Yeqa uye kokuyinhloko

Wonke amathuluzi e-AI

Wonke amathuluzi e-AI omhlaba akhona lapha

Umbono wekusasa usuvulekele wena ngokuphelele! Zizwele imikhiqizo ehlakaniphile ye-AI, ubone izixazululo ezintsha ezingakaze zibonwe ezilethwa yiyo emikhakheni eminingi.

Amathuluzi angu-1100Ikhasi 45 kwangu-46
Backdrop BuildUkuhamba kwezinto ze-AII-Backdrop Build wuhlelo lwamasonto amane oluku-inthanethi kuphela oluqhutshwa yi-Backdrop Labs, Ltd, olusiza abakhi ukuba bahlanganyele ekwakheni amaphrojekthi obuchwepheshe obuhamba phambili emikhakheni efana nobuhlakani bokufakelwa, i-cryptocurrency, umthombo ovulekile, kanye nemidlalo. Abahlanganyeli bafaka izicelo ngewebhusayithi esemthethweni, bashicilela izibuyekezo zenqubekela phambili masonto onke, bese bethula umkhiqizo osebenzisekayo ekupheleni kohlelo. Lolu hlelo lumahhala ngokuphelele kubahlanganyeli, futhi ozakwethu bangahlinzeka ngoxhaso kumaphrojekthi avelele.00Eye2.aiUkuhamba kwezinto ze-AIBuza umbuzo owodwa, uqhathanise izimpendulo zama-AI adumile zibhekene, ubone lapho zivumelana khona.00WorldClaw – uhlaka lokukhiqiza imihlaba ye-3D olwenziwe ithimba le-Tencent HunyuanUmklamo we-3DI-WorldClaw iwuhlaka lokukhiqiza imihlaba evulekile ye-3D oluqhutshwa yi-Agent, olwenziwe ithimba le-Tencent Hunyuan. Lapho umsebenzisi efaka incazelo ngolimi lwemvelo, uhlelo lungahlela ngokuzenzakalelayo indawo, izifunda, izakhiwo, izinto kanye nobudlelwano bendawo, lusebenzisa isu lokukhiqiza elisuka kokujwayelekile liye kokuningiliziwe, bese lwakha isigcawu esiphelele se-3D ku-Blender esingahlolwa ngokukhululekile futhi esisekela ukuhlelwa kwento ngayinye. Uhlaka luqhutshwa ngokubambisana ngamamodeli amaningi afana ne-Claude Opus, GPT-Image-2, SAM3 kanye ne-Hunyuan3D, futhi lunekhono le-visual Agent lokuzihlola nokuzilungisa, olungalungisa ngokuzenzakalelayo izinkinga zokuthintana ezifana nezinto ezilenga emoyeni noma ezingena kwezinye.00MahhalaOrchard – Uhlaka lwe-Agentic AI oluvulelekile olwakhiwe yi-Microsoft ResearchI-ejenti ye-AII-Orchard – uhlaka lwe-Agentic AI oluvulelekile olwakhiwe yi-Microsoft Research. Uhlaka lugxile kusevisi yezindawo i-Orchard Env esekelwe ku-Kubernetes, futhi lusekela ukusetshenziswa kabusha kwama-sandbox ezizindeni ezahlukene ukuze kwenziwe i-data distillation, i-reinforcement learning rollout nokuhlola. Luhlanganisa izimo ezintathu ezinkulu: ubunjiniyela besoftware, ukuzulazula ku-browser kanye nomsizi womuntu siqu. Lunikeza ama-recipe aphelele okuqeqesha e-SFT + RL, kanye nama-trajectory angu-107K e-SWE nedatha engu-3,070 ye-GUI multimodal rollout, futhi lungakwazi ukuqeqeshwa ngokuqondile kusukela ekuqaleni kuye ekugcineni kuma-harness angempela afana ne-Codex ne-OpenClaw. Lubhekiswe emaqenjini ezemfundo nezimboni acwaninga futhi athuthukisa ama-Agent, i-Orchard inezindleko eziphansi zekhompyutha nezokusingathwa, futhi ikhono layo lokusebenza kuma-harness ahlukahlukene lisiza amamodeli amancane ukusondela ekusebenzeni kwezinhlelo ezihamba phambili.00MahhalaGemini 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...00MahhalaHOMIEUkukhiqiza ividiyo nge-AII-HOMIE iwuhlaka oluvulekile lokukhiqiza amavidiyo abantu bedijithali olukhishwe yi-Hong Kong University of Science and Technology, olwakhelwe kunethiwekhi eyinhloko i-Wan2.1-T2V-14B futhi oluhlanganisa imodeli enkulu yezindlela eziningi i-Qwen3-VL. Uhlaka luphatha ngokuhlangene izici ezine: umuntu wedijithali + umkhiqizo + i-Logo + umbhalo, ...00MahhalawigoloI-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...00MahhalaTattoo CanvasUkuhamba kwezinto ze-AII-Tattoo Canvas inikeza iqoqo elikhethiwe logqozi lwama-tattoo, elihlanganisa izitayela ezihlukahlukene ezifana nemidwebo, ubuncane, ezendabuko, ezaseJapane nezibukeka njengezangempela. Phequlula amagalari anezindikimba ukuze uthole ugqozi, funda ngomklamo ngamunye njengereferensi, noma dala umqondo we-tattoo owenziwe ngokwezifiso ekhasini lokukhiqiza uma udinga umqondo omusha ngokuphelele. Imisebenzi ekhiqizwe ngemva kokungena ngemvume igcinwa kokuthi «Imiklamo Yami», ukuze ukwazi ukuyibuka futhi noma nini.00Umsizi Wokuvumelanisa AmanothiUmsizi we-AIUmsizi Wokuvumelanisa Amanothi uyisevisi yokuvumelanisa amanothi esekelwe ku-WeChat. Ngokudlulisela nje okuqukethwe, ungavumelanisa ngokuchofoza okukodwa izindatshana, amavidiyo, okunamathiselwe, amarekhodi ezingxoxo nezintandokazi ozibona ku-WeChat uye encwadini yakho yamanothi. Usekela ama-akhawunti asemthethweni, i-Zhihu...00MahhalaPixelRAGInkundla yokuthuthukisaI-PixelRAG iwuhlaka lwe-RAG olugxile ekuboneni, olukhishwe njenge-open source yi-SkyLab/BAIR yase-Berkeley. Esikhundleni sendlela evamile yokukhipha amakhasi ewebhu abe umbhalo omsulwa bese kuwasesha, uhlaka lusebenzisa isiphequluli ukuguqula amakhasi ewebhu nama-PDF abe amathayela ezithombe-skrini, lusebenzisa i-Qwen3-VL ecushwe nge-LoRA...00MahhalaI-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.00MahhalaGPT-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.00MahhalaI-Wan有无界I-ejenti ye-AII-Wan有无界 – indawo yokusebenzisana yama-Agent anemisebenzi eminingi eyethulwe yi-Aliyun, eyenzelwe amabhizinisi nosomabhizinisi abazimele. Ihlanganisa ngokuzenzakalelayo abasebenzi bedijithali abafana ne-PMO, abathuthukisi nabahloli, bakhe iqembu lokusebenzisana eliqhubekisela phambili futhi lethule amaphrojekthi ayinkimbinkimbi ngokulandelana. Inkundla inikeza izifanekiso zezimo ezilungele ukusetshenziswa, ukuxhumeka okuguquguqukayo kwama-Agent asekhaya, kanye nokugcinwa nokusetshenziswa kabusha kwempahla ngokuzenzakalelayo. Isekela ukushintsha phakathi kwemodi yezingxoxo zohambo olulodwa kanye nemodi yengxoxo yeqembu enama-Agent amaningi. Iqukethe i-Agent yokuxhumanisa eyakhelwe ngaphakathi eqinisekisa ukuthi ukusebenzisana kwezindima eziningi akuphazamiseki, futhi yonke inqubo ibonakala futhi ilandeleka, okusiza abasebenzisi baguqule inqubo yokwenza ibe yimpahla yeqembu ne-SOP engasetshenziswa kabusha.00MahhalaI-Warp Agent CLI – ithuluzi elizimele lokubhala ikhodi ngomugqa womyalo elivela kwa-WarpI-ejenti ye-AII-Warp Agent CLI iyithuluzi elizimele lokubhala ikhodi ngomugqa womyalo elivela kwa-Warp, elisebenza kunoma iyiphi indawo yetheminali, okuhlanganisa i-Ghostty, i-iTerm 2, i-VS Code kanye netheminali eyakhelwe ohlelweni. Leli thuluzi lakhiwe phezu kwengqalasizinda yetheminali ye-Warp, linemultiplexer eyakhelwe ngaphakathi ephethe ukuxhumana kwe-pty ngokwemvelo, futhi ligcina umongo we-Agent lapho ushintsha phakathi kwezinkomba noma kumaseshini e-SSH. Lingasebenzisa izinhlelo ezisebenzisanayo zesikrini esigcwele ezifana ne-sqlite ne-python, lisekele iphrothokholi ye-MCP, futhi lihlele ngokuzenzakalelayo imisebenzi yama-Agent angaphansi asebenza endaweni noma efwini, okuhlanganisa ukuyinikezela ku-Claude Code noma ku-Codex.00MahhalaLing-3.0-tiny – imodeli yokucabanga exubile yemvelo eyethulwe yi-Ant LingAmamodeli amakhulu e-AII-Ling-3.0-tiny – imodeli yokucabanga exubile yemvelo eyethulwe yi-Ant Ling – iyimodeli esebenzisa ukwakheka kochwepheshe abaxubile abangenazinsiza (MoE), enamapharamitha angu-7.9B esewonke futhi esebenzisa cishe angu-1.3B kuphela ithokheni ngayinye, ihlose ukulinganisa kahle kokubala namandla aqinile okuveza ulwazi. Imodeli isekela ukubiza amathuluzi ngokwemvelo, futhi ingaqondisa ngokuqondile ukulawulwa kwe-UI yesiphequluli kanye nemisebenzi yokuzenzakalela kumadivayisi eselula. Iphinde isekele ukucabanga okwenziwa ngokuphelele endaweni, ngakho ingasebenza ngaphandle kokuncika efwini. Izinzuzo zayo eziyinhloko zihlanganisa ukukhanya ngokwedlulele, ukubeka ubumfihlo kuqala kanye namandla emvelo okusebenzisa amathuluzi, okuyenza ifaneleke kakhulu izimo zokuthunyelwa kumadivayisi asemaphethelweni nasemaphethelweni enezinsiza ezilinganiselwe. Ukusetshenziswa okujwayelekile kufaka abasizi abahlakaniphile abangaxhunyiwe ku-inthanethi kumadivayisi eselula, ukuzenzakalela kweziphequluli, ukuphathwa kolwazi lwasendaweni (njengokuhlanganiswa ne-obsidian-cli), kanye nezinsizakalo ze-AI ezithobela imithetho ezinkampanini ezisebenzisa amanethiwekhi angaphakathi noma amakhompyutha okulawula izimboni.00MahhalaMuse 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.00MahhalaInstructAV2AV – Imodeli yokuhlela okuhlangene kwevidiyo nomsindo evulwe yi-Zhiyuan ngokubambisana ne-Peking UniversityUkuhlela izithombeI-InstructAV2AV – Imodeli yokuhlela okuhlangene kwevidiyo nomsindo evulwe yi-Zhiyuan ngokubambisana ne-Peking University iyimodeli yokuhlela okuhlangene kwevidiyo nomsindo eyethulwe ngokubambisana yi-Beijing Academy of Artificial Intelligence ne-Peking University. Umsebenzisi udinga kuphela umyalo owodwa wolimi lwemvelo ukuze ahlele ngesikhathi esisodwa izithombe zevidiyo nomsindo ohambisana nazo ngesikhathi sokukhiqiza kusukela ekuqaleni kuye ekugcineni, ngaphandle kokusebenzisa imaski ngesandla noma ukucubungula ngezinyathelo. Imodeli isekela ukuguqulwa kwemigqa yenkulumo, ukushintshwa kwabantu, ukufakwa nokususwa kwezinto, kuyilapho igcina umsindo wangemuva nowemvelo ungashintshi futhi igcina ukuvumelana kwesikhathi phakathi kwesithombe nomsindo. Imisebenzi eyinhloko ihlanganisa ukuguqulwa kwenkulumo kugcinwa ubuwena, ukushintshwa kwezibonelo zevidiyo nomsindo, ukufakwa kwezibonelo, ukususwa kwezibonelo kanye nokuhlelwa okuhlanganisa izici. Ifanele ukuhlelwa kwamafilimu nethelevishini, ukukhiqizwa kwamavidiyo amafushane, ukuphathwa kwabantu ababonakalayo, ukuklama izikhangiso kanye nokukhiqizwa kokuqukethwe okusebenzisanayo.00MahhalaSeedRealtime – Imodeli yomdabu ye-full-duplex yomsindo nevidiyo eyethulwe yi-ByteDanceAmamodeli amakhulu e-AII-SeedRealtime – imodeli yomdabu ye-full-duplex yomsindo nevidiyo eyethulwe yi-ByteDance, iyimodeli yomdabu ye-full-duplex yomsindo nevidiyo eyethulwe ithimba le-ByteDance Seed. Ihlanganisa umsindo, ividiyo nombhalo ngokwemvelo ngaphansi kwesakhiwo esihlanganisiwe, ukuze ikwazi ukuxhumana kwesikhathi sangempela kwe-multimodal ngokubuka, ukulalela nokukhuluma ngesikhathi esisodwa. Imisebenzi yayo esemqoka ihlanganisa ukuqonda okuhlangene komsindo nevidiyo, ikhono lokuxhumana ngokuqhubekayo, ukuhamba kwengxoxo okushelelayo kanye nokubona izigcawu ezinabantu abaningi. Ingasebenzisa isimo esibonakalayo ukuqeda ukungaqondakali kwamagama aphinyiselwa ngokufanayo, ikhumbuze abasebenzisi ngokuqhubekayo lapho isimo esikrinini sishintsha, ihlukanise izingxoxo zabanye abantu nomsindo wangemuva ezindaweni ezinomsindo, futhi iqhubeke ihlobanisa izwi lomuntu ngamunye nobunikazi bakhe. Imodeli isebenzisa ukumodela okuhlanganisiwe kusukela ekuqaleni kuze kube sekugcineni kanye nendlela yomdabu yokuxhumana kwe-full-duplex, ngaleyo ndlela igweme ukulahleka kolwazi nokunqwabelana kokubambezeleka ezinhlelweni ezixhunywe ngezigaba. Isivele yethulwe kubo bonke abasebenzisi bohlelo lwe-Doubao App, yaba umkhiqizo wokuqala we-AI womsindo nevidiyo we-full-duplex osetshenziswe ngezinga elikhulu embonini.00MahhalaThunderbitUmsizi we-AIThunderbit iyisengezo se-Google Chrome esenza ukuthi imisebenzi yemininingwane iqhutshwe ngokuzenzakalela nge-AI. Abasebenzisi abangacindezela okukodwa ukwakha i-asistenti ye-AI yedwebi elikhethekile, futhi bangakha izinhlelo ze-AI nezindlela zokuzenzakalela ngokugcwalisa ifomu elula. Ibonakala kubantu abafisa ukuthuthukisa ukusebenza kwedwebi, ihlala ibhekene nezinkinga zokusebenza ngaphandle kwe-code nge-AI.00MahhalaBlaze DesignerUkuklama imikhiqizoI-Blaze Designer iyithuluzi lokuklama okuqukethwe ezinkundleni zokuxhumana eliqhutshwa yi-AI. Ngemva kokuthi umsebenzisi anikeze igama lomsebenzisi le-Instagram, i-Blaze ihlonza imibala, amafonti nesitayela sokubukeka komkhiqizo, bese ikhiqiza ngokuzenzakalelayo izinhlobo ezingaphezu kuka-60 zokuqukethwe okubukekayo okuhambisana nobunikazi bomkhiqizo. I-Blaze iphinde isekele ukuhlela isikhathi sokushicilela, okwenza kube nokwenzeka ukushicilela okuqukethwe ngokuzenzakalelayo kuma-akhawunti ezinkundla zokuxhumana kusasele isikhathi esifika enyangeni eyodwa. Leli thuluzi lilungele abaphathi bezinkundla zokuxhumana namaqembu emikhiqizo adinga ukukhiqiza ngokushesha okuqukethwe okubukekayo okuhambisana nobunikazi bomkhiqizo.00MahhalaQuizzioUkuklama kwe-UI/UXI-Quizzio iyithuluzi eliguqula izinto zokufunda zibe yimibuzo. Isebenzisa i-AI ukudala imibuzo yangokwezifiso ezincwadini, kumanothi noma ezihlokweni, bese ikhiqiza imibuzo esebenzisanayo eyenziwe ngokwezidingo zomuntu siqu. Lo mkhiqizo ulungele kakhulu abafundi nochwepheshe bezemfundo, futhi wenza kube lula ukuguqula noma iyiphi into yokufunda ibe yimibuzo esebenzisanayo.00MahhalaGenOfficeUkucubungula amadokhumenti e-AII-GenOffice isethi yamathuluzi ehhovisi ye-AI yamahhala nevulekile yomthombo, eyenzelwe abasebenzi basehhovisi. Isekela ukudalwa, ukuhlelwa nokubuyekezwa kwamafayela e-Word, Excel, PowerPoint ne-PDF. Amamodeli e-AI asezingeni eliphezulu akhelwe ngaphakathi, akwazi ukwenza ucwaningo, ukubhala, ukuhlaziya idatha nokuhlela amafayela ngaphandle kokushintsha amathebhu. Umkhiqizo awunazo izindleko zelayisensi, izikhangiso noma ama-watermark; vele uwulande bese uwusebenzisa. Ikhodi yomthombo ivulekile, isekela ukuhlanganiswa emikhiqizweni ekhona futhi ingalungiswa ngokukhululekile ukuze ihambisane nokugeleza komsebenzi wakho.00MahhalaI-Hy ASR 3.0 preview – imodeli yesizukulwane esisha yokuqaphela inkulumo eyethulwe yi-Tencent HunyuanUkuqaphela inkulumo nge-AII-Hy ASR 3.0 preview – imodeli yesizukulwane esisha yokuqaphela inkulumo eyethulwe yi-Tencent Hunyuan iwuhlelo olusha lokuqaphela inkulumo olwakhelwe phezu kwemodeli yolimi enkulu i-Hy3, oluhlanganisa ukuqaphela inkulumo okunembe kakhulu nokuqonda okujulile kwencazelo. Isekela isiShayina, isiNgisi, isiCantonese kanye nezifunda ezingu-10 zezilimi zesigodi, futhi inamandla okulungisa amaphutha ngokuzenzakalelayo ngokusekelwe kumongo, ukufaka amagama abalulekile, kanye nokusebenza okuqinile ezimweni eziyinkimbinkimbi ezinjengomsindo omkhulu nokuhleba. Kuqoqo lokuhlola elivulekile, i-WER igcinwa cishe ku-3%, kanti iqoqo lokuhlola elizakhelwe ngaphakathi lihola izimbangi kuzo zonke izici. Le modeli ifanele izimo ezifana nesevisi yamakhasimende ehlakaniphile, ukudala okuqukethwe, ukusesha ngezwi, ukusebenzisana ehhovisi namadivayisi ahlakaniphile. Ingaxhunywa nge-Tencent Cloud API noma ihlolwe mahhala ku-Tencent Yuanbao.00MahhalaQwen 3.8-Max – imodeli yolimi ehamba phambili eyethulwe yiQwen Team yakwa-AliyunAmamodeli amakhulu e-AII-Qwen 3.8-Max – imodeli yolimi ehamba phambili eyethulwe yiQwen Team yakwa-Aliyun, eyakhiwe ngokwandisa i-architecture ye-Qwen 3.5 yafinyelela kumapharamitha angu-2.4 trillion, futhi ihloselwe ukuba imodeli yolimi esezingeni elikhulu kakhulu yamabhizinisi nocwaningo. Isekela ukubhala ikhodi okuzenzakalelayo isikhathi eside, ukuphinda izivivinyo zamaphepha ocwaningo, imincintiswano, ukuthuthukisa ukusebenza kwehhovisi, ukuthuthukiswa kwamasu e-quantitative kanye nokuziklanyela kwama-chip. Imodeli isebenzisa i-reinforcement learning yomhlaba wangempela kanye ne-feedback loop yokuzithuthukisa ukuze ikwazi ukusebenza ngokuzenzakalelayo izinsuku ezimbalwa kuya emashumini ezinsuku, iqede imisebenzi eyinkimbinkimbi ngaphandle kokungenelela komuntu. Abasebenzisi bangayibiza nge-API ehambisana ne-OpenAI noma i-Anthropic protocol esesiteji se-Qianwen AI, noma basebenzise ama-open-source weights endaweni, ukuze bayihlanganise kalula nama-agent frameworks afana ne-Claude Code, Codex kanye ne-Qoder. Ngenxa yalokho, amaqembu ocwaningo nentuthuko, ochwepheshe bezomthetho nokuhambisana nemithetho, abaklami nabanye abasebenzisi abangochwepheshe bangakhuphula kakhulu ukusebenza kwabo, banciphise amaphrojekthi athatha isikhathi eside abe ukulethwa ngaphakathi kwengxoxo eyodwa.00Mahhala