Ukuhlela nge-AI
Ithegi yethuluzi le-AIEZZ
Ubheka imikhiqizo ye-AI enethegi ethi “Ukuhlela nge-AI”, enemiphumela efanayo engu-19.
Visual StudioAmathuluzi Okuhlela nge-AII-Visual Studio iyindawo edidiyelwe ephelele yokuthuthukisa eyethulwe yi-Microsoft, eyenzelwe abathuthukisi ngabanye namaqembu adinga uchungechunge oluphelele lwamathuluzi okuthuthukisa. Abasebenzisi bangabhala ikhodi, bahlanganise amaphrojekthi, balungise amaphutha ezinhlelweni, bahlaziye ukusebenza futhi bathumele izinhlelo endaweni efanayo. Isebenzela izitaki zobuchwepheshe ezifana ne-.NET, C++, Python ne-JavaScript. Umkhiqizo uhlanganisa i-GitHub Copilot, ehlinzeka ngokuqedela ikhodi, izincazelo zekhodi, iziphakamiso zokuhlela kabusha kanye nosizo lwezingxoxo emisebenzini yokwakha nokuhlola. Ufanele amaphrojekthi ezinhlelo ze-Windows, eWebhu, amafu, amaselula nemidlalo. Qaphela ukuthi ikhodi ekhiqizwe noma eguqulwe yi-AI kusadingeka ihlolwe futhi ihlolwe ngumthuthukisi ngokwezidingo zephrojekthi.038.8
CursorAmathuluzi Okuhlela nge-AII-Cursor isihleli sekhodi esisebenzisa ubuhlakani bokwenziwa, esakhiwe phezu kwe-VS Code, esihlanganisa ukuqedelwa kwekhodi, imibuzo ngolimi lwemvelo kanye nokuhlelwa kwekhodi enqubweni yokubhala ikhodi. Singakhomba amafayela ephrojekthi, sisize abathuthukisi babuze imibuzo mayelana nesizindalwazi sekhodi, futhi sisekele ukukhiqizwa noma ukuguqulwa kwekhodi ngokwezidingo ezichazwe ngamagama. Siphinde sinikeze ukukhetha phakathi kwamamodeli ahlukahlukene. Umkhiqizo ulungele abathuthukisi abangochwepheshe, abagcini bamaphrojekthi, amaqembu ezobuchwepheshe kanye nabaqalayo bokuhlela abadinga usizo ekufundeni. I-Cursor inikeza izindlela zamahhala nezikhokhelwayo, kodwa ikhodi ekhiqizwe ubuhlakani bokwenziwa kusafanele ihlolwe, ihlolwe ngokusebenza futhi ilungiswe ngokuhambisana nesimo sephrojekthi; ayikwazi ukuthatha indawo yokwahlulela komthuthukisi ngemiphumela.028.8
wigoloI-ejenti ye-AII-wigolo iyithuluzi lokusesha lendawo elinomthombo ovulekile, elixhuma kuma-Agent okuhlela afana ne-Claude Code ne-Cursor nge-MCP. Ayidingi i-API Key, futhi ngaphandle kwezindleko ungenza usesho, uthwebule amakhasi ewebhu, ukhase isayithi lonke, ukhiphe idatha ehlelekile, ugcine inqolobane futhi wenze ucwaningo endaweni yangakini...00
GitLabAmathuluzi Okuhlela nge-AII-GitLab Code Suggestions iyisici sokusiza ngokubhala ikhodi esiyingxenye yephakheji ye-GitLab Duo AI, esihlanganiswe nepulatifomu ye-GitLab DevSecOps. Yenzelwe amaqembu okuthuthukisa ezinkampani, abasebenzi be-DevSecOps, kanye nabathuthukisi abakubheka njengokubalulekile ubumfihlo bekhodi. Ngesikhathi sokusebenzisa, abathuthukisi bangabhala ikhodi kumhleli osekelwayo, bese ithuluzi lihlanganisa ifayela lamanje nomongo ofanele wephrojekthi ukuze linikeze iziphakamiso zemisebenzi noma izingxenye zekhodi. Lingakwazi futhi ukukhiqiza ukuqaliswa okusekelwe encazelweni yolimi lwemvelo ekumazwaneni. Lisekela i-VS Code, i-Visual Studio, ama-IDE ochungechunge lwe-JetBrains kanye ne-Neovim, futhi lingasetshenziswa kuma-instance e-GitLab azisingathwa yinkampani. Okuqukethwe okukhiqiziwe kusadinga ukubuyekezwa ngabathuthukisi ngokwezidingo, izindinganiso zephrojekthi nezimfuneko zokuphepha.017.2
Grok BotI-ejenti ye-AII-Grok Bot iwuhlelo lwe-AI Agent olwenziwe yi-SpaceXAI, olukwazi ukungena kuma-akhawunti abasebenzisi futhi lusebenzise amawebhusayithi namathuluzi njengomuntu wangempela, lusebenzele abasebenzisi efwini amahora angu-24 ngosuku. Lolu hlelo lusekela ukusebenzisana kwama-Bot amaningi ngesikhathi esisodwa, ukurekhodwa...00
Gemini 3.5 FlashUmsizi ohlakaniphile we-AII-Gemini 3.5 Flash ingumsizi ohlakaniphile we-AI wabathuthukisi, abaklami bemikhiqizo, abaphathi bokuqukethwe nabacwaningi. Ngokwezinto ezinikeziwe, yethulwe yi-Google ku-I/O 2026, iqhubeka nokugxila kochungechunge lwe-Flash ekubambezelekeni okuphansi, futhi isetshenziselwa ukucabanga okuyinkimbinkimbi, ukuhlaziya umongo omude nokuqhubekisela phambili imisebenzi enezinyathelo eziningi. Abasebenzisi bangafaka umbhalo, izithombe, amavidiyo, umsindo noma ama-PDF, bese besebenzisa ukubizwa kwemisebenzi, okukhiphayo okuhlelekile, ukusesha nokusetshenziswa kwekhodi ukuze bahlele ulwazi, bakhiqize ikhodi, balungise amaphutha, bakhe ama-prototype futhi basekele izinqubo. Ilungele ukuphatha amadokhumenti amade, izingxenye zekhodi nolwazi oluvela kumafayela amaningi, futhi ingasetshenziswa nasekuzenzakaleleni kwamabhizinisi nasekubambisaneni kwamaqembu ahlukahlukene. Imiphumela yangempela isathonywa ikhwalithi yokufakwayo, ubunkimbinkimbi bomsebenzi kanye nokumiswa kwamathuluzi, ngakho okuqukethwe okubalulekile kudinga ukubuyekezwa ngumuntu.068.6
DeepseekIzingxoxo ze-AII-Deepseek iyinkundla yamamodeli nezinhlelo zokusebenza ehlinzekwa yi-DeepSeek, ehlanganisa iwebhu, i-App, i-API namathuluzi onjiniyela. Ngo-Agasti 2026, iwebhusayithi esemthethweni ibonisa ukuthi i-DeepSeek-V4-Pro isiyatholakala kuwebhu, ku-App naku-API; i-V4-Flash kanye ne-V4-Flash-Vision-Exp yokuhlola nazo ziyatholakala. I-API isekela ukulawula izinga lokucabanga, ukubizwa kwamathuluzi, i-Responses API kanye ne-Anthropic API. Okusemthethweni kuphinde kwakhulula inguqulo yokubuka kuqala yonjiniyela yomthombo ovulekile ye-DeepSeek Harness, ehlanganisa amakhono e-Agent afana namamodeli, amathuluzi, amakhono, ama-sandbox, izikhathi, ukuhlela nokunye ngama-plugin. Abasebenzisi ngabanye bangaxoxa mahhala, kanti i-API ikhokhiswa nge-token futhi isebenzisa amanani ahlukene ngezikhathi eziphakeme nezingasebenzi kakhulu. Amamodeli okuhlola, amanani nezixhumi zizohlala zishintsha, ngakho hlola i-log yezibuyekezo ngaphambi kokusebenzisa.2129.5
RezonantAmathuluzi Okuhlela nge-AII-Rezonant iyindawo yokusebenza yokuhlela nge-AI eyenzelwe ukubambisana phakathi kwamaqembu omkhiqizo nobunjiniyela, ihlele umongo womkhiqizo ngokusekelwe kumakhosombe ekhodi, kumadokhumenti nasemathuluzini okuphatha amaphrojekthi afana ne-Jira ne-Linear. Abasebenzisi bangafaka i-PRD, impendulo yekhasi noma incazelo yomlomo, bese ulwazi lomkhiqizo luguqulelwa emisebenzini elungele ukusingathwa ubunjiniyela; isandiso sesiphequluli i-Rezonant Alter sivumela ukukhetha ngokuqondile izici zekhasi lewebhu nokudala amathikithi anomongo wezobuchwepheshe. Imisebenzi ehleliwe ingadluliselwa konjiniyela noma kuma-agent okubhala ikhodi ukuze iqhubeke nokucutshungulwa, futhi ama-Pull Request angahlukaniswa ngokomsebenzi noma ngobubanzi bezinguquko. Ilungele abaphathi bomkhiqizo, abaklami, abaholi bobunjiniyela namaqembu asebenzisa i-AI njengesisekelo somsebenzi. Umphumela wangempela usancike ekupheleni kolwazi oluxhunyiwe, futhi imisebenzi kanye nezinguquko zekhodi ezikhiqizwayo kufanele zibuyekezwe abantu.178.3
Meituan CatPawAmathuluzi Okuhlela nge-AII-Meituan CatPaw iyithuluzi lokuhlela elisebenzisa i-AI, elenzelwe abathuthukisi be-frontend, backend kanye ne-full-stack. Lisekelwe kumodeli enkulu yokuhlela i-LongCat eyakhiwe yi-Meituan, futhi linikeza usizo ekuqedeni ikhodi, ekuqondeni amaphrojekthi nasekusebenziseni imisebenzi. Lapho lisetshenziswa, ithuluzi lingaqala ngokwakha inkomba yekhodi yephrojekthi, bese lisebenzisa umongo ukuphendula imibuzo, ukukhiqiza ikhodi noma ukuphatha imisebenzi ehlanganisa amafayela amaningi. Liphinde lisekele ukulungisa amaphutha nokubuka kuqala ngemva kokukhiqiza. Lifanele ukugcina amaphrojekthi amakhulu, ukuqonda ikhodi ongayijwayele nokunciphisa umsebenzi wokuthuthukisa ophindaphindwayo. Umkhiqizo okwamanje unezinhlelo zamahhala nezikhokhelwayo; ububanzi obutholakalayo kufanele buqinisekiswe ngenguqulo esetshenziswayo. Ikhodi ekhiqizwe yi-AI isadinga ukuthi umthuthukisi ayibuyekeze, ayihlole futhi ayilungise ngokuvumelana nemithetho yephrojekthi.047.7
vlyAmathuluzi Okuhlela nge-AII-vly iyithuluzi lokuhlela nge-AI elisebenzisa ingxoxo, elenzelwe osomabhizinisi, abaphathi bemikhiqizo, ochwepheshe bokusebenza namaqembu onjiniyela. Liguqula imibono yemikhiqizo ibe amaphrojekthi e-React, Vite ne-Convex kusetshenziswa ulimi lwemvelo. Abasebenzisi baqala ngokuchaza inhloso yohlelo lokusebenza, bese beqhubeka nokwengeza izidingo ngokuphendula imibuzo elandelwa yi-AI. Ngesikhathi sokukhiqiza, ukubuka kuqala nokwenza izinguquko, bangathuthukisa isixhumi esibonakalayo, ingemuva, isizindalwazi nenqubo yokushicilela. Leli thuluzi lilungele ukwenza izinguqulo ezingaboniswa noma izisekelo zokuqala zemikhiqizo ye-SaaS, amathuluzi angaphakathi, izitolo ze-e-commerce nezinhlelo zokusebenza zokusebenzisana ngesikhathi sangempela. Leli thuluzi lisekela ukusebenzisana kwamaqembu, ukubuyela ezinguqulweni zangaphambilini nokushicilela ngezizinda zangokwezifiso, kodwa imiphumela ekhiqiziwe kusafanele ihlolwe, ilungiswe futhi iguqulwe ngokuqhubekayo ngokwezidingo zangempela. Njengamanje i-vly isihlanganiswe ne-Freebuff, futhi ukufinyelela kuma-akhawunti namaphrojekthi kuzodluliselwa ku-Freebuff Web ngokuhamba kwesikhathi.267.9
Muse Code – I-ejenti ye-AI yokuhlela kutheminali eyethulwe yi-MetaUkuhlela nge-AII-Muse Code – I-ejenti ye-AI yokuhlela kutheminali eyethulwe yi-Meta iyi-ejenti ye-AI yokuhlela kutheminali eyethulwe yi-Meta, esebenzisa imodeli ye-Muse Spark 1.2 futhi ekwazi ukuphatha imisebenzi ephelele yobunjiniyela besoftware kumakhodi amakhulu, okuhlanganisa ukuhlela izinguquko, ukubhala ikhodi nokuqinisekisa imiphumela. Ama-ejenti asebenza ngemuva aqhubeka nokuqongelela umongo phakathi neseshini, asekela ukuhlukaniswa kwemisebenzi emikhulu ibe ama-ejenti amancane amaningi asebenza ngokufana, futhi ahlinzeka ngelogi yemicimbi yasendaweni engacwaningwa, ukuze umsebenzi uqhubeke lapho uphazamiseke khona ngemva kokuphahlazeka. Ilungele abathuthukisi namaqembu adinga ukuzenzekelayo kobunjiniyela besoftware okusebenza kahle, okulandelekayo nokuphephile, ikakhulukazi ekwakheni kabusha amakhodi amakhulu, ekuthuthukiseni izici zemidlalo, ekuthuthukiseni ukusebenza kwe-kernel nasekuthuthukisweni okuhambisana nemithetho ezimbonini ezibucayi.00
super.engineeringAmathuluzi Okuhlela nge-AII-super.engineering iyindawo yokusebenza yomdabu ye-macOS yama-agent e-AI okubhala ikhodi, eyethulwe yiqembu lonjiniyela. Ihlanganisa izihlahla zokusebenza ze-Git, itheminali, izingxoxo, amafayela, ukubuyekezwa komehluko kanye nokugeleza komsebenzi kwezicelo zokudonsa endaweni eyodwa, ivumele abasebenzisi basebenzise ama-CLI abo ama-agent okubhala ikhodi, ama-akhawunti nokubhaliselwe, futhi baphathe yonke inqubo kusukela ekudaleni umsebenzi kuya ekuhlanganiseni izinguquko.048.5
JetBrainsAmathuluzi Okuhlela nge-AII-JetBrains yinkampani yezobuchwepheshe ehlinzeka ngamathuluzi esoftware abathuthukisi, anomkhiqizo ohlanganisa ama-IDE aqondene nezilimi zokuhlela, izici ezisizwa ubuhlakani bokwenziwa, kanye namathuluzi okubambisana kwamaqembu, ukuhlanganiswa okuqhubekayo nokulandelela izinkinga. Abathuthukisi bangakhetha i-IDE ehambisana nolimi lokuhlela abalusebenzisayo, bathole usizo ekuhleleni ikhodi, ekugcwaliseni okuzenzakalelayo, ekuhloleni amaphutha, ekuzulazuleni nasekuhleleni kabusha ikhodi, futhi basebenzise umsizi we-AI ukuchaza ikhodi, ukukhiqiza imibhalo nokubhala izivivinyo. I-Space, i-TeamCity ne-YouTrack zenzelwe izinqubo zokubambisana zamaqembu abathuthukisi. Ilungele abathuthukisi abangochwepheshe, amaqembu ezobuchwepheshe, ososayensi bedatha nabafundi, kodwa ububanzi bezici, indlela yokunikeza amalayisense nezilimi ezisekelwayo kuyahluka phakathi kwemikhiqizo, ngakho ukukhetha kufanele kwenziwe ngokwezidingo zephrojekthi.017.4
CodexUkuhlela nge-AII-Codex iyi-ejenti yokuhlela nge-AI ye-OpenAI eyenzelwe imisebenzi yobunjiniyela besofthiwe. Imibhalo esemthethweni okwamanje ihlanganisa i-Codex CLI, izandiso ze-IDE, indawo yokusebenza yedeskithophu kanye ne-Codex cloud: i-CLI ingahlola amafayela endaweni yokugcina ikhodi, iguqule ikhodi futhi isebenzise imiyalo; imisebenzi yasefini isebenza ezindaweni ezihlukanisiwe, ingaqhubekiswa ngokuhambisana, futhi iqalwe ku-GitHub, GitLab, Linear noma Slack; abasebenzisi bangabuka izifinyezo nomehluko, bengeze izinguquko noma bakhe izicelo zokuhlanganisa. I-Codex ilungele ukuqonda izinqolobane zamakhodi, ukuthuthukisa izici, ukulungisa amaphutha, ukuhlola nokubuyekeza, kodwa ayithathi indawo yokuhlolwa kwephrojekthi, ukulawulwa kwezimvume kanye nenqubo yokuhlanganisa eyenziwa abantu. Lapho kuhileleka izinqolobane zangempela, okhiye kanye nemisebenzi exhumeke ku-inthanethi, kufanele kuqale kuchazwe ngokucacile ububanzi bokufinyelela.1129.3
Google AntigravityAmathuluzi Okuhlela nge-AII-Google Antigravity iyinkundla yokuthuthukisa egxile kuma-agent ehlakaniphile yonjiniyela, ehlanganisa izinhlelo zokusebenza zedeskithophu, i-CLI, i-SDK, ukuhlelwa kwama-agent amaningi, ukuqinisekiswa ngesiphequluli nemisebenzi ehleliwe esebenza ngemuva. Onjiniyela bangaqala ngemfuneko noma ngomsebenzi wekhodi, bese bevumela i-agent eyodwa noma amaningi ukuthi enze izinguquko zekhodi, izivivinyo, ukuhlolwa kwamakhasi, ukwakha ama-prototype nokugcinwa kobunjiniyela, bese bebuyekeza futhi balungise ngokwemiphumela yomsebenzi. Ilungele onjiniyela bezinhlelo zokusebenza, onjiniyela be-frontend nabama-full-stack, abasebenzisi bokugcina kanye namaqembu obunjiniyela adinga ukuzenzakalela kwezinqubo zokuthuthukisa. Inkundla igcizelela ukuhlanganisa ukubhala, ukusebenzisa, ukubuka, ukulungisa nokuqinisekisa kube ukugeleza komsebenzi okuqhubekayo, kodwa ikhodi nemiphumela yemisebenzi ekhiqizwa yi-agent kusadingeka kuhlolwe umuntu, futhi amaphrojekthi ayinkimbinkimbi adinga imingcele yemisebenzi ecacile kanye namazinga okuqinisekisa.168.8
Sanity AIAmathuluzi Okuhlela nge-AII-Sanity AI yakhelwe abathuthukisi, amaqembu okuphatha okuqukethwe nabaphathi bemikhiqizo abadinga ukuphatha okuqukethwe kwedijithali eziteshini eziningi. Igcina okuqukethwe njengedatha ehlelekile endaweni eyodwa, bese ikusabalalisa kumawebhusayithi, ezinhlelweni nakwezinye iziphetho nge-Content Lake. Amaqembu angahlela ngokubonakalayo futhi asebenzisane ngesikhathi sangempela ku-Sanity Studio, noma asebenzise ulimi lwemvelo ukwenza imibuzo, ukuhlola nokuhlela okuqukethwe ngobuningi. Abathuthukisi bangakwazi ukwenza ngokwezifiso indawo yokusebenza besebenzisa i-TypeScript ne-React, futhi balungiselele izinqubo zokusebenza ezizenzakalelayo. Ilungele amaqembu anezidingo zokwenza ngokwezifiso, kodwa ukusetshenziswa okuthuthukile kuvame ukudinga ukubandakanyeka kwabathuthukisi ekumiseni imodeli yokuqukethwe, isixhumi esibonakalayo nezinqubo; imiphumela ephathwe yi-AI nayo kufanele ibuyekezwe ngaphambi kokushicilelwa.037.8
OpenCodeAmathuluzi Okuhlela nge-AII-OpenCode iyithuluzi lokuhlela nge-AI elakhiwe ithimba le-SST, elisebenza kakhulu endaweni ye-terminal futhi eliqondiswe kubathuthukisi abajwayele ukuhamba komsebenzi komugqa womyalo. Abasebenzisi bangaqalisa izikhathi eziningi ngaphakathi kwephrojekthi, bavumele ithuluzi lisize ekwakheni amafayela, ekuguquleni ikhodi, ekusebenziseni imiyalo yesistimu nasekuqhubeni izivivinyo, futhi bashintshe phakathi kwamamodeli amakhulu ahlukene kuye ngezidingo zomsebenzi. I-OpenCode ihlanganisa i-LSP, engasebenzisa ulwazi ngesakhiwo sesintaksi sekhodi, izincazelo nezinkomba ukusiza emisebenzini yokuhlela kabusha efana nokuqamba kabusha izimpawu nokukhipha imisebenzi; iphinde isekele izinsizakalo zamamodeli ze-Anthropic, OpenAI, Google nezinye. Ifanele abasebenzisi be-terminal, onjiniyela abasebenza ku-full-stack, kanye nabathuthukisi abadinga ukuqhathanisa amamodeli ahlukene. Ukusetshenziswa kwangempela kusadinga ukumiswa kwensizakalo yemodeli, kanye nokuhlolwa mathupha kwekhodi ekhiqiziwe nemiphumela yemiyalo esetshenzisiwe.057.7
ClaudeIzingxoxo ze-AIU-Claude ungumsizi wobuhlakani bokwenziwa owethulwe yi-Anthropic, oklanyelwe abantu ngabanye, amaqembu namabhizinisi. Uhlinzeka ngezinsizakalo zengxoxo ngewebhu, kumadivayisi eselula nasezindaweni zokufinyelela zedeskithophu. Ungasetshenziswa ukucubungula ulwazi oluningi, ukuqamba okuqukethwe, ukukhiqiza umbhalo namakhodi, ukuqonda izihloko, ukusesha iwebhu, kanye nokudala amafayela nokusebenzisa amakhodi.059.8
Cosine AIAmathuluzi Okuhlela nge-AII-Cosine AI iyithuluzi lokuhlela nge-AI lamaqembu onjiniyela besofthiwe, elinikwa amandla imodeli ye-Genie2 futhi eliklanyelwe ukuba umsizi ohlakaniphile ongabamba iqhaza kuyo yonke inqubo yokuthuthukisa. Abasebenzisi bangaqala ngokuhlaziya inkinga nokuhlela umsebenzi, bese beyisebenzisa ekubhaleni ikhodi, ekwenzeni izivivinyo nasekukhiqizeni imiphumela edingekayo ukuze kuthunyelwe i-PR. Umkhiqizo usekela ukucubungula imisebenzi eminingi yokuthuthukisa ngokungavumelani ngesikhathi esisodwa, futhi ungaxhunywa kumathuluzi okubambisana afana ne-Jira, Linear ne-Slack. Ufanele onjiniyela abadinga ukuphatha amathikithi aphindaphindwayo, amaqembu aqalayo asebenza ngemijikelezo esheshayo, kanye nabathuthukisi abagcina amakhodi ayinkimbinkimbi. Njengoba ikhodi ekhiqizwe ngokuzenzakalelayo isengadinga ukuhlolwa umuntu, kufanele iqinisekiswe kusetshenziswa imiphumela yezivivinyo nokubuyekezwa kwekhodi ngaphambi kokuhlanganiswa ngokusemthethweni.017.3Wonke amathuluzi analeli thegi ayaboniswa.