidzakutumizirani gawo lomwe mwapambana mayeso," yokhala ndi chitsanzo chomwe chimamvetsetsa kapangidwe ka repo, kugwiritsa ntchito zigamba, kuyesanso kuyesa, ndikupereka PR yomveka yogwirizana ndi miyezo ya kampani.

Momwe imapangidwira ndikuphunzitsidwa: kamangidwe ndi kukhathamiritsa

Mwachimanga, GPT-5‑Codex imatenga malo osinthika a GPT-5 (makulitsidwe, kuwongolera malingaliro) ndikuwonjezera kuwongolera kwachindunji. Maphunziro amayang'ana kwambiri zochitika zenizeni zapadziko lapansi: kukonzanso kwamafayilo angapo, kuyesa kwa suite, magawo owongolera, ndikuwunikanso ndi zikwangwani zokonda za anthu, kotero cholinga sikungopanga zolemba zolondola, komanso. Konzani zosintha zolondola, zoyeserera zovomerezeka, ndi ndemanga zothandiza zowunikira.

Gawo la "agent" ndilofunika kwambiri. Mtunduwu umaphunzira kusankha nthawi yoyenera kugwiritsa ntchito zida, momwe mungaphatikizire zotuluka pamayeso ake otsatira, ndi momwe mungatsekere kuzungulira pakati pa kaphatikizidwe ndi kutsimikizira. Imaphunzitsidwa pamayendedwe momwe imapangira zochita (mwachitsanzo, "run test X"), imayang'ana zotsatira, ndikuyika mibadwo yawo yotsatira, zomwe zimapangitsa kuti azikhala osasinthasintha pakangopita nthawi yayitali.

Maphunziro oyendetsedwa ndi kuphedwa ndi RLHF amagwiritsidwa ntchito ku code

Mosiyana ndi macheza achibadwa, Kulimbikitsa kumaphatikizapo kukhazikitsa ma code enieni ndi kutsimikizira zokhaNdemanga zokhota zimachokera ku zotsatira zonse zoyesa komanso zomwe anthu amakonda, poyang'anira kuperekedwa kwangongole kwakanthawi m'magawo angapo (kupanga ma PR, kuchita ma suites, kukonza nsikidzi). Nkhaniyi imafikira kukula kwa malo kuti muphunzire za kudalira, kutchula mayina, ndi zotsatira zosiyana pa codebase.

Njira iyi yokhala ndi "malo okhala ndi zida" amalola chitsanzocho kulowetsamo machitidwe a uinjiniya (mwachitsanzo, kusunga khalidwe pazochitika zazikulu, kulemba zosiyana zomveka, kapena kutsatira chikhalidwe cha PR), zomwe zimachepetsa mikangano pamene zikuphatikizidwa m'magulu omwe akugwira kale ntchito ndi CI ndi ndemanga zovomerezeka.

Kugwiritsa ntchito zida ndi kulumikizana ndi chilengedwe

M'mbuyomu, Codex idaphatikiza zotuluka zake ndi nthawi yopepuka yothamanga yomwe imatha kutsegula mafayilo kapena kuyesa mayeso. Mu GPT-5-Codex, Kugwirizanitsa uku kumakulitsidwa: kumaphunzira nthawi ndi momwe mungatchulire zida ndi "kuwerenga" zotsatira., kutseka kusiyana pakati pa mlingo wa chinenero ndi kutsimikizira kwadongosolo. M'malo mwake, izi zimamasulira kuyesayesa kocheperako komanso kubwereza kowonjezereka kodziwitsidwa ndi mayankho ochokera kumayendedwe oyesera.

Zomwe mungachite: luso ndi "nthawi yoganiza" yosinthika

Mmodzi mwa ma bets osiyanasiyana ndi nthawi yoganizira mosiyanasiyana: Zopempha zazing'ono zimayankhidwa mwachangu komanso motchipa, pomwe kukonzanso kovutirako kumatha kutsegula zenera lalitali la "malingaliro" pakukonza zosintha, kuzigamba, ndikuyesanso. Mwachidule, imadyanso ma tokeni ochepa kwambiri kuposa GPT-5 yonse, ndi Kusungirako mpaka 93,7% pama tokeni muzochita zazing'ono, zomwe zimathandiza kukhala ndi ndalama.

Ponena za ntchito, Yambitsani ma projekiti ndi scaffolding (CI, mayeso, zolemba), imayendetsa maulendo oyesa-yekha, imayankhira ma refactoring amitundu yambiri pamene ikusunga khalidwe, imalemba mafotokozedwe a PR ndi zosinthika zowonetsedwa bwino, ndi zifukwa kudzera muzithunzi zodalira ndi malire a API mwamphamvu kwambiri kuposa macheza achibadwa.

Mukamagwira ntchito mumtambo, imathandizira zolowa ndi zotuluka: Mutha kulandira zowonera ndikuyika zinthu zakale (mwachitsanzo, zithunzi za UI) ku ntchito, zomwe ndizothandiza kwambiri pakuchotsa zolakwika zakutsogolo ndi QA yowonera. Ulalo wamakhodi owoneka ndi wofunikira kwambiri pakutsimikizira mapangidwe kapena kutsimikizira kuti kusinthika kwazithunzi kwakhazikika.

Kuphatikiza kwa ntchito: CLI, IDE, ndi GitHub/Cloud

Codex sikhala mu msakatuli. Codex CLI yasinthidwanso mozungulira ma agentive flows, yokhala ndi zomata za zithunzi, mndandanda wa ntchito, chithandizo cha zida zakunja (kusaka pa intaneti, MCP), mawonekedwe owoneka bwino a terminal, komanso njira yololeza yamilingo itatu yophweka (kuwerenga-kokha, kudzidzimutsa, ndi kupeza kwathunthu). Zonse zidapangidwa kuti zigwirizane ndi wothandizira kuchokera ku terminal kukhala wodalirika.

Mu editor, Kukula kwa Codex kwa IDE kumaphatikiza wothandizira ku VS Code (ndi mafoloko) kuti muwonetsere kusiyana kwanuko, kusuntha ntchito pakati pa mtambo ndi pamalo pomwe mukusunga zomwe zikuchitika, ndikupempha chitsanzocho ndi fayilo yomwe ilipo. Kuwona ndikusintha zotsatira mu mkonzi kumachepetsa kusintha kwa mawu ndikufulumizitsa kubwereza.

Mumtambo ndi pa GitHub, Ntchito zitha kuwunikiranso ma PR, kukweza zotengera zanthawi yayitali, ndikuyika zipika ndi zithunzi ku ma review threads. Zomwe zakonzedwa bwino zimabweretsa kuchepa kwakukulu kwa latency chifukwa cha cache ya chidebe, ndi kuchepetsa nthawi pafupifupi 90% mu ntchito zina zobwerezabwereza.

Zochepa komanso momwe zimagwirira ntchito bwino kapena moyipa

Specialization ili ndi mtengo wake: Pakuwunika kosagwirizana ndi ma code, GPT-5‑Codex ikhoza kuchita pansi pang'ono GPT-5 GeneralistNdipo machitidwe ake olimbikira amaphatikizidwa ndi mtundu wa mayesowo: m'malo okhala ndi kuphimba kochepa, kutsimikizira kwadzidzidzi kumasokonekera, ndipo kuyang'anira kwa anthu kumakhala kofunikiranso.

Imatuluka mkati Kukonzanso kovutirapo, kukonza ma projekiti akuluakulu, kulemba ndi kuwongolera mayeso, kutsata zoyembekeza za PR, ndikuzindikira zolakwika zamitundu yambiri. Ndizosayenerera pomwe chidziwitso chaumwini chomwe sichinaphatikizidwe m'malo ogwirira ntchito chikufunika kapena m'malo oti "ziro-error" popanda kuwunikanso kwamunthu (kofunikira pachitetezo), pomwe kusamala ndikofunikira.

Magwiridwe: ma benchmarks ndi zotsatira zomwe zanenedwa

M'mayeso okhazikika ngati SWE-bench Verified, OpenAI ikuti GPT-5-Codex imaposa GPT-5 pakuchita bwino pa ntchito 500 zenizeni zamakina apulogalamu. Zina mwazofunikira zagona pa mfundo yakuti kuwunikaku kumakhudza milandu yokwanira (osatinso 477, koma 500 ntchito zomwe zingatheke), komanso pakuwoneka bwino pakukonzanso ma metrics ochotsedwa ku repos zazikulu. Kudumpha kodziwika kumatchulidwa muzizindikiro zina zapamwamba, ngakhale ma nuances of reproducibility ndi kasinthidwe ka mayeso amawonedwa.

Kuwerenga kofunikira kumakhalabe kofunikira: kusiyana pang'ono, verbosity, ndi mtengo akhoza kusokoneza maganizo. Komabe, mawonekedwe pamawunivesite odziyimira pawokha ndikuti machitidwe aajenti apita patsogolo, ndipo mphamvu pakukonzanso sizimatanthawuza kulondola kosasinthika pantchito zonse.

Kufikira lero: Komwe mungagwiritse ntchito GPT-5-Codex

OpenAI waphatikiza GPT-5-Codex ku Codex zokumana nazo: CLI, kukulitsa kwa IDE, mtambo ndi ulusi wowunikira pa GitHub, kuwonjezera pa kupezeka kwake mu pulogalamu ya ChatGPT ya iOS. Mofananamo, kampaniyo yawonetsa kupezeka kwa Kuphatikizanso, olembetsa a Pro, Business, Edu ndi Enterprise mkati mwa Codex/ChatGPT ecosystem, yokhala ndi mwayi wa API adalengezedwa kuti "akubwera posachedwa" kupitilira ma Codex achilengedwe.

Kwa iwo omwe amayamba kudzera pa API, Kuyimbako kumatsatira njira yanthawi zonse ya SDKChitsanzo choyambirira mu Python chikuwoneka chonchi:

import openai
openai.api_key = "tu-api-key"
resp = openai.ChatCompletion.create(
    model="gpt-5-codex",
    messages=[{"role":"user","content":"Genera una función en Python para ordenar una lista."}]
)
print(resp.choices[0].message.content)

Kupezeka kudzera mwa othandizira a OpenAI API kumatchulidwanso, ndipo Mitengo imatsatira ndondomeko ya zizindikiro ndi zochitika zenizeni zabizinesi malinga ndi mapulani. Zida monga Apidog Amathandizira kutengera mayankho ndikuyesa milandu yovuta kwambiri popanda kugwiritsa ntchito kwenikweni, kuwongolera zolemba (OpenAPI) komanso kupanga kasitomala.

VS Code kudzera pa GitHub Copilot: Public Preview

Mu Visual Studio Code, Kufikira ndi Copilot Powonekera pagulu (zofunikira za mtundu ndi mapulani zikugwira ntchito). Oyang'anira amazithandizira pamlingo wa bungwe (Business/Enterprise), ndipo ogwiritsa ntchito a Pro amatha kusankha mu Copilot Chat. Mitundu ya othandizira (funsani, sinthani, wothandizira) Amapindula ndi kulimbikira komanso kudziyimira pawokha kwachitsanzo kuti athetse zolakwika pang'onopang'ono ndikupangira mayankho.

Tiyenera kukumbukira kuti kukhazikitsa kumatulutsidwa pang'onopang'ono, kotero si onse ogwiritsa ntchito omwe amawona nthawi imodzi. Kuphatikiza apo, Apidog imapereka kuyesa kwa API kuchokera mkati mwa VS Code, yothandiza kuonetsetsa kuti pali kulumikizana kolimba popanda mtengo wopanga kapena kuchedwa.

Chitetezo, zowongolera ndi zotetezedwa

OpenAI imatsindika zigawo zingapo: Maphunziro a chitetezo kuti apewe jekeseni komanso kupewa makhalidwe owopsa, ndi kuwongolera kwazinthu monga kusakhazikika m'malo otalikirana, mwayi wosinthika wa netiweki, njira zovomerezera malamulo, kudula mitengo yama terminal, ndi mawu owerengera kuti azitha kufufuza. Zolepheretsa izi ndizomveka pamene wothandizira amatha kukhazikitsa zodalira kapena kuchita njira.

Palinso, zofooka zodziwika zomwe zimafuna kuyang'anira anthu: Sichilowa m'malo owerengera, ma benchmarks amasindikizidwa bwino, ndipo ma LLM amatha kusokeretsa (ma URL opangidwa, kudalira kotanthauzira molakwika). Kutsimikizira ndi mayeso ndi kuwunika kwa anthu kumakhalabe kosakambidwa musanasinthe kupanga.

Nthawi yolingalira mwamphamvu: kuchokera pamasekondi mpaka maora asanu ndi awiri

Chimodzi mwa ziganizo zochititsa chidwi kwambiri ndi izi kuthekera kosintha kuyeserera koyeserera munthawi yeniyeni: kuchokera pa kuyankha mumasekondi a zopempha zazing'ono mpaka kuthera maola angapo pa ntchito zovuta ndi zosalimba, kuyesanso mayesero ndi kukonza zolakwika. Mosiyana ndi rauta yomwe imasankha priori, chitsanzocho chokha akhoza kugawanso zothandizira patatha mphindi zingapo ngati awona kuti ntchitoyo ikufunika.

Njira iyi imapanga Codex wothandizana nawo bwino pantchito zazitali komanso zosakhazikika (zokonzanso zazikulu, zophatikizira zamitundu yambiri, kukonza zolakwika), chinthu chomwe m'mbuyomu sichinali chotheka kumaliziridwa mwachikhalidwe.

CometAPI ndi multivendor access

Kwa matimu omwe akufuna pewani kutseka kwa ogulitsa ndikusuntha mwachanguCometAPI imapereka mawonekedwe amodzi kumitundu yopitilira 500 (OpenAI GPT, Gemini, Claude, Midjourney, Suno, ndi ena), kutsimikizira kogwirizana, kusanjika, ndi kuyankha. nsanja adzipereka kuphatikizira GPT-5‑Codex limodzi ndi kukhazikitsidwa kwake mwalamulo, kuphatikiza pakuwonetsa GPT-5, GPT-5 Nano ndi GPT-5 Mini, yokhala ndi malo osewerera ndi API kalozera kuti mufulumizitse kuyesa.

Njirayi imalola bwerezani popanda kubwerezanso kuphatikiza Nthawi iliyonse mtundu watsopano ukafika, wongolerani ndalama ndikusunga ufulu wodzilamulira. Pakadali pano, mukulimbikitsidwa kuti mufufuze mitundu ina mu Playground ndikuwunikanso zolembedwa kuti mutengere mwadongosolo.

Zosintha zambiri zamalonda: zosintha zotentha, kutsogolo, ndi CLI

OpenAI ikuwonetsa kuti GPT-5‑Codex yaphunzitsidwa makamaka kuti iwunikenso ma code ndi kuzindikira zolakwika zazikulu, kusanthula repo, kuyendetsa nambala ndi mayeso, ndikutsimikizira zosintha. Pakuwunika ndi ma repos otchuka komanso akatswiri aumunthu, gawo lochepa la ndemanga zolakwika kapena zosayenera zimawonedwa, zomwe zimathandiza kuyang'ana chidwi.

Pamaso pawo, ntchito yodalirika imanenedwa ndi kusintha kwa zomwe anthu amakonda pakupanga tsamba la mafoni. Pa desktop, imatha kupanga mapulogalamu okongola. Codex CLI yamangidwanso kwa ma agent akuyenda, okhala ndi zomata za zithunzi pazosankha zamapangidwe, mndandanda wa ntchito, ndi masanjidwe abwino a kuyimbira zida ndi ma diffs; kuphatikiza kusaka kophatikizana pa intaneti ndi MCP kuti mulumikizane motetezeka ndi data/zida zakunja.

Kupezeka, mapulani ndi kutumizidwa kwapang'onopang'ono

Chitsanzo ndi kuyikidwa mu terminals, IDE, GitHub ndi ChatGPT kwa ogwiritsa ntchito Plus/Pro/Business/Edu/Enterprise, ndi API yokonzekera mtsogolo. Palibe malire mwatsatanetsatane kusiyana amaperekedwa ndi dongosolo, ndi mwayi akhoza kuwoneka m'njira yodabwitsa, chinthu chodziwika bwino pakuwoneratu ndi kutulutsa mafunde.

Ponena za mtengo, Mitengo imatsata ma token scheme ndi milingo yogwiritsira ntchito; kwa mabizinesi, zokambirana nthawi zambiri zimazungulira Business/Pro ndi gawo ndikuwunika. Popeza kusintha kwa "kuganiza nthawi," ndi lingaliro labwino kufotokozera malamulo ndi malire zomveka kupewa zodabwitsa.

Kuyesa ndi kutsimikizira, Apidog amakwanira bwino poyerekezera mayankho, kuitanitsa mafotokozedwe a OpenAPI, ndikuthandizira kupanga kasitomala; ndi ogulitsa monga OpenRouter amapereka chithandizo cha API cha njira zina zamtengo wapatali kapena zochepetsera.

Kuyang'ana chithunzi chonse, GPT-5 Codex imagwirizanitsa kusintha kuchokera ku "autocomplete" kupita ku "kutumiza zinthu"Wothandizira yemwe amangoganiza zokwanira, kapena zokwanira, kutengera ntchitoyo, yophatikizidwa ndi zida zatsiku ndi tsiku, yokhala ndi chitetezo chosanjikiza komanso kuyang'ana momveka bwino pazotsatira zaumisiri zotsimikizika. Kwa magulu amitundu yonse, uwu ndi mwayi weniweni wopeza liwiro popanda kuwongolera ndi khalidwe.