Ukuhlola imodeli
Ithegi yethuluzi le-AIEZZ
Ubheka imikhiqizo ye-AI enethegi ethi “Ukuhlola imodeli”, enemiphumela efanayo engu-5.
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
LMArenaIbhokisi lamathuluzi e-AII-LMArena iyinkundla yokuhlola amamodeli obuhlakani bokwenziwa eqhutshwa umphakathi, eholwa ithimba lezemfundo lase-University of California, Berkeley. Inqubo yayo eyinhloko iwukuthi amamodeli amabili anamagama afihliwe aphendule umbuzo ofanayo, bese abasebenzisi bevota ngokusekelwe kwikhwalithi yezimpendulo; ubunikazi bamamodeli buboniswa ngemva kokuvota. Inkundla isebenzisa imiphumela yamavoti kanye nohlelo lwamaphuzu i-Elo olufana nolusetshenziswa ku-chess ukuze yakhe izikhundla eziguqukayo, futhi ihlanganisa imisebenzi yombhalo, izithombe neminye. Ilungele abacwaningi bobuhlakani bokwenziwa, onjiniyela, abathanda ubuchwepheshe kanye nabasebenzisi abajwayelekile abafuna ukuqhathanisa amamodeli ngokuvundlile. Iphinde inikeze ngamasethi edatha avulekile azosetshenziswa ocwaningweni. Kumele kuqashelwe ukuthi izikhundla zibonisa okuthandwa ngabasebenzisi bangempela kanye nokusebenza emisebenzini ethile, futhi azikwazi ukuthatha indawo yokuhlolwa okukhethekile okuqondene nezidingo zebhizinisi, izindleko noma ukuzinza.048
PAST-BenchI-ejenti ye-AII-PAST-Bench iwuhlolo lokulinganisa olwakhiwe yithimba likaMengdi Wang eNyuvesi yasePrinceton, olusetshenziselwa ukuhlola ikhono le-Personal AI Agent lokuzithuthukisa ngokuphindaphindiwe. I-PAST-Bench iqhathanisa ukusebenza kwemisebenzi ngaphansi kwezimo ezinememori nezingenayo, ukuze inqume ukuthi ulwazi olugcinwe yi-Agent phakathi kwamaseshini luthuthukisa ngempela yini ukuziphatha okulandelayo...00
I-E-Bench – ibhentshimakhi yokuhlola ama-agent ehlakaniphile eyethulwe yi-Tencent Hunyuan nabanyeUkuhlolwa kwamamodeli e-AII-E-Bench iyibhentshimakhi yokuhlola ukusetshenziswa kwamathuluzi ngezinyathelo eziningi, eyethulwe ithimba le-Tencent Hunyuan ngokubambisana ne-Tsinghua University AIR kanye ne-Southeast University. Yakha izindawo ezibonakalayo zokwenziwa ngokuphelele ezisekelwe ku-Honor of Kings, QQ Music kanye ne-Tencent Meeting, iqukethe imisebenzi engu-323 yokushintsha isimo kanye nedatha engaphezu kuka-7.6 万. Ngokusebenzisa ukungalingani okubili kwegebe lolwazi kanye negebe lamathuluzi, ihlola ukuthi amamodeli aqoqa kanjani ulwazi ngokuzimela futhi ahlele izingcingo zamathuluzi ezinyathelo eziningi. Isebenzisa umehluko oqinisekile wesimo sesizindalwazi ukuze ikale, okwenza imiphumela izinze futhi iphinde ikhiqizwe. Le bhentshimakhi ihloselwe abacwaningi bama-agent e-AI nabathuthukisi bamamodeli, ibasiza ukubona amamodeli anenani elihle uma kuqhathaniswa nezindleko futhi iqhubekisele phambili ukusungulwa kwamazinga okuhlola ama-agent ajwayelekile.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...00Wonke amathuluzi analeli thegi ayaboniswa.