Wonke amathuluzi e-AI
Amathuluzi Okuhlela nge-AI
Uhlola imikhiqizo ye-AI ehlakaniphile edumile emkhakheni wamathuluzi okuhlela nge-AI, eyenzelwe wena ngokuthuthukiswa kokumatanisa, futhi ehlinzeka imboni ngezixazululo ezivelele.
Step StudioUkuhlela nge-AII-Step Studio iyindawo yokwakha izinhlelo ze-AI eyethulwe yi-Jiepai Xingchen. Abasebenzisi bachaza ngenkanjani yemvelo injongo, imisebenzi neqembu elihlosiwe, bese benza ama-APP, imidlalo yewebhu, ama-agent noma ama-plugin asebenzisekayo; bangaphinda baqale ngezifanekiso, izingxenye...00
Gemini Omni 1.2 FlashUkuhlela nge-AII-Gemini Omni 1.2 Flash iyimodeli yokukhiqiza amavidiyo eyethulwe yi-Google DeepMind, manje esitholakala ngokugcwele ukuze isetshenziswe kwezohwebo. I-Gemini Omni 1.2 Flash ingakhiqiza ividiyo yemizuzwana engu-15 ngesikhathi esisodwa, isekela ukukhetha ubude besikhathi ngomzuzwana, ukuhlelwa kwezingxoxo ngezikhathi eziningi...00
Hy4Ukuhlela nge-AII-Hy4 inguqulo esemthethweni yemodeli enkulu ephambili eyethulwe yi-Tencent Hunyuan. Uma iqhathaniswa nenguqulo ye-preview, ikhulise kakhulu isikali sokuqeqeshwa kwangaphambili nangemuva, yethula okokuqala amakhono okubona nokulawula ikhompuyutha, futhi ingahlanganisa umugqa womyalo nesixhumi esibonakalayo ukuze iqedele isoftware yobungcweti...00
LongCat-2.5Ukuhlela nge-AII-LongCat-2.5 iyimodeli yemvelo ye-multimodal eyethulwe yi-Meituan LongCat, enamapharamitha angu-1.6 trillion kanye namapharamitha acishe abe yizigidigidi ezingu-48 asebenzayo ngethokheni ngayinye. I-LongCat-2.5 iqondiswe emisebenzini yama-agent yesikhathi eside, iguqula amasignali okubuka abe amathokheni anezigaba eziningi futhi iwacubungule ngokuhlanganyela nombhalo...00
HelixHarnessUkuhlela nge-AII-HelixHarness iwuhlaka lobunjiniyela be-AI Coding olukhishwe njenge-open source yiqembu lobuchwepheshe bezezimali lakwa-Didi, olusebenza phezu kwe-Codex ne-Claude Code. I-HelixHarness iqhuba inqubo ejwayelekile ye-Propose→Apply→Archive...00
ThinkRailUkuhlela nge-AII-ThinkRail iyi-IDE ye-JetBrains yomenzeli we-AI yomthombo ovulekile, ebeka isixhumi esibonakalayo esiphelele se-IDE phezu komenzeli wokuhlela i-pi. I-ThinkRail isebenzisa ama-git worktree ukuhlukanisa umsebenzi ngamunye egatsheni nakuhla lwemibhalo oluzimele,...00
Gemini 4 CarbonUkuhlela nge-AII-Gemini 4 Carbon iyimodeli enkulu yakamuva esezingeni eliphambili eyethulwe yi-Google DeepMind, futhi iyimodeli yesizukulwane esilandelayo esezingeni eliphambili ngemva kwe-Gemini 4 Argon.00
Sealos DesktopUkuhlela nge-AII-Sealos Desktop iyi-Agent yedeskithophu eyethulwe yi-Sealos, egxile ekuthunyelweni kwezinhlelo zokusebenza nasekusebenzeni kwazo okuqhubekayo. Abasebenzisi bangasebenzisa ulimi lwemvelo ukuthumela ikhodi yasendaweni, amakhosombe ekhodi, izithombe ze-Docker noma izifanekiso zezinhlelo zokusebenza efwini.00
DeepSeek-V4.1-Flash-1017Ukuhlela nge-AII-DeepSeek-V4.1-Flash-1017 inguqulo ethuthukisiwe yemodeli elula ekhishwe yi-DeepSeek; iwebhu, i-APP ne-API sekushintshelwe kuyo kanyekanye. Inguqulo entsha iqeqeshwe ngokufunda okuqinisiwe okusekelwe ekuzihloleni, ithuthukisa kakhulu amakhono okuthuthukisa imidlalo, ukumodela kwe-3D nokunye...00
Matrix-Game 4.0Ukuhlela nge-AIIgeyimu yokuqala emhlabeni esebenzisa imodeli yevidiyo enkulu, eyethulwe yi-Kunlun Tech, esebenza ekhadini elilodwa lezithombe elitholakala kubathengi. Isebenzisa ipharadayimu entsha ye-'Harness', lapho injini yomdlalo isebenza njengomahluleli ogcina isimo nemithetho yomhlaba, kanti i-Coding Agen...00
ScionUkuhlela nge-AII-Scion iwuhlelo lokulawula izinguqulo olwakhiwe yi-Anthropic, olusetshenziswa esikhundleni se-Git ukuphatha inqolobane yayo enkulu ye-monorepo. Isizathu ukuthi inani lekhodi ekhiqizwa yi-Claude lakhula izikhathi ezingu-12 ezinyangeni ezi-4, ukuhlanganiswa kwansuku zonke kwenyuka kusuka ku-2500 kuya ku-30 000, futhi ingqalasizinda ye-Git yacishe ya...00
REAUkuhlela nge-AII-REA (Reverse Engineer Anything) iyithuluzi elivulekile lokuhlaziya nokubuyisela ubunjiniyela, elixhumanisa ama-Agent okuhlela e-AI afana ne-Claude Code, Codex ne-Cursor namathuluzi okubuyisela ubunjiniyela afana ne-Ghidra, Hopper ne-IDA ngephrothokholi ye-MCP...00
BeamUkuhlela nge-AII-Beam iyimodeli yokuqala enkulu yolimi yomthombo ovulekile evela kwa-Reflection AI, esebenzisa ukwakheka kwe-sparse MoE okunamapharamitha angu-501B, lapho kwenziwa kusebenze angu-23B kuphela kutokeni ngayinye. Isekela umongo wamathokheni ayisigidi futhi ukuqeqeshwa kwayo kwangaphambili kwasebenzisa amathokheni angu-23.8T.00
VeriLoop E2Ukuhlela nge-AII-VeriLoop E2 iyimodeli engu-27B yokuqeqeshwa kwangemva kokuqeqeshwa, ekhishwe njenge-open source yi-Robotics Laboratory yase-Tsinghua Shenzhen International Graduate School. Isekelwe ku-Qwen3.8-27B, iqondiswe ekucabangeni ngekhodi, izibalo kanye nefiziksi, inelayisensi ye-Apache-2.0 futhi inomongo wendabuko ongu-262K.00
PixelUMMUkuhlela nge-AII-PixelUMM iyimodeli ehlanganisiwe ye-multimodal engenawo ama-encoder, eyethulwe ngokubambisana yi-NVIDIA neNyuvesi yase-Waterloo. Impumelelo yayo eyinhloko ukususa ngokuphelele i-VAE ne-visual encoder, bese isebenzisa i-Decoder-only Transformer eyodwa ukufunda nokubhala izithombe namavidiyo ngqo endaweni yama-pixel aluhlaza...00
EazoUkuhlela nge-AII-Eazo iyinkundla yokwakha ama-App esebenzisa i-AI, lapho abasebenzisi bengadingi khodi. Bachaza umqondo ongacacile ngolimi lwemvelo emshweni owodwa, bese i-AI izenzela uhlelo oluphelele nolusebenzisekayo, okuhlanganisa ukuhlola umklamo (Wild Design), ukuthuthukiswa kwe-frontend ne-backend, kanye nokushicilela nokusatshalaliswa.00
Mellum2.1Ukuhlela nge-AII-Mellum2.1 iyimodeli ye-AI yokuhlela enomthombo ovulekile eyethulwe yi-JetBrains, esebenzisa ukwakhiwa kwe-mixture-of-experts okungu-12B. Ku-Mellum2.1, ukufunda okuqinisa kusuke esigabeni sokugcina sokuqeqesha kwaba ingxenye eyinhloko yokuqeqesha. Ngokuhlanganisa izigidi zokuqalisa kuma-sandbox, imodeli ingahlola ikhodi...00
Naive-N0.5-FlashUkuhlela nge-AII-Naive-N0.5-Flash iyimodeli yokuqala enkulu ye-MoE ekhishwe njenge-open source yi-NaiveAI, egxile ezinhlelweni, ekubhaleni amakhodi nasekuthuthukisweni kwe-AI. I-Naive-N0.5-Flash yakhiwe phezu kwemodeli eyisisekelo i-MiMo-V2.5 yakwa-Xiaomi, inesakhiwo se-309B MoE, futhi isebenzisa i-SWA...00
EmbeddingGemma 2Ukuhlela nge-AII-EmbeddingGemma 2 iyimodeli ye-Embedding yomdabu enemodi eziningi, evulekile yakwa-Google, esekelwe ekwakhiweni kwe-Gemma 4. Imephesha umbhalo, ikhodi, izithombe, amavidiyo nomsindo endaweni eyodwa yamavekhtha, ukuze kwenziwe ukusesha kwencazelo phakathi kwezinhlobo ezahlukene zemidiya. Em...00
LineSVGUkuhlela nge-AII-LineSVG iyithuluzi le-AI lokukhiqiza imidwebo yemigqa ye-vector. Umsebenzisi ufaka incazelo ngomusho owodwa, noma alayishe isithombe, umfanekiso noma umdwebo wesandla, bese i-AI iphinda idwebe umdwebo we-SVG wemigqa eyakhiwe ngemigqa yangempela ye-stroke.00
Claude Sonnet 5.5Ukuhlela nge-AII-Claude Sonnet 5.5 iyimodeli yesibili ochungechungeni lwe-Claude 5.5 ekhishwe yi-Anthropic, yethulwe ezinsukwini ezi-6 kuphela ngemva kwefulegi i-Claude Opus 5.5. Iyinguqulo ethuthukiswe ngokuphelele ye-Claude Sonnet 5, futhi ibekwe njengendlela ehambisanayo nengabiza kancane kune-Opus 5.5, elungele imisebenzi yansuku zonke enemingcele ecacile...00
Longcat-2.5-previewUkuhlela nge-AII-LongCat-2.5-Preview iyimodeli yolimi enkulu yesizukulwane esisha eyethulwe yi-Meituan. Igcina amapharamitha aphelele angu-1.6T e-LongCat-2.0, cishe amapharamitha asebenzayo angu-48B kanye nomongo wamathokheni angu-1M, futhi yengeza amandla emvelo e-multimodal, ukuze isetshenziswe kumatheminali, ...00
Step CodeUkuhlela nge-AII-Step Code iyi-ejenti evulekile yokuhlela esebenza kutheminali eyethulwe yi-StepFun, isebenzisa i-MIT License, futhi ingaqedela ukubhala ikhodi, ukuyilungisa, ukuyiqalisa nokuyiletha ngokuqondile kutheminali. Ekuhlolweni kwe-Terminal Bench 2.1, i-ejenti ithole ...00
Grok 4.7Ukuhlela nge-AII-Grok 4.7 iyimodeli yakamuva ehamba phambili ye-AI eyethulwe yi-SpaceXAI, ebekwe njengemodeli enamandla kakhulu yokubhala ikhodi nomsebenzi wolwazi. Imodeli isebenzisa imodeli eyisisekelo enkulu, ithuthukise imisebenzi yesikhathi eside, ukuzihlola nokuphathwa komongo omude, ku-Curso...00
Kimi Code DesktopUkuhlela nge-AII-Kimi Code Desktop iyiklayenti ledeskithophu elisemthethweni le-Kimi Code, elisekela amasistimu e-macOS ne-Windows. Leli thuluzi liletha amandla okuhlela nge-AI Agent e-Kimi Code kusixhumi esibonakalayo esinemifanekiso, livumela onjiniyela ukuthi ngezingxoxo...00
Iqembu Labeluleki be-HunyuanUkuhlela nge-AIIqembu Labeluleki be-Hunyuan yinkundla yochwepheshe eyethulwe yi-Tencent, eqondiswe kubantu abanamakhono abavela ezimbonini zangaphandle. Le nkundla iqasha ochwepheshe abanolwazi emikhakheni engaphezu kweyishumi, okuhlanganisa ezezimali, ezomthetho, ezempilo, ukubhala amakhodi, i-STEM, ukuhumusha nokuklama kwe-frontend, isebenzisa indlela yokusebenza enemisebenzi eyenziwa ngokuphelele ku-inthanethi, ...00
LayaUkuhlela nge-AII-Laya iyimodeli ye-AI yokwenza izinqumo engeyona i-autoregressive futhi ewumthombo ovulekile. Imodeli ayikhiqizi umbhalo; isebenzisa ama-encoder aqondisa ezinhlangothini zombili i-ModernBERT/mmBERT, yenza i-forward pass eyodwa kuphela embhalweni kanye nombuzo onezinhlobo, bese ikhipha umphumela ohlelekile cishe ngo-33 ms...00
MiniMax Code CLIUkuhlela nge-AII-MiniMax Code CLI iyithuluzi lokuhlela nge-AI lomugqa womyalo elivulekele umphakathi, elethulwe yi-MiniMax. Liyingxenye eyinhloko yeklayenti le-MiniMax Code futhi ikhodi yalo ivulwe ngaphansi kwelayisensi ye-MIT. Ekuhlolweni kwe-FrontierHarness Eval, ...00
JevUkuhlela nge-AIUJev uyimodeli ye-AI yokwenza izinqumo ezihlelekile eyethulwe yi-TypeSafe AI. Imodeli ayixoxi, ayibhali khodi futhi ayikhiqizi umbhalo; yenza into eyodwa kuphela: izinqumo ezivamile. Ithatha ulwazi olungahlelekile, yenze ukubala okuhambisanayo kanye, bese ikhipha ngokushesha...00
Spark-Audio-1.0-PreviewUkuhlela nge-AII-Spark-Audio-1.0-Preview iyimodeli enkulu eyisisekelo yezwi eyakhiwe ngokuphelele e-China yi-iFlytek, esebenzisa ukwakheka kwe-encoder yomsindo engu-0.65B kanye nemodeli yolimi ye-30B-A3B MoE, eqeqeshwe ngamahora omsindo ayizigidi ezingu-13 kanye nenani elikhulu ledatha yombhalo kusetshenziswa amandla ekhompyutha akhiqizwe ngokuphelele e-China...00
OctopUkuhlela nge-AII-Octop ingumsizi we-AI ozisingathayo ovulekile we-Tencent, ngaphansi kwelayisensi ye-MIT. Leli thuluzi linikeza ikhasi le-Web, i-CLI nokuhlanganiswa nezinkundla zemiyalezo ngenqubo eyodwa, okuhlanganisa i-Feishu, i-WeCom, i-DingTalk, i-QQ, i-WeChat, i-Telegram nezinye...00
K2.8 PreviewUkuhlela nge-AII-Kimi K2.8 Preview iyimodeli eyinhloko ye-Moonshot AI esethulwe ngokugcwele ku-Kimi Code naku-Kimi Work. Ngokusemthethweni, ukusebenza kwayo jikelele kusondelene ne-Kimi K3 esezingeni eliphezulu, ngamakhono angcono okubhala ikhodi nawama-Agent, kanye nokusebenza kahle kokucabanga okuthuthuke kakhulu uma kuqhathaniswa ne-K2.7...00
WooMooIzinqubo ezizenzakalelayoI-WooMoo iwuhlelo lwe-AI tarot olwenziwe yithimba lakwaRomangic, olugxile ekunikezeni ukwesekwa ngokomzwelo “ngokusekelwe kwisayikholoji, okuvezwa ngolimi lwe-tarot”. Ngemva kokuba umsebenzisi ebuze ngombhalo noma ngezwi, i-AI ikhiqiza...00
LingBot-World 2.0Ukuthuthukiswa kwemidlalo nge-AII-LingBot-World 2.0 iyimodeli yomhlaba esebenzisanayo ngesikhathi sangempela, ekhishwe ngaphansi komthombo ovulekile yi-Ant Lingbo Technology, futhi ingadlalwa ngesikhathi sangempela njengomdlalo. Umdlalo usekela ukunyakaza, ukuhlasela, ukuphonsa iziphonso, ukweqa kanye nezehlakalo zemvelo ezinjengemvula neqhwa, futhi ungakhiqiza ngokuqhubekayo amahora...00
teamai-cliUkuhlela nge-AII-TeamAI CLI iyithuluzi le-CLI elikhishwe yi-Tencent ngaphansi kwelayisensi ye-MIT, elenzelwe ukuphatha ndawonye izilungiselelo zokuhlela nge-AI zeqembu. Ithuluzi ligcina izinsiza ezifana ne-skills, rules, MCP ne-hooks endaweni yokugcina ye-Git, bese lizisabalalisa ngenqubo ye-push→MR→merge...00
Ling-3.0-flash-VLUkuhlela nge-AII-Ling-3.0-flash-VL iyimodeli yokuqala enkulu yomdabu ye-multimodal evulekile ochungechungeni lwe-Bailing lwe-Ant InclusionAI, eyakhiwe ngokwandisa i-MoE architecture ye-Ling-3.0-flash, enamapharamitha angu-124B isiyonke futhi evula kuphela angu-5.5B ekucabangeni ngakunye, yo...00
PiUkuhlela nge-AII-Pi (Agent Harness) iyi-Agent yokuhlela esebenza kutheminali, evulekile futhi elula kakhulu, eyethulwe ngu-Mario Zechner, futhi iyi-Coding Agent esezingeni eliphansi ye-OpenClaw. Inika imodeli amathuluzi amane kuphela: read, write, edit, bash ...00
Fusion ModelUkuhlela nge-AII-Fusion Model iyimodeli yokwaba ngobuhlakani eyethulwe yi-FUMO Lab. Imodeli yabela ngamandla izidingo zokubala kumamodeli ahlukahlukene afaneleka kakhulu, ngokusekelwe esimweni somsebenzi esiqhubeka siguquka, ukuze kuzuzwe “ukuhlanganisa kanye, kuzuze konke okuhle”.00
Gemini 3.8Ukuhlela nge-AII-Gemini 3.8 iyimodeli ye-Google yokucabanga nokubhala ikhodi, enezinguqulo ezimbili: i-Flash ne-Flash Cyber. I-Gemini 3.8 Flash ithuthukisa kakhulu ubunjiniyela besoftware...00
Muse Spark 1.3Ukuhlela nge-AII-Muse Spark 1.3 iyimodeli entsha yolimi olukhulu eyethulwe yi-Meta, esekelwa nguZuckerberg uqobo, futhi ibhekwa njengentuthuko enkulu ye-Meta emisebenzini yokuhlela izinhlelo nama-agent ahlakaniphile.00
GPT-6 AstraUkuhlela nge-AIGPT-6 Astra iyimodeli ephambili ye-OpenAI, echazwa ngokusemthethweni njenge-"imodeli ehlakaniphe kakhulu emhlabeni futhi ehambisana kakhulu nezinhloso zabantu". Le modeli idlula imingcele yengxoxo yendabuko, iguquke ibe yi-AI Agent ekwazi ukusebenzisa isoftware ngokuzimela, ukuphequlula iwebhu, nokuqedela...00
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
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.068.8
CozeAmathuluzi Okuhlela nge-AII-Coze iyinkundla yokwakha izinhlelo ze-AI, eqondiswe kubathuthukisi, amaqembu ezinkampani, abakhiqizi bokuqukethwe, abasebenzi bezinsizakalo ze-e-commerce kanye nabafundi. Abasebenzisi bangalungisa ama-agent ahlakaniphile besebenzisa isixhumi esibonakalayo esibonakalayo, bahlanganise ama-plugin, izizindalwazi zolwazi, inkumbulo nezinhlelo zokusebenza ukuze benze imisebenzi efana nokuphendula imibuzo, ukucubungula okuqukethwe noma ukwenza imisebenzi yebhizinisi ngokuzenzakalelayo; abasebenzisi abanesisekelo sokuhlela bangafaka nekhodi nemithetho yokwahlulela ezinqubweni. Inkundla isekela ukubuka kuqala nokulungisa amaphutha ngesikhathi sangempela, futhi izinhlelo zingashicilelwa kwezinye iziteshi zezokuxhumana nezezamabhizinisi. Ekusetshenzisweni kwangempela, ukusebenza kohlelo kuncike ekwakhiweni kwemiyalelo, ikhwalithi yedatha, ukucushwa kwama-plugin nokuhlolwa kwenqubo; imisebenzi eyinkimbinkimbi isadinga ukulungiswa okuqhubekayo.048.9
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.078.3
HostingerAmathuluzi Okuhlela nge-AII-Hostinger iyithuluzi lokwakha amawebhusayithi elisizwa yi-AI, elenzelwe abantu ngabanye namathimba amancane. Lisebenzisa ukuhlela ngokuhudula nokudedela kanye nezinqubo ezisekelwe kumathempulethi, lisize abasebenzisi ekwakheni amakhasi, ekulungiseleleni okuqukethwe nasekushicileleni iwebhusayithi. Abasebenzisi bangaqala ngokukhetha ithempulethi elungele umkhakha wabo, bese belungisa ukwakheka nesitayela ngesixhumi esibonakalayo esibonakalayo, futhi basebenzise i-AI ukuze bakhiqize umbhalo, izincazelo zemikhiqizo nezinto zezithombe. Ithuluzi lihlinzeka nangomklamo ophendulayo, imisebenzi ehlobene ne-SEO nokumaketha, futhi lilungele abanikazi bamabhizinisi amancane, osomabhizinisi, abasebenzi abazimele, ochwepheshe bezokumaketha nabathengisi be-e-commerce. Lisekela izindlela zamahhala nezikhokhelwayo, kodwa okuqukethwe okukhiqizwe yi-AI kusadinga ukuhlolwa ngumuntu, kanti izidingo zamawebhusayithi ayinkimbinkimbi zingadinga umsebenzi owengeziwe wokuklama noma wokuthuthukisa.048.5
AirtableAmathuluzi Okuhlela nge-AII-Airtable ihlanganisa indlela yokusebenza yamaspredishithi namandla ezizindalwazi ukuze kulawulwe ndawonye ulwazi oluhlelekile, okunamathiselwe nedatha ehlobene. Abasebenzisi bangaqala ngokwakha amathebula nokusetha izinkambu, bese beshintsha phakathi kokubukwa okuhlukahlukene ngokwezidingo zebhizinisi, noma bahlele izinqubo zomsebenzi ngemithetho ezenzakalelayo nesixhumi esibonakalayo sokuhudula nokubeka. Inkundla iphinde isekele ukusebenzisa ulimi lwemvelo ukuze kwakhiwe izinhlelo zokusebenza nezinqubo zomsebenzi, futhi ilungele ukuphathwa kwamaphrojekthi, imikhankaso yokumaketha, ukuhlela okuqukethwe, ukuhlelwa kolwazi lwamakhasimende, kanye namaqembu aqalayo nabasebenzisi abangebona ochwepheshe bezobuchwepheshe abadinga ukuzakhela izinhlelo zebhizinisi ezilula. Inikeza izinhlelo zamahhala nezikhokhelwayo. Ngenxa yokuthi inezinketho eziningi zokumiswa, kusadingeka ukuhlela izinkambu, ubudlelwano kanye nezimvume ngaphambi kokusetshenziswa ngokusemthethweni; imiphumela ekhiqizwe yi-AI nayo kufanele ihlolwe futhi ilungiswe ngokuvumelana nenqubo yangempela.038.2
AirtableAmathuluzi Okuhlela nge-AII-Airtable iyithuluzi lokuhlela izinhlelo nge-AI elihlanganisa indlela yokusebenza yezizindalwazi namaspredishithi, elikwazi ukuhlela idatha ehlelekile ibe izinhlelo zokubambisana ezinobudlelwano, okuzenzakalelayo nemibukiso eminingi. Abasebenzisi bangakha amathebula, bahlele izinkambu nobudlelwano phakathi kwamathebula, bese bebuka idatha efanayo ngamathebula, amakhalenda, amabhodi e-Kanban, amagalari noma amashadi e-Gantt; bangasebenzisa futhi i-Omni ukwakha izinhlelo ngolimi lwemvelo, ukuhlaziya idatha nokudala ukugeleza komsebenzi. Ilungele abaphathi bamaqembu, abasebenzi bezokumaketha nabasebenza kwezokusebenza, amaqembu omkhiqizo nawocwaningo nentuthuko, kanye nabasebenzi bebhizinisi abangenalo ulwazi lobuchwepheshe, ekuphathweni kwamaphrojekthi, okuqukethwe, amakhasimende nezinqubo zomkhiqizo. Emabhizinisini ayinkimbinkimbi, kusadingeka abantu bahlele ubudlelwano bedatha, izimvume nezinqubo, futhi bahlole imiphumela ekhiqizwe yi-AI.037.9
BASE44 2.0Amathuluzi Okuhlela nge-AII-BASE44 2.0 iyithuluzi lokuhlela le-AI elakhelwe ukwakha izinhlelo zokusebenza. Abasebenzisi bangachaza imibono yezinhlelo zokusebenza ngolimi lwansuku zonke, bese inkundla ikhiqiza uhlelo oluhlanganisa i-frontend, i-backend, isizindalwazi kanye nohlelo lwabasebenzisi. Inkundla inamakhono ajwayelekile akhelwe ngaphakathi, njengokuqinisekisa abasebenzisi, i-imeyili, imiyalezo ye-SMS kanye nezinkokhelo ze-Stripe, futhi isekela nokushicilela kanye nokwakha izixhumanisi ezingabiwa. Ilungele osomabhizinisi, abaphathi bemikhiqizo, abaklami, ochwepheshe bebhizinisi kanye nabathuthukisi abazimele ukuze baqinisekise imibono yemikhiqizo, bakhe ama-prototype noma benze amathuluzi angaphakathi. Emabhizinisini ayinkimbinkimbi, imiphumela ekhiqiziwe isadinga ukuhlolwa komuntu, ukuhlolwa kokusebenza kanye nokulungiswa okuqhubekayo; amakhono athile okuhlanganisa nawo kufanele aqinisekiswe ngokwezidingo zephrojekthi.047.2
MeDoAmathuluzi Okuhlela nge-AII-MeDo iyinkundla ka-Baidu yokwakha izinhlelo ze-AI ngaphandle kwekhodi, ehlanganisa i-frontend, i-backend kanye nesizindalwazi. Iqondiswe ikakhulukazi kosomabhizinisi, abaphathi bemikhiqizo, abasebenzi abangewona abezobuchwepheshe, abathuthukisi abazimele kanye namabhizinisi amancane naphakathi. Abasebenzisi bangachaza izidingo ngolimi lwemvelo, bese inkundla isebenzisa ukusebenzisana kwama-agent amaningi e-AI ukuhlela uhlelo, ukuklama isikhombimsebenzisi, ukubhala ikhodi nokushicilela, kuhlanganise ne-frontend, i-backend nesizindalwazi. Ilungele ukuhlola ngokushesha i-MVP, ukwenza amathuluzi angaphakathi, ukwakha amadeshibhodi edatha noma ukuthuthukisa izinhlelo zebhizinisi ezilula. Inkundla iphinde inikeze ukulungisa ngokudonsa nokudedela kanye nekhono lokuxhuma izinsizakalo zezinkampani zangaphandle. Qaphela ukuthi izinhlelo ezikhiqizwe ngokuzenzakalelayo kusafanele zihlolwe ngokwemisebenzi, idatha nemithetho yebhizinisi; amaphrojekthi ayinkimbinkimbi angadinga ukulungiswa ngesandla nokunakekelwa okuqhubekayo.078
AuraAmathuluzi Okuhlela nge-AII-Aura iyithuluzi le-AI lokudala amakhasi ewebhu, elihlanganisa ukwakha ngombhalo, ukuhlela okubukwayo nokuthunyelwa kwekhodi, lisize abasebenzisi ukwakha amawebhusayithi kusukela emibonweni yamakhasi. Abasebenzisi bangachaza izidingo zekhasi ngolimi lwemvelo, bakhe isixhumi sobuso esinamamojuli afana nesigaba seHero, itafula lamanani kanye ne-FAQ, bese belungisa ukwakheka, imibala namafonti kumhleli ofana ne-Figma, futhi bathumele amafayela e-HTML, TailwindCSS, JavaScript noma e-Figma. Lilungele onjiniyela abazimele, amaqembu aqalayo, abaklami be-UI/UX nonjiniyela be-frontend, ekwakheni amakhasi okufika, ama-prototype namasayithi anamakhasi amaningi. Izifanekiso nezingxenye zingasheshisa ukuqala, kodwa amaphrojekthi ayinkimbinkimbi asadinga ukuhlolwa komuntu kokwakheka kwekhasi, ukusebenzisana nokuhambisana kwekhodi.068.1
HostingerAmathuluzi Okuhlela nge-AII-Hostinger iyinkundla ehlinzeka ngezinsizakalo zokusingatha amawebhusayithi, kusukela ngo-2004 isekela abaqalayo ekwakheni amawebhusayithi, osomabhizinisi abanebhajethi elinganiselwe namabhizinisi amancane naphakathi. Abasebenzisi bangaphendula imibuzo embalwa kumakhi wamawebhusayithi we-AI ukuze bakhe uhlaka lokuqala lwewebhusayithi, bese belusebenzisa futhi beluphatha nge-hPanel. Inkundla iphinde inikeze izinhlelo zokusingatha okwabiwe, ukusingatha ngamafu kanye ne-VPS, ezingahlanganiswa nesizinda, i-imeyili yebhizinisi, isitifiketi se-SSL nezipele ezizenzakalelayo ukuze iwebhusayithi iqale ukusebenza. Umsizi we-AI owakhelwe ngaphakathi, u-Kodee, ungasetshenziselwa ukuthola usizo olusheshayo oluhlobene nokuphathwa kwewebhusayithi. Ilungele abasebenzisi abafuna ukunciphisa umsebenzi wokubhala ikhodi futhi baphathe izinsizakalo eziyisisekelo zewebhusayithi endaweni eyodwa, kodwa izinsiza, izici namanani ezinhlelo ezahlukene kungahluka; ngakho-ke imininingwane yephakheji kufanele ihlolwe ngaphambi kokusetshenziswa okusemthethweni.047.3
eleksAmathuluzi Okuhlela nge-AII-eleks yinkampani yobunjiniyela besoftware nokubonisana ngobuchwepheshe egxile kumakhasimende ezinkampani. Ihlinzeka ngobuhlakani bokwenziwa obenziwe ngokwezidingo, ukuthuthukiswa kwesoftware, ukwakhiwa kwemikhiqizo, kanye namasevisi okuphepha ku-inthanethi nokuhambisana nemithetho. Inqubo yayo yomsebenzi ingahlanganisa ukuhlaziywa kwezidingo, ukwakhiwa komqondo womkhiqizo, ukuqinisekiswa kwe-prototype, ukuthuthukiswa kwezinhlelo zokusebenza kanye nokwesekwa kobuchwepheshe okuqhubekayo. Lokhu kulungele amabhizinisi aqhuba uguquko lwedijithali, izinkampani ezisafufusa, kanye namakhasimende asemikhakheni yezezimali, ezempilo, ezokuthutha, ezokudayisa nezezimoto. Amasevisi ahlanganisa ubuhlakani bokwenziwa obukhiqizayo, ukufunda komshini, i-automation ehlakaniphile kanye nokusebenza kwamamodeli ezilimi ezinkulu. I-eleks isebenzisa imodeli ekhokhelwayo; isikhathi sephrojekthi nobubanzi bokulethwa kudinga ukuhlolwa ngokwezidingo ezithile, futhi imiphumela yangempela incike ekubambisaneni kwamaqembu womabili nasezingeni lokulungela kwebhizinisi.027.2
OllamaAmathuluzi Okuhlela nge-AII-Ollama iwuhlaka oluwumthombo ovulekile olugxile ekusebenziseni amamodeli amakhulu endaweni, futhi ibalwa phakathi kwamathuluzi okuhlela nge-AI. Abasebenzisi bangalanda futhi baqalise amamodeli omthombo ovulekile afana ne-Llama, Gemma ne-Mistral ngomugqa womyalo, noma baqalise i-API yendawo ehambisana ne-OpenAI ukuze isetshenziswe ezinye izinhlelo zokusebenza. Abathuthukisi bangasebenzisa i-Modelfile ukulungisa amapharamitha emodeli nokudala izinhlobo ezihlukile zamamodeli. Abasebenzisi ngabanye, amabhizinisi, abacwaningi nabafundi bangayisebenzisela izingxoxo, ukwakha ikhodi, ukuthuthukisa izinhlelo zokusebenza noma ukuhlola amamodeli. Isekela i-macOS, i-Windows ne-Linux. Ukusebenza kwangempela kuncike ekucushweni kwehadiwe yekhompyutha nakumodeli okhethiwe, ngakho kudingeka kulungiswe izinsiza zekhompyutha zendawo ezifanele ngaphambi kokuyisebenzisa.018.9
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
HacktronAmathuluzi Okuhlela nge-AII-Hacktron iyinkundla yezokuphepha ye-AI ehlanganiswe nenqubo yokuthuthukisa, ekwazi ukubuyekeza zonke izicelo zokudonsa nezicelo zokuhlanganisa, ithole ubungozi obungasetshenziswa futhi inikeze ukuqinisekiswa kokuxhashazwa okusebenzayo. Abasebenzisi bangaxhuma ku-GitHub, GitLab noma Bitbucket ukuze baqede ukubuyekezwa kwekhodi ngaphambi kokuhlanganisa, futhi bangaqalisa ukuhlolwa kokungena kwebhokisi elimhlophe bese becubungula imiphumela kumathuluzi okubambisana.078.4
FrontpageUkwakha amawebhusayithi nge-AII-Frontpage yethulwa yi-Rostra Labs, Inc., futhi yenzelwe amaqembu nabantu abadinga ukwakha ngokushesha amakhasi okuthengisa, amakhasi okufikela namawebhusayithi agxile kokuqukethwe. Ngemva kokungena ngemvume, abasebenzisi baqala ngekhanvasi engenalutho, bachaze ngom言自然产品、受众和页面风格，inkundla ikhiqize futhi ishicilele iwebhusayithi. Iphinde ivumele abasebenzisi ukuthi baqhubeke nokwenza izinguquko ngezingxoxo.078.4
TileAmathuluzi Okuhlela nge-AII-Tile iyithuluzi lokuhlela le-AI elenzelwe ukuthuthukiswa kwezinhlelo zokusebenza zeselula. Abasebenzisi bangachaza imibono yomkhiqizo nezidingo zemisebenzi ngolimi lwemvelo, bese ama-agent amaningi esebenzisana ekwakheni isizindalwazi, umqondo wangemuva nesixhumi esibonakalayo sangaphambili. Ithuluzi likhiqiza ikhodi esekelwe ku-React Native ye-iOS ne-Android, futhi lingahlanganiswa nesizindalwazi se-Supabase, ukuqinisekiswa kwabasebenzisi nezinkokhelo ze-Stripe. Abasebenzisi bangasebenzisa nomhleli obonakalayo wokuhudula nokubeka ukuze balungise isixhumi esibonakalayo; izinguquko ezenziwa ngesandla azidli amaphuzu e-AI. I-Tile ilungele abasunguli abangenalo ulwazi lobuchwepheshe, abaphathi bemikhiqizo, abaklami nabathuthukisi abazimele ekuqinisekiseni nasekuthuthukiseni ama-prototype ezinhlelo zokusebenza. Izidingo eziyinkimbinkimbi zisadinga ukuhlolwa komuntu kwemiphumela ekhiqiziwe, kanye nokuhlolwa okulandelayo nokulungiselela ukukhishwa.078
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.017.3
Factory AIAmathuluzi Okuhlela nge-AII-Factory AI iyithuluzi lokuhlela nge-AI elenzelwe amaqembu onjiniyela, elisebenzisa ama-Droids ukusiza ekusingatheni imisebenzi yokuthuthukisa isoftware. Abasebenzisi bangaqala ngezidingo ezibhalwe ngolimi lwemvelo noma ngomsebenzi wephrojekthi, bese bevumela ithuluzi libambe iqhaza ekubhaleni ikhodi, ekuhloleni, ekusetshenzisweni, ekubuyekezweni kwekhodi nasekucwaningeni indawo yekhodi; amakhono ahlobene afaka nokuxazulula izinkinga kanye nokuhlela izidingo zomkhiqizo. Lilungele amaqembu aqalayo, onjiniyela bezinkampani, abasebenzi be-DevOps namaqembu ezobuchwepheshe adinga ukunakekela izindawo zamakhodi eziyinkimbinkimbi, ngenhloso yokunciphisa umsebenzi wobunjiniyela ophindaphindwayo. Ekusetshenzisweni kwangempela, ikhwalithi yemiphumela ithonywa incazelo yezidingo, umongo wendawo yekhodi kanye nokucushwa kwephrojekthi; uma kuhileleka izinguquko endaweni yokukhiqiza, kusadingeka ukubuyekezwa nokuqinisekiswa komuntu.017.6
EmergentAmathuluzi Okuhlela nge-AII-Emergent iyithuluzi lokuhlela le-AI eliqhuba inqubo yokuthuthukisa ngengxoxo yolimi lwemvelo, elenzelwe osomabhizinisi, abaphathi bemikhiqizo, amaqembu obunjiniyela ezinkampani kanye nabasebenzi bamabhizinisi abafuna ukuhlola ngokushesha imibono yemikhiqizo. Abasebenzisi bangachaza imigomo nezidingo, bese ama-ejenti e-AI akule nkundla esiza ngokuhlela, ukubhala ikhodi, ukuhlola nokusabalalisa, futhi akhiqize izinhlelo zokusebenza eziqukethe i-frontend, i-backend, isizindalwazi, ukuqinisekiswa kwabasebenzisi nemisebenzi yokukhokha. Inkundla iphinde isekele ukwenziwa kwesimanje kwesoftware, ukwakhiwa kwamapayipi edatha kanye nokukhishwa kwamaphakheji ezinhlelo zokusebenza ze-iOS ne-Android. Ikhodi ekhiqiziwe ingasetshenziselwa ukuthuthukiswa noma ukuthuthela kwenye indawo ngokuhamba kwesikhathi, kodwa izinqubo zebhizinisi eziyinkimbinkimbi zisadinga ukuhlolwa komuntu mayelana nekhwalithi yekhodi, ukucushwa kokuncika kanye nemiphumela yokwethulwa.047.4
ConductorAmathuluzi Okuhlela nge-AII-Conductor iyithuluzi lokubhala ikhodi nge-AI elakhiwe yi-MeltyLabs labathuthukisi be-Mac, elisetshenziselwa ukuhlela ama-agent amaningi okubhala ikhodi e-Claude Code noma e-OpenAI Codex endaweni efanayo yokuthuthukisa. Abasebenzisi bangaqalisa i-agent ezimele yomsebenzi ngamunye, kuyilapho ithuluzi lisebenzisa ama-Git worktree ukuhlukanisa izindawo zokusebenza futhi linikeze isixhumi esibonakalayo esisodwa sokubuka isimo semisebenzi, ukubuyekeza umehluko wekhodi nokusingatha izicelo zokuhlanganisa. Lifanele onjiniyela be-full-stack, abaholi bezobuchwepheshe nabathuthukisi abazimele abadinga ukuqhubekisela phambili amagatsha ezici eziningi ngesikhathi esisodwa, ukuthuthukisa kumarepo amaningi noma ukuqhathanisa izindlela ezahlukene zokuqalisa. I-Conductor imahhala, futhi indawo yokusebenza yekhodi igcinwa ku-Mac yendawo; kodwa ngaphambi kokuyisebenzisa kusadingeka kube nesimo sokungena noma ukhiye we-API we-agent efanele, kanye nokujwayela inqubo yokubuyekeza nokuhlanganisa ehambisana namagatsha asebenza ngokufanayo.047.8
PyTorchAmathuluzi Okuhlela nge-AII-PyTorch iwuhlaka oluvulekile lokufunda komshini olwasungulwa ithimba locwaningo le-Meta AI, futhi manje luphethwe yi-Linux Foundation. Lusebenza kakhulu kubacwaningi bezobuhlakani bokwenziwa, onjiniyela bokufunda komshini, ososayensi bedatha nabafundi. Abasebenzisi bavame ukusebenzisa i-Python ukuchaza amamodeli nezinqubo zokubala eziya phambili, bese besebenzisa ukubala kwama-tensor, i-automatic differentiation namamojuli amanethiwekhi ezinzwa ukuze baqeqeshe, kanye nemitapo yolwazi ehlobene ukuphatha imisebenzi yombono, umsindo noma umbhalo. Igrafu yokubala eyakhiwa ngesikhathi sokusebenza yenza ukuhlola nokulungisa kube lula, futhi isekela ukuqhubekisela phambili i-prototype yocwaningo iye ekusetshenzisweni kwemodeli. Ukusetshenziswa kwangempela kusadinga ulwazi lwe-Python, ukubala kwama-tensor nezisekelo zokufunda okujulile; lapho ikhodi yokuhlola idluliselwa endaweni yokukhiqiza, kudingeka futhi uphathe ngokwakho ukuthunyelwa kobunjiniyela nokumiswa kwezinsiza.057.6
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
PlayscapeAmathuluzi Okuhlela nge-AII-Playscape iyithuluzi lokuhlela elisebenzisa i-AI ekudaleni imidlalo. Abasebenzisi bangafaka esipheqululini izincazelo zokudlalwa komdlalo, isitayela sokubukeka namazinga, bese i-generative AI ikhiqiza i-prototype yomdlalo omncane ongadlalwa ngokushesha. Inkundla iqondiswe kubathandi bemidlalo abazimele, othisha, abadali bokuqukethwe, amaqembu amancane emidlalo nabantu abanemibono yokudala abangenalo ulwazi lokuhlela, futhi ilungele ukuqinisekisa ukudlaleka komdlalo, ukukhombisa imibono yokusebenzisana nokwenza inguqulo yokuqala yamaphrojekthi asekilasini noma okuqukethwe. Isekela izinkomba zokubukeka ezifana nesitayela samaphikseli nesopopayi, kanye nezinhlobo ezifana nokugxuma ezinkundleni, ukudubula, ukuxazulula izimfumbe nokuphendula imibuzo. Imiphumela ekhiqiziwe isengadinga ukulungiswa nokuhlelwa okuphindaphindiwe kusetshenziswa izinguquko ezibhaliwe; izidingo zemidlalo eyinkimbinkimbi noma enemininingwane akufanele zithathwe ngokuqondile njengomkhiqizo ophelele.037.7
AquilaXAmathuluzi Okuhlela nge-AII-AquilaX iyithuluzi le-AI lokuhlela nokucwaninga ukuphepha kwekhodi, eliqondiswe emaqenjini ocwaningo nentuthuko, kubacwaningi bezokuphepha nakumaqembu aqalayo. Lisetshenziselwa ukuhlola izingozi zokuphepha kukhodi emile nasezindaweni zama-container. Amaqembu angasebenzisa amamojula okuskena ukuhlaziya amaphrojekthi ekhodi, athole izinkinga ezingaba khona njengokhiye abafakwe ngokuqinile nolwazi lomuntu siqu, bese ebuka iziphakamiso zokulungisa ezihambisanayo. Umkhiqizo usekela izindlela zamahhala nezikhokhelwayo, futhi ulungele ukufaka ukuhlolwa kokuphepha enqubweni yansuku zonke yokuthuthukisa noma ekucwaningeni ngaphambi kokukhishwa. Imiphumela yokuskena neziphakamiso ezikhiqizwa ngokuzenzakalelayo kusadingeka zibuyekezwe ngesandla ngokuhambisana nesakhiwo sephrojekthi, umqondo webhizinisi nemithetho yeqembu; azinakuthatha indawo yokuhlolwa okuphelele kokuphepha.078.2
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.0129.3
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
C知道Amathuluzi Okuhlela nge-AII-C知道 iyithuluzi lokuhlela nge-AI elenzelwe abathuthukisi. Ihlanganisa i-AIGC nobuchwepheshe bokukhiqiza obuthuthukiswa ngokusesha ukuze iphendule imibuzo yokuhlela, ikhiqize futhi ithuthukise ikhodi, kanye nokusiza ekuqondeni imilayezo yamaphutha nemibhalo yobuchwepheshe. Abasebenzisi bangabuza ngem需求 ethile futhi bathole izingcezu zekhodi, izindlela zokuphenya izinkinga noma iziphakamiso zokuhlela imibhalo; ngokwencazelo enikeziwe, okuqukethwe okuhlobene kuvela ikakhulu ezihlokweni zobuchwepheshe nasemibuzweni nasezimpendulweni okuqoqwe umphakathi we-CSDN. Ilungele abaqalayo ekuhleleni, abathuthukisi besofthiwe, abacwaningi bezobuchwepheshe nabathandi be-IT, futhi ingasetshenziselwa ukufunda, ukuthuthukisa nokusesha ulwazi. Ikhodi neziphetho ezikhiqizwayo kusadingeka kuhlolwe endaweni yangempela futhi kuqinisekiswe umuntu; azikwazi ukuthatha indawo yenqubo ephelele yokulungisa amaphutha.027.8
OpalAmathuluzi Okuhlela nge-AII-Opal iyithuluzi lokuhlela le-AI elakhiwe yi-Google Labs, eligxile ekwakheni izinhlelo zokusebenza ezincane ze-AI ngolimi lwemvelo. Abasebenzisi bangaqala ngokuchaza umgomo ngombhalo, bese bebuka futhi balungise ukugeleza kohlelo ngamanodi abonakalayo. Lifanele abadali abangenalo ulwazi lokuhlela, abaphathi bemikhiqizo, ochwepheshe bokukhiqiza emabhizinisini kanye nothisha. Ngokwezinto ezitholakalayo, i-Opal isekela ukusebenzisa amamodeli afana ne-Gemini, i-Imagen ne-Veo, futhi ingasebenza nokuqukethwe okuku-Google Drive, Docs, Slides kanye ne-Sheets. Isebenza ngendlela ephethwe, futhi izinhlelo zokusebenza ezikhiqiziwe zingabelwana ngazo. Ulwazi olukhona njengamanje lubonisa ukuthi inikeza imodi yamahhala. Ukugeleza nemiphumela ekhiqizwa ngolimi lwemvelo kusadinga ukuhlolwa ngabantu, kanti izidingo eziyinkimbinkimbi zingadinga ukulungiswa izikhathi eziningi.058.4
LingguangAmathuluzi Okuhlela nge-AII-Lingguang ingumsizi we-AI one-modal yonke owethulwe yi-Ant Group, ohlukaniswe kukhathalogi njengethuluzi lokuhlela nge-AI. Ikakhulu isiza abasebenzisi ukudala izinhlelo ezincane ezisebenzisanayo ngolimi lwemvelo. Abasebenzisi bangachaza izidingo zabo bese bethola izinhlelo ezifana nethuluzi lokulandela imikhuba, iwashi le-Pomodoro noma ithuluzi lokwabelana ngezindleko. Bangasebenzisa nengxoxo ye-Lingguang ukuze bathole ulwazi oluhlelwe ngendlela ehlelekile, kanye nekhamera ukuze baqonde izithombe ngesikhathi sangempela. Ilungele abadali abangadingi ikhodi, abasebenzisi basemsebenzini, abafundi kanye nabantu abadinga ukuphatha izindaba zansuku zonke. Okwamanje umkhiqizo umakwe njengowamahhala futhi usasebenza. Okuqukethwe okukhiqiziwe nemiphumela yokuhlaziya kusadinga ukuhlolwa ngokwezidingo zangempela; ukusebenziseka kwezinhlelo eziyinkimbinkimbi akunakunqunywa ngencazelo kuphela.056.9
GamboAmathuluzi Okuhlela nge-AIIGambo iyithuluzi lokuhlela elisebenzisa i-AI ekwenzeni imidlalo, elenzelwe ikakhulukazi ukuguqula izincazelo zolimi lwemvelo zibe ama-prototype emidlalo ye-2D asebenzayo. Abasebenzisi bangachaza kuqala indlela yokudlala, isitayela nemithetho, bese bezama umphumela okhiqiziwe futhi balungise ukwakheka kwamazinga, izithiyo nezindawo zezitha besebenzisa umhleli wemephu obonakalayo. Ithuluzi lihlanganisa izigaba zokwenza ezifana nokugqwayiza kwabalingiswa, izimpahla zemephu, umculo ongemuva, imisindo, kanye nefiziksi eyisisekelo nemithetho yomdlalo. Lifanele onjiniyela abazimele, othisha, abathandi bemidlalo nabakhangisi abafuna ukuqinisekisa imibono ngokushesha noma benze okuqukethwe okusebenzisanayo. Linikeza futhi imisebenzi yokwenza imali ehlobene nezikhangiso, kodwa okuqukethwe okukhiqiziwe kusadinga ukuhlolwa nokulungiswa kaningi ngumuntu; indlela ethile yokukhokhisa nezim 조건 zokushicilela kufanele kuqinisekiswe ekhasini lenkundla.038.2
CaffeineAmathuluzi Okuhlela nge-AII-Caffeine iyithuluzi lokuhlela le-AI elenzelwe ukuthuthukiswa kwezinhlelo zokusebenza ezihlukaniselwe izindawo. Abasebenzisi bangachaza izidingo zomkhiqizo ebhokisini lengxoxo, bese inkundla ikhiqiza isixhumi esibonakalayo sangaphambili, ingqondo yangemuva kanye nezinkontileka ezihlakaniphile, iphinde inikeze inguqulo eku-inthanethi efinyeleleka kubasebenzisi. Izinhlelo zokusebenza zingafakwa ku-Internet Computer blockchain, futhi leli thuluzi lilungele osomabhizinisi, abaphathi bemikhiqizo, abadali abangewona ochwepheshe bezobuchwepheshe kanye nabathuthukisi be-Web3 abafuna ukuqinisekisa imibono, ukwakha izinhlelo zokusebenza zebhizinisi noma ukuhlola imisebenzi esebenza ku-blockchain. Ngemva kokwethulwa, abasebenzisi bangaqhubeka nokucela izinguquko ngolimi lwemvelo ukuze bathuthukise isixhumi esibonakalayo nemisebenzi. Ekusetshenzisweni kwangempela, imiphumela ekhiqiziwe kusadingeka ihlolwe; izinqubo zengqondo eziyinkimbinkimbi, ama-smart contract kanye nokuhlolwa ngaphambi kokwethulwa ngokusemthethweni ngeke kuthathelwe indawo ngokuphelele yinqubo yengxoxo.077.8
GreptileAmathuluzi Okuhlela nge-AIIGreptile iyithuluzi lokuhlela elisebenzisa ubuhlakani bokwenziwa, elenzelwe amaqembu onjiniyela, abaholi bezobuchwepheshe namaqembu aqalayo, eligxile ekuqondeni izinqolobane zekhodi nasekubambisaneni ocwaningweni nasekuthuthukiseni. Ihlanganisa umongo wayo yonke inqolobane lapho ibuyekeza i-Pull Request, isize ukuthola izingozi ezingaba khona. Onjiniyela bangabuza nangolimi lwemvelo ukuthi umsebenzi othile wenziwa kuphi, ukuthi ikhodi ibizana kanjani, noma yimiphi imiphumela engemihle engase ivele. Emisebenzini eku-Jira nase-Linear, iGreptile ingangeza imininingwane yokuthi ikhodi ehambisanayo isebenza kanjani, isize abathatha imisebenzi ukuthi bakhe ukuqonda komongo ngokushesha. Leli thuluzi lifanele amaphrojekthi ayinkimbinkimbi, ukugcinwa kwekhodi endala namaqembu athuthukisa ngokushesha, kodwa imiphumela yokubuyekeza nezimpendulo zemibuzo kusafanele kuqinisekiswe ngesandla ngokuhambisana nekhodi yangempela nezidingo zebhizinisi.047.6
LangChainAmathuluzi Okuhlela nge-AII-LangChain iwuhlaka oluvulekile lokuthuthukisa izinhlelo zokusebenza ze-AI oluqondiswe kubathuthukisi. Ayinikezi imodeli enkulu yolimi ngokwayo, kodwa ixhuma amamodeli, idatha yangaphandle, ama-API kanye nemininingwane yolwazi ngezixhumi ezihlelwe ngezinto ezizimele. Abathuthukisi bangahlanganisa ukubiza okuhlanganisiwe, i-RAG yokuthuthukisa ukukhiqizwa ngokusesha, kanye namakhono ama-agent ukuze bakhe izinhlelo zokusebenza zemibuzo nezimpendulo ezisekelwe kumaziko olwazi, isevisi yamakhasimende ehlakaniphile, abasizi bekhodi, nezinye izinhlelo ezidinga ukwenza imisebenzi enezinyathelo eziningi. Ngokusebenzisa i-LangSmith, bangakwazi ukulandelela, ukulungisa nokuhlola ukugeleza komsebenzi wohlelo lokusebenza. Ilungele abathuthukisi bezinhlelo zokusebenza ze-AI, abaholi bezobuchwepheshe bamabhizinisi kanye nabacwaningi. Kubalulekile ukuqaphela ukuthi i-LangChain iwuhlaka lokuthuthukisa, hhayi umkhiqizo wokugcina olungele ukusetshenziswa; amaphrojekthi angempela asadinga ukuthuthukiswa kwekhodi, ukumiswa kwemodeli kanye nokuxhunyaniswa nezinhlelo zebhizinisi.027.5
KadoaAmathuluzi Okuhlela nge-AII-Kadoa iyithuluzi lokuqoqa idatha yewebhu elisekelwe ku-Generative AI, elenzelwe abahlaziyi bedatha, abacwaningi bezimakethe, amaqembu ezokuthengisa nabathuthukisi. Abasebenzisi bangachaza imisebenzi yokuqoqwa ngesixhumi esibonakalayo esibonakalayo, bese i-ejenti ehlakaniphile ilingisa ukuzulazula kuwebhu, ibone okuqukethwe kwamakhasi bese ikhipha ulwazi oludingekayo. Imiphumela ingahlelwa ibe idatha ehlelekile, noma ithunyelwe kwezinye izinhlelo zedatha nge-API noma ngama-Webhooks. Ithuluzi lisiza ukunciphisa umsebenzi wokubhala nokugcina izikripthi zokukhasa, kodwa ama-CAPTCHA, imikhawulo yokufinyelela, ukulayishwa okunamandla noma izinguquko esakhiweni sewebhusayithi eqondiwe kusengathinta ukusebenza kokuqoqwa. Ekusetshenzisweni kwangempela, imiphumela kufanele ihlolwe futhi ukucushwa komsebenzi kulungiswe.067.7
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.067.9
PencilAmathuluzi Okuhlela nge-AII-Pencil iyithuluzi lokuklama nokuthuthukisa elinikwe amandla yi-AI, elisekelwe kuphrothokholi ye-MCP, elifaka ikhanvasi engenamkhawulo efana ne-Figma ngaphakathi kwama-IDE afana ne-VSCode ne-Cursor. Abasebenzisi bangakha futhi balungise imiklamo yezixhumi zobuso endaweni yekhodi, bese besebenzisa abasizi bokuhlela be-AI ukuze baqonde umongo womklamo futhi bakhiqize ikhodi ye-React, HTML ne-CSS. Amafayela omklamo angaphathwa njengengxenye yenqolobane ye-Git ukuze alandelelwe ngezinguqulo, okwenza ithuluzi lifanele onjiniyela abagcwele, onjiniyela be-frontend, abaklami be-UI/UX, kanye nabasebenzisi abasebenzisa abasizi bokuhlela be-AI ekwakheni ama-prototype. Lisiza ukunciphisa ukushintshashintsha phakathi komklamo nokuwusebenzisa, kodwa ikhodi ekhiqiziwe kusadingeka ihlolwe futhi ilungiswe ngokuvumelana nesakhiwo sephrojekthi nezidingo zangempela.0179
WordwareAmathuluzi Okuhlela nge-AII-Wordware iyinkundla yokwakha izinhlelo ze-AI nezinqubo zokusebenza ezizenzakalelayo ngolimi lwemvelo. Umkhiqizo wayo oyinhloko, i-Sauna, uqondiswe kubasebenzi bolwazi, amaqembu okuqasha nawokusebenza, abathuthukisi, abaphathi bemikhiqizo nosomabhizinisi. Abasebenzisi bangachaza imisebenzi ngombhalo, bahlaziye ama-CV ngobuningi, bahlele amanothi emihlangano, babhale ama-imeyili okuqala noma bakhiqize amathikithi omsebenzi. Bangakwazi futhi ukuhlela ama-agent endaweni ye-IDE yokuhlela ngolimi lwemvelo futhi bathumele izinqubo zokusebenza njenge-API. I-Sauna isekela usizo oluqhubekayo oluhlanganisa izinqumo zangaphambilini nezintandokazi zokusebenza, futhi ingacubungula eminye imisebenzi ngemuva. Ekusetshenzisweni kwangempela, okuqukethwe okukhiqizwe ngokuzenzakalela kanye nezenzo ezisalindele ukwenziwa kusadinga ukuhlolwa, ukugunyazwa noma ukuhlelwa ngumuntu, kanti izinqubo eziyinkimbinkimbi zingadinga ukulungiswa okwengeziwe.057.6
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
blackboxAmathuluzi Okuhlela nge-AII-blackbox iyithuluzi lokuhlela elisebenzisa ubuhlakani bokwenziwa elenzelwe ukuthuthukiswa kwesofthiwe. Lisiza kakhulu ekukhiqizeni ikhodi, ekutholeni nasekulungiseni izinkinga, ekubhaleni izivivinyo nasekuqondeni ikhodi. Abasebenzisi bangafaka izidingo noma ikhodi ngesikhathi sokuthuthukisa ukuze bathole iziphakamiso zokusebenzisa, izibonelo zezivivinyo, ukuphawula nosizo lokulungisa amaphutha. Bangasebenzisa nokubonwa kwezithombe ukuze babone isixhumi esibonakalayo bese besiguqula sibe yikhodi. Umkhiqizo usekela izilimi zokuhlela ezingaphezu kuka-20 futhi ungafakwa kubahleli abafana ne-VS Code. Ufanele abathuthukisi besofthiwe, abafundi abafunda ukuhlela, onjiniyela bezivivinyo namaqembu ezobuchwepheshe ezinkampani. Uhlinzeka ngendlela yokuwusebenzisa mahhala, kodwa ikhodi ekhiqizwe ubuhlakani bokwenziwa kusadingeka ibuyekezwe, ihlolwe futhi ilungiswe ngokuhambisana nomongo wephrojekthi.038.9
WandbAmathuluzi Okuhlela nge-AII-Wandb iyithuluzi lokulandelela izivivinyo nokubona ngeso lengqondo elenzelwe abacwaningi be-AI, onjiniyela bama-algorithm namathimba okufunda komshini. Lisetshenziswa kakhulu ukuqopha ngokuhlanganyela inqubo yokuqeqesha, ukuqhathanisa imiphumela yezivivinyo nokusiza ukubambisana kwethimba. Lapho lisetshenziswa, onjiniyela baxhuma i-Wandb kukhodi yokuqeqesha ukuze baqophe ama-hyperparameter, izinkomba zamamodeli, izinguqulo zekhodi kanye nolwazi lwesistimu olufana ne-CPU ne-GPU, bese bebuka futhi baqhathanise izivivinyo kudeshibhodi eku-inthanethi. Inkundla iphinde inikeze ukusesha kwama-hyperparameter kanye namandla okuphatha izinguqulo zamamodeli namasethi edatha, futhi ifanele izinqubo zokuthuthukisa ezidinga ukuhlela imijikelezo eminingi yezivivinyo nokuhlaziya ukusebenza kwamamodeli. Ulwazi olutholakalayo lubonisa ukuthi inikeza izinhlelo zamahhala nezikhokhelwayo. Ukusetshenziswa kwangempela kusadinga ukuqedwa kokuxhunywa kwekhodi, futhi indlela yokuqopha efwini kufanele ihlolwe ngokuhambisana nezidingo zokuphathwa kwedatha zethimba.047.8
CensorlyAmathuluzi Okuhlela nge-AII-Censorly iyinkundla yokuskena ukuphepha kwekhodi eyakhelwe ku-AI, eqondiswe kakhulu kubathuthukisi, amaqembu onjiniyela bezokuphepha, amaqembu e-DevSecOps kanye namaqembu emikhiqizo anem要求 yokuthobela imithetho. Abasebenzisi bangafaka ukuskenwa kwekhodi enqubweni yokuthuthukisa nasekuhloleni ngaphambi kokukhishwa, ukuze babone kusenesikhathi ubuthakathaka obubalulekile bokuphepha obungaphazamisa ukukhishwa, bagxile ezingozini ezidinga ukubuyekezwa nokulungiswa. Ifanele kakhulu izindawo zokuthuthukisa ezinejubane eliphezulu lokuphindaphinda nezifuna ukubeka ukuphathwa kwezokuphepha ekuqaleni kwenqubo, futhi ingasiza amaqembu anabasebenzi abambalwa angakwazi ukwenza ukuhlolwa okwenziwa ngesandla njalo. Ulwazi olukhona njengamanje lubonisa ukuthi inikeza indlela yamahhala; nokho, izilimi zokuhlela ezisekelwayo, izindlela zokuhlanganisa, ububanzi bokuskena kanye nenqubo yokuphatha imiphumela kusafanele kuqinisekiswe ngaphambi kokusetshenziswa kwangempela.067.9
SuperdesignAmathuluzi Okuhlela nge-AIISuperdesign ingumenzeli wedizayini we-AI ovulekile, othuthukiswe umklami womkhiqizo uJason Zhou, futhi iqondiswe kakhulu kubathuthukisi abazimele, abaklami be-UI/UX, onjiniyela be-frontend, abaphathi bemikhiqizo namaqembu aqalayo. Abasebenzisi bangafaka ulimi lwemvelo kuma-IDE afana neVSCode neCursor ukuze bakhiqize izixhumi zobuso bamakhasi ewebhu, i-UI yeselula, amadeshibhodi, izingxenye noma imidwebo ye-wireframe, bese beqhubeka nokuziguqula, ukuzithuthukisa nokuhlukanisa izinhlelo zedizayini. Amafayela edizayini nekhodi ekhiqiziwe agcinwa kufolda ye-.superdesign yephrojekthi yasendaweni, okwenza kube lula ukuwaphatha enqubweni yokuthuthukisa. Ilungele ukuhlola izinhlelo zokuqala nokwenza ama-prototype ezixhumi zobuso, kodwa imiphumela ekhiqiziwe isadinga ukuhlolwa nokulungiswa ngokwezidingo ezithile.088
Inkundla Yokudala Imidlalo nge-AI i-SOONAmathuluzi Okuhlela nge-AIInkundla Yokudala Imidlalo nge-AI i-SOON iyithuluzi lokuhlela nge-AI elenzelwe inqubo yokuthuthukisa imidlalo, eligxile ekusizeni abadali baguqule imibono yokudlalwa ibe ama-prototype emidlalo angaqinisekiswa. Abasebenzisi bangachaza imibono ngolimi olujwayelekile, noma balayishe izithombe, umbhalo noma amavidiyo, bese bekhiqiza futhi balungise okuqukethwe okuhlobene nabalingiswa, amamephu, izigcawu, i-UI, imiphumela ekhethekile, amanani nekhodi. Le nkundla ilungele onjiniyela abazimele, amaqembu emidlalo, abahleli nabaculi, kanye namanyuvesi nezikhungo zokuqeqesha; ingasetshenziselwa ukuqinisekisa ama-prototype, ukudala izimpahla, ukwakha uhlaka lwamanani nokulingisa izimpi. Ulwazi olutholakala emphakathini lubonisa ukuthi inikeza izindlela zamahhala nezikhokhelwayo. Amaphrojekthi angempela asadinga ukuhlolwa komuntu mayelana nengqondo yokuqukethwe okukhiqiziwe, ukuvumelana kwesitayela, ukusebenziseka kwekhodi kanye nobubanzi bokusetshenziswa kwezimpahla; amaphrojekthi ezentengiselwano ayinkimbinkimbi awakwazi ukuncika ngokuphelele ekukhiqizeni okuzenzakalelayo.098
Google AI StudioUkuhlela nge-AII-Google AI Studio iyinkundla yokuthuthukisa i-AI esebenza esipheqululini, eqondiswe kubathuthukisi, abafundi, abacwaningi, abathanda i-AI namaqembu adinga ukuhlola imibono. Abasebenzisi bangakhetha izindlela zokwazisa ezikhululekile, ezihlelekile noma zengxoxo ekhasini, bafake umbhalo, izithombe, umsindo namavidiyo, bese benza ama-prototype futhi balungise amamodeli e-Gemini, kuhlanganise nokulungisa amapharamitha afana ne-Temperature ne-Top-K. Ngemva kokuqeda ukuhlola, inkundla ingakhiqiza ikhodi yokubiza i-API ngezilimi ezifana ne-Python ne-Node.js, futhi isekela ukuthumela ama-prototype ku-Google Cloud nokukhiqiza izixhumanisi zokwabelana. Le sevisi iyatholakala mahhala, kodwa imiphumela yamamodeli nekhodi ekhiqiziwe kusafanele kuhlolwe futhi kubuyekezwe ngokuvumelana nephrojekthi ethile.089.2
DraftlyAmathuluzi Okuhlela nge-AII-Draftly iyithuluzi lokuhlela nge-AI lamakhasi ewebhu, eliguqula isihloko sewebhusayithi, inkomba yekhasi nomoya wokubukeka kube amakhasi ewebhu anemiphumela eguqukayo. Abasebenzisi bangaqala ngesifanekiso esisethwe ngaphambilini noma bakhiqize ikhasi ngemiyalelo, bese belungisa umbhalo, ukwakheka nemibala ngengxoxo. Leli thuluzi lisekela ukukhiqizwa kwezithombe zangemuva, ukwakhiwa kochungechunge lwamafreyimu evidiyo, kanye nokwenza izithombe zibe nomphumela we-parallax nowokusondela kwekhamera njengoba ikhasi liskrolwa. Uma sekuqediwe, kungathunyelwa amafayela e-HTML, CSS, JS noma iphrojekthi ye-ZIP. Lifanele amaqembu emikhiqizo nokumaketha, onjiniyela abazimele, abaklami, izitudiyo zobuciko nabasebenzisi bamaphothifoliyo ekwakheni amakhasi okwethulwa, amakhasi okufikela namakhasi okubukisa okubonakalayo. Imiphumela eyinkimbinkimbi isadinga ukuhlolwa ngokuhambisana namadivayisi wangempela nezidingo zokuthuthukiswa kwe-frontend.068.1
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
WebflowAmathuluzi Okuhlela nge-AII-Webflow iyinkundla yolwazi lwamawebhusayithi eyenzelwe ukwakha amawebhusayithi emikhiqizo, futhi ingasetshenziswa njengethuluzi lokwakha amasayithi ngokubuka ngaphandle kokubhala ikhodi. Abaklami, ochwepheshe bezokumaketha nabathuthukisi bangakha amakhasi ewebhu, baphathe okuqukethwe okuguqukayo, futhi bengeze ukusebenzisana nemifanekiso ephilayo endaweni eyodwa yokusebenza. Inkundla isekela ukukhiqizwa okuzenzakalelayo kwekhodi ye-HTML, CSS ne-JavaScript, futhi inikeza uhlelo lokuphatha okuqukethwe (CMS) oluhlanganisekayo kanye namathuluzi asizwa yi-AI okuthuthukisa ukwakheka kwesayithi, okuqukethwe, i-SEO ne-AEO. Ifanele amaqembu adinga ukuzakhela iwebhusayithi yomkhiqizo, amakhasi okumaketha, amasayithi emicimbi noma amawebhusayithi agxile kokuqukethwe. Ebhizinisini elinengqondo eyinkimbinkimbi noma elidinga ukunwetshwa okujulile kwemisebenzi, kungase kusadingeke ukubandakanya umthuthukisi.037.3
CREAOAmathuluzi Okuhlela nge-AII-CREAO iyithuluzi lokuhlela nge-AI elisekelwe emcabangweni we-“VibeCoding”, elisiza kakhulu abasebenzisi ukwakha izinhlelo zokusebenza ezigcwele besebenzisa izilimi zemvelo. Ngemva kokuba umsebenzisi echaze umgomo nezidingo zebhizinisi, inkundla ingakhiqiza uhlelo lokusebenza oluhlanganisa ingaphambili, ingemuva, isizindalwazi nomsizi we-AI, futhi inikeze namandla okusingatha. Uhlelo lokusebenza lunomshayeli ohlakaniphile ongaphendula imibuzo ngokusekelwe kumongo wohlelo, aphathe idatha futhi enze imisebenzi yezinyathelo eziningi; abasebenzisi bangaxhuma namanye amathuluzi besebenzisa ukuhlanganiswa osekuvele kukhona, i-API noma amaseva e-MCP. Lufanele abasunguli abasemazingeni okuqala, amaqembu asebenza ngendlela enciphile, ochwepheshe bezizinda, abantu abangenalo ulwazi lobuchwepheshe, abafundi nezinhlangano ezingenzi nzuzo ukuze baqinisekise imibono, benze amathuluzi angaphakathi futhi bazenzele izinqubo. Ukusetshenziswa kwangempela kusadinga ukuhlolwa kwemiphumela ekhiqiziwe, futhi izidingo eziyinkimbinkimbi zingadinga ukulungiswa okuqhubekayo.098.1
FlutterFlow AI GenAmathuluzi Okuhlela nge-AII-FlutterFlow AI Gen iyinkundla yokuthuthukisa izinhlelo zokusebenza ngekhodi encane ehlanganisa amandla obuhlakani bokwenziwa, esekelwe kuhlaka lwe-Google Flutter futhi ehloselwe abathuthukisi abazimele, abaphathi bemikhiqizo, abaklami, amabhizinisi asaqalayo namabhizinisi amancane naphakathi. Abasebenzisi bangaqala ngokuchaza izidingo ngolimi lwemvelo, bese i-AI ikhiqiza amakhasi ohlelo noma isakhiwo sesizindalwazi. Ngemva kwalokho bangalungisa isibonisi ngesihleli sokuhudula nokudedela, futhi balungiselele umqondo wokusebenzisana ngesihleli sezinqubo esibonakalayo. Inkundla isekela ukwakha izinhlelo kusetshenziswa izingxenye ezilungiselelwe kusengaphambili, futhi izinhlelo zingashicilelwa ku-iOS, Android nakuWeb. Ilungele ukwakha ama-MVP, amathuluzi ebhizinisi nezibonelo zezinhlelo zokusebenza, kodwa amakhasi, izakhiwo zedatha nomqondo webhizinisi okukhiqizwe yi-AI kusadingeka kuhlolwe futhi kulungiswe umuntu. Amaphrojekthi ayinkimbinkimbi ngokuvamile awakwazi ukuthembela ngokuphelele ekukhiqizweni okuzenzakalelayo.027.5
Forefront AIAmathuluzi Okuhlela nge-AII-Forefront AI iyindawo yokusebenza ye-AI yamabhizinisi kanye nenkundla yokwakha abasizi, ehlukaniswa ngaphansi kwamathuluzi okuhlela nge-AI. Ihlanganisa izingxoxo zamamodeli amaningi, ukuphendula imibuzo kusizindalwazi kanye nezinqubo ezizenzakalelayo endaweni eyodwa yokusebenza. Abasebenzisi bangakhetha imodeli ngokuya ngomsebenzi webhizinisi, bangenise ama-PDF, amakhasi ewebhu noma imibhalo esefwini, bese besebenzisa ukuhlela kwama-node okubonakalayo ukwakha abasizi nezinqubo ezingasetshenziswa kabusha. Lo mkhiqizo ulungele amaqembu ebhizinisi, edatha, okumaketha, enkonzo yamakhasimende kanye namaqembu aqalayo, ukuze asetshenziselwe ukukhiqiza okuqukethwe, ukusesha ulwazi lwangaphakathi, ukusebenzisana ngezinqubo kanye nokuxhuma kumasistimu. Inkundla inikeza izindlela zamahhala nezikhokhelwayo, kodwa imikhawulo ethile, ububanzi bamamodeli nezindleko kufanele kuqinisekiswe ekhasini langempela; ikhwalithi yezimpendulo nayo ithintwa ukuphelela kolwazi, indlela yokumisa kanye namandla emodeli.038
GreptileAmathuluzi Okuhlela nge-AIIGreptile iyithuluzi lokubuyekeza ikhodi elisebenzisa ubuhlakani bokwenziwa, elenzelwe inqubo yokuthuthukiswa kwesoftware. Ligxila ekuhlaziyeni umongo wendawo yokugcina ikhodi, futhi linikeza imibono yokubuyekeza mayelana namaphutha angaba khona, izinkinga zokuphepha namaphethini angalungile ezicelweni zokuhlanganisa izinguquko. Lingafakwa ezinqubweni zeGitHub neGitLab, ukuze amaqembu achaze izindinganiso zokuhlela ngolimi olujwayelekile, bese esebenzisa le mithetho ekuhloleni izinguquko. Umkhiqizo ulungele amaqembu okuthuthukisa, abaholi bezobuchwepheshe nabaphathi bamaphrojekthi omthombo ovulekile abadinga ukugcina izindawo zokugcina amakhodi eziyinkimbinkimbi, ukuhlanganisa izindinganiso zeminikelo noma ukunciphisa umthwalo wokubuyekeza okwenziwa ngesandla. Ekusetshenzisweni kwangempela, imiphumela yokubuyekeza kusadingeka iqinisekiswe onjiniyela ngokuhambisana nomongo wephrojekthi, futhi ayikwazi ukuthatha indawo yokwahlulela komuntu; ukumbozwa kwezilimi nokusebenza kokubona umqondo webhizinisi oyinkimbinkimbi nakho kufanele kuqinisekiswe endaweni ethile yokugcina ikhodi.037.4
VercelAmathuluzi Okuhlela nge-AII-Vercel iyinkundla yokuphakela nokusingatha izinhlelo zokusebenza ebhekiswe kubathuthukisi be-frontend, futhi ingumdali we-Next.js. Ngemva kokuba abathuthukisi bephushele ikhodi yabo endaweni yokugcina ikhodi, inkundla ingakha ngokuzenzakalelayo futhi ikhiqize imiphumela yokuphakela, kuyilapho ihlinzeka ngokuphakela kokubuka kuqala nokusabalalisa ngenethiwekhi yomhlaba wonke esemaphethelweni. Inkundla iphinde inikeze i-AI SDK ne-AI Gateway ukusekela izimpendulo ezisakazwayo nokuphatha ukubizwa kwamamodeli. Ifanele abasebenzisi be-Next.js, amaqembu e-frontend, abakhi bezinhlelo zokusebenza ze-AI, kanye namabhizinisi adinga ukushicilela amawebhusayithi nezinhlelo zokusebenza zewebhu. Ekusetshenzisweni kwangempela, imiphumela yokwakha isancika ekucushweni kwephrojekthi, ekusebenzisaneni kohlaka nakuhlelo olukhethiwe; imithetho ethile yezinhlelo zamahhala nezikhokhelwayo kufanele iqinisekiswe ngokwehlukana.027.6
秒悟Amathuluzi Okuhlela nge-AI秒悟 ithuluzi lokuhlela le-AI eliqondiswe kubasebenzisi bamabhizinisi abangenalo ulwazi lobuchwepheshe, abasunguli abazimele, abaklami nabaphathi bamaphrojekthi. Ligxile ekukhiqizeni amakhasi angaphambili, umqondo ongemuva nezakhiwo zedatha ezihlobene kusetshenziswa ulimi lwemvelo. Abasebenzisi bangachaza izidingo zabo ngengxoxo, bese bekhetha izici zekhasi ngendlela ebonakalayo futhi bacele izinguquko. Ngemva kokulungisa, uhlelo lungathunyelwa efwini. Inkundla iphinde inikeze ukucubungula okuhambisanayo kwama-ejenti amaningi, ukusebenzisana kwabantu abaningi nama-plugin wamakhono, futhi ilungele ukwakha ama-prototype, amakhasi emikhankaso nezinhlelo ezincane. Ekusetshenzisweni kwangempela, izinqubo zebhizinisi eziyinkimbinkimbi zisadinga ukuthi umsebenzisi aqinisekise ngokuphindaphindiwe imiphumela ekhiqiziwe futhi ahlole ikhodi, idatha nezilungiselelo zokuthumela.088.1
DataCampAmathuluzi Okuhlela nge-AII-DataCamp iyinkundla eku-inthanethi egxile ekufundiseni amakhono esayensi yedatha nobuhlakani bokwenziwa, elungele abafundi ngabanye, ochwepheshe abasebenzayo, abantu abashintsha imisebenzi kanye namaqembu ezinkampani. Inkundla inikeza izifundo ngePython, R, SQL nokunye, ngokuvamile isebenzisa izincazelo zevidiyo ezimfushane, ukuzilolonga ngekhodi esipheqululini kanye nempendulo esheshayo. Abasebenzisi bangafunda ngezihloko noma balandele izindlela zemisebenzi ukuze bathole amakhono ahlobene kancane kancane. Inkundla iphinde inikeze ukufunda okusizwa yi-AI nezici zokuphatha ukufunda ezinkampanini, ezisetshenziselwa ukuchaza ikhodi, ukunikeza iziphakamiso zokufunda noma ukulandelela inqubekelaphambili yeqembu. Ezinye izinsiza zingasetshenziswa mahhala, kodwa izifundo ezigcwele nezinsizakalo zamaqembu zingadinga ukukhokhelwa; izifundo zihlanganisa izihloko eziningi, kodwa impumelelo yokufunda isancike emzamweni wokuzilolonga nasezingeni lesisekelo lomfundi.038
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
Z.AIAmathuluzi Okuhlela nge-AII-Z.AI iyinkundla ye-AI eyethulwe yi-Zhipu AI, ehlanganisa uchungechunge lwamamodeli e-GLM futhi enikeza abathuthukisi, abadali bokuqukethwe, abasebenzisi bezinkampani nabacwaningi amakhono ezingxoxo, ukukhiqizwa kombhalo nosizo lwekhodi. Abasebenzisi bangakhetha imodeli eyisisekelo, imodeli yokucabanga noma imodeli yokuzindla kuye ngomsebenzi, bese beqedela ukuphendula imibuzo, ukudlala izindima, ukudala okuqukethwe, ukukhiqiza nokulungisa ikhodi ngezingxoxo ezinemijikelezo eminingi. Inkundla ingasetshenziswa futhi ekuthuthukiseni ama-agent ahlakaniphile. Isekela izilimi zokuhlela ezingaphezu kwe-100 futhi ingaxhunywa emithonjeni yedatha efana namafayela akuleyo khompyutha namadathabheyisi. Ulwazi olutholakalayo lubonisa ukuthi inikeza ukusetshenziswa kwamahhala, kodwa imiphumela yamamodeli isadinga ukuqinisekiswa ngumuntu, ikakhulukazi ikhodi, ulwazi lwamaqiniso nokuqukethwe kocwaningo.068.6
MonkeyCodeAmathuluzi Okuhlela nge-AIIMonkeyCode iyithuluzi lokuhlela le-AI elenzelwe amaqembu onjiniyela, elihlanganisa ukuhlela ngengxoxo, ukuqedelwa kwamakhodi, ukuskena ukuphepha, kanye nokuhlolwa nokulawulwa ngaphansi kokugeleza komsebenzi okukodwa. Amaqembu angabhala, aguqule futhi aqedele amakhodi ngaphakathi kwe-IDE, noma asebenzise u-@monkeycode-ai kuma-PR noma kuma-Issue ezinkundleni zokusingatha amakhodi ezifana ne-GitHub ne-GitLab ukuze aqalise ukuhlolwa kwamakhodi, ukuqaliswa kwezidingo kanye nokuhlukaniswa kwemisebenzi. Umkhiqizo uphinde unikeze ngephaneli yokuphatha ukuthuthukiswa, esetshenziselwa ukubala nokuhlola ukusetshenziswa kwe-AI, ukuskena amakhodi akhiqizwe yi-AI nokuphatha izabelo zokusebenzisa amamodeli, kanti futhi usekela ukubambisana okuku-inthanethi nokufakwa kwangasese okungaxhunyiwe ku-inthanethi. Ufanele amaqembu agxile kubumfihlo bedatha, ekuthobeleni izimfuneko zokuphepha nasekulawuleni izinqubo zokuthuthukisa. Ekusetshenzisweni kwangempela, amakhodi akhiqiziwe nemiphumela yokuskena kusadingeka kuhlolwe ngesandla ngokuhambisana nomongo wephrojekthi.068
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
BubbleAmathuluzi Okuhlela nge-AII-Bubble iyinkundla ephelele yokuhlela ngokubonakalayo esekela ukuthuthukiswa kwezinhlelo zokusebenza zeWebhu ngaphandle kokubhala ikhodi. Abasebenzisi bangaklama i-UI kukhanvasi ebonakalayo, balungiselele umqondo wohlelo lokusebenza ngezinhlelo zokusebenza, futhi baphathe idatha besebenzisa isizindalwazi esakhelwe ngaphakathi; uma kudingeka ukwandisa amakhono, bangasebenzisa ama-plugin, izixhumi ze-API noma i-JavaScript. Ilungele amaqembu aqalayo aqinisekisa i-MVP, kanye nabaphathi bomkhiqizo, abaklami namabhizinisi amancane naphakathi ukuze bakhe amathuluzi ebhizinisi, amasistimu okuphatha ubudlelwano namakhasimende noma izinhlelo zokuphatha amaphrojekthi. Kumaphrojekthi anesakhiwo esiyinkimbinkimbi nezinqubo eziningi, kusadingeka isikhathi sokuhlela isakhiwo sedatha, izimvume nezinhlelo zokusebenza, futhi ukunakekelwa okuqhubekayo kudingeka ukuze iphrojekthi iphatheke ngokuhamba kwesikhathi.037.5
LayerBack – Ithuluzi le-AI lokuguqula izithombe zamashadi zibe amashadi ahlelekayo ngokuchofoza okukodwaIzinqubo ezizenzakalelayoI-LayerBack iyithuluzi le-AI lokuguqula izithombe zamashadi. Abasebenzisi bangalayisha izithombe-skrini zamashadi okugeleza, amashadi ezakhiwo zesistimu noma izithombe zamabhodi amhlophe, bese i-AI ibona izimo, imigqa yokuxhuma nombhalo okushadini, iphinde ikwakhe kube amafayela e-VSDX, PPTX, draw.io ne-SVG ahlelekayo ngempela. Imisebenzi eyinhloko ihlanganisa ukuguqula isithombe sibe yishadi elihlelekayo ngokuchofoza okukodwa, izinto zomdabu ezihlelekayo ngempela, ukukhipha amafomethi amane ngokuguqula okukodwa, ukusekela izinhlobo eziningi zamashadi, ukulungisa ku-inthanethi kusiphequluli, kanye nokuhlinzeka ngokufinyelela kwe-REST API ne-MCP Server. Abasebenzisi abaqondisiwe bahlanganisa abasebenzi basehhovisi, amaqembu ezobuchwepheshe, othisha nabacwaningi, onjiniyela namaqembu ez automatiki, kanye nabasebenzisi be-AI Agent. Inani layo lisekutheni iqeda ngokuphelele ukudweba kabusha ngesandla, yenze ukuguqulwa okusheshayo kusuka kumaphikseli kuya kumafayela ahlelekayo, futhi igxile ekuvikelweni kobumfihlo: amafayela asuswa ngokuzenzakalela emahoreni angu-72 ngemva kokulayishwa.00
2026 Ukubuyekezwa Kwesoftware Yokubhala Amanoveli nge-AI: FeelFish 4.0Ukuhlela nge-AII-FeelFish 4.0 iyisoftware yobungcweti yokubhala amanoveli, eguqula amamodeli amakhulu e-AI abe yiqembu lababhali eliqonda iphrojekthi yakho. Ihlinzeka ngokuphathwa kwephrojekthi okuhlelekile, okuhlanganisa izahluko, uhlaka, abalingiswa kanye nezilungiselelo, futhi isekela umongo ohlakaniphile ukuze kugcinwe ukuhambisana komqondo ekubhaleni imisebenzi emide. Leli thuluzi lisekela ukusebenzisana kwama-agent amaningi enziwa ngokwezifiso, ukulawula okukude ngekhompyutha nedivayisi yeselula, kanye nokuvumelanisa nge-cloud drive ne-time machine yendawo ukuze kuvikelwe imibhalo. Lihloselwe ukuhlinzeka ababhali bemisebenzi emide, njengamanoveli ewebhu nemibhalo yemidlalo, ngohlelo oluphelele lokusebenza lokubambisana phakathi komuntu ne-AI.00
SALMONN-2 – imodeli yolimi olukhulu yomsindo ejwayelekile ekhishwe yi-Tsinghua nabanyeUkuhlela nge-AII-SALMONN-2 – imodeli yolimi olukhulu yomsindo ejwayelekile ekhishwe yi-Tsinghua nabanye iyimodeli yolimi olukhulu yomsindo ejwayelekile eyakhiwe kusetshenziswa i-SPEAR unified self-supervised audio encoder yakwa-ByteDance kanye ne-multi-layer feature fusion adapter, ne-Qwen3 njengesisekelo sombhalo. Isekela imisebenzi ehlukahlukene efana nokuqaphela inkulumo, ukuchaza umsindo, ukuqonda umculo, ukuqaphela imizwa nokuqinisekisa isikhulumi, futhi ngokokuqala ngqa ku-ALLM ejwayelekile ihlanganisa ngokuhlelekile amakhono athuthukile okuhlonza izehlakalo zomsindo, ukuthola umsindo okhohlisiwe, ukuhlola ikhwalithi yenkulumo kanye nokuqaphela inkulumo okunomongo we-multimodal. Imodeli isebenzisa i-SPEAR encoder eyodwa esikhundleni sohlelo oluvamile lwama-encoder amabili, futhi ihlanganisa izici zomsindo zamazinga amaningi nge-MLF adapter ukuze ithole ukusebenza okulinganiselayo ezizindeni ezahlukene. Ngokuqeqeshwa okuphumelelayo kusetshenziswa cishe amahora angu-18,000 edatha egadiwe kuphela, i-SALMONN-2 ifinyelela ukusebenza okuhamba phambili phakathi kwamamodeli omthombo ovulekile anosayizi ofanayo kuma-benchmark amathathu aphelele i-MMAU-Pro, i-MMAR kanye ne-MMSU. Ilungele izimo ezifana nabasizi bemihlangano abahlakaniphile, ukuhlolwa kokuqukethwe komsindo kanye nokuqapha ikhwalithi yenkulumo.00
Gemini 3.7 FlashUkuhlela nge-AII-Gemini 3.7 Flash iyimodeli entsha eyinhloko ye-AI eyethulwe yi-Google DeepMind. Le modeli yakhelwe ngokukhethekile izinqubo ze-Coding ne-Agent, futhi ithuthuke kakhulu kumabhentshimakhi obunjiniyela besofthiwe, ukuthuthukiswa kwamakhasi ewebhu nokuzenzakalela kwamabhizinisi...00
I-Alpamayo 2 Super – Imodeli ye-AI yokucabanga ngokushayela okuzenzakalelayo evulekile ye-NVIDIAUkuhlela nge-AII-Alpamayo 2 Super iyimodeli ye-AI yokucabanga ngokushayela okuzenzakalelayo evulekile ye-NVIDIA, eyakhiwe phezu kwe-NVIDIA Cosmos 3 Super Reasoner, enamandla okubona indawo ezungezile engu-360°, ukwenza izinqumo ezithuthukile zokushayela nokukhiqiza amalebula okucabanga ngokuzenzakalelayo. Imodeli ikleliswe endaweni yokuqala esilinganisweni sokucabanga ngokushayela okuzenzakalelayo se-LingoQA, futhi isebenzisa ilayisensi evulekile ye-OpenMDW-1.1, esekela ukulungiswa okuqondene nomsebenzi, ukwakhiwa kwemikhiqizo esuselwe kuyo kanye nokusatshalaliswa kabusha kwezentengiso. Iphinde inikeze ngezinguqulo ze-Alpamayo 1.5 / 1 zokuthuthukisa emafini nokusebenzisa imodeli encishisiwe ezimotweni, iqondiswe kuma-Robotaxi nasezimotweni ezishayela ngokuzenzakalelayo.00
GPT-5.6-Cyber – Imodeli ye-cybersecurity ye-AI eyethulwe yi-OpenAIUkuhlela nge-AII-GPT-5.6-Cyber iyimodeli ekhethekile ye-cybersecurity eyakhiwe yi-OpenAI phezu kwe-GPT-5.6 Sol, futhi ithuthukiselwe imisebenzi efana nokusebenzisa ubungozi nokukhuphula amalungelo okufinyelela. Ngokusebenzisa ukulawulwa kokufinyelela okusekelwe emazingeni, imodeli inikeza amakhasimende asemazingeni ahlukene amakhono okucwaninga ubungozi, ukuhlola ukungena, ukuhlaziya uhlelo olungayilungele ikhompuyutha kanye nokuphendula izigameko. Njengamanje, izinkampani ezihamba phambili ezifana ne-Accenture, IBM ne-CrowdStrike sezizihlanganisile lezi zinsizakalo emikhiqizweni yazo yezokuphepha nakumasevisi aphethwe, ngenhloso yokunciphisa isikhathi esitholakalayo sokuphendula ekuhlaselweni kwe-cyber ngokusebenzisa amandla e-AI asezingeni eliphezulu.00
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
BeforeSunset AI 2.0Ukwakha amawebhusayithi nge-AII-BeforeSunset AI 2.0 iyithuluzi lokuhlela impilo yansuku zonke nge-AI elenzelwe wena, elisebenzisa amasu okuhlela angu-5 ahlolwe futhi aqinisekisiwe ukwenza izinhlelo zansuku zonke. I-algorithm yayo ye-AI ihlela uhlelo lwakho ngokucophelela, futhi ivumelanisa iwebhu namadivayisi eselula ukuze ube nohlelo lwakho nomaphi lapho uya khona. Umkhiqizo uhlanganisa imisebenzi, amanothi nekhalenda, okusiza abasebenzisi ukuba bahlale behlelekile kalula emsebenzini nasempilweni. Ulungele abantu abafuna ukuphatha isikhathi sabo ngempumelelo nokulinganisa imisebenzi eminingi.00
Acti – Ikhibhodi ehlakaniphile ye-AI, yenza imisebenzi eyinkimbinkimbi ngokuthepha okukodwaUkuhlela nge-AII-Acti – Ikhibhodi ehlakaniphile ye-AI, yenza imisebenzi eyinkimbinkimbi ngokuthepha okukodwa iyindlela yokufaka ye-AI esezingeni lohlelo, eyakhiwe yiqembu laseSingapore futhi ehlanganisa amandla e-AI ngokujulile nongqimba lwekhibhodi yeselula. Imisebenzi yayo eyinhloko ihlanganisa ukusesha ulwazi ngokushesha, njengobude besimo sezulu, amanani amasheya nezindawo zokudlela eziseduze; ukusesha amafayela ezinsizeni zezinkampani zangaphandle, okuhlanganisa i-Notion ne-Google Calendar; ukwenza izenzo ezisheshayo, njengokudala umhlangano we-Google Meet noma ukuhlola ikhalenda; kanye nokusebenzisana okusekelwe ekuqaphelweni kwenhloso ngaphandle kokushintsha izinhlelo. Abasebenzisi abahloswe kakhulu abantu abasebenzisa amaselula abadinga ukuthola ulwazi nokwenza imisebenzi ngokushesha ezimweni zokuxoxa, ukusebenza noma ukuxhumana nabanye, ikakhulukazi ochwepheshe abavamise ukushintsha phakathi kwezinhlelo eziningi. Ngokucindezela isikhathi eside ukhiye wesikhala, abasebenzisi bavula i-Acti Bar futhi baqedele ukusesha, ukuthola amafayela kanye nokwenza izenzo ngaphandle kokushiya uhlelo olusebenzisayo. Lokhu kunciphisa kakhulu izindleko zokushintsha umongo futhi kuthuthukise ukusebenza kahle kokuxhumana kwansuku zonke nokuphathwa kwemisebenzi.00Wonke amathuluzi akulesi sigaba ayaboniswa.