Byagenze bite
Abashakashatsi bavuga ko Kwiga Uburebure-Kumenya Bitandukanye Kwiga kubakozi ba GUI, cyangwa LACL-GUI, uburyo bwo gushimangira-kwiga kubakozi ba GUI benshi. Uburyo bwongeramo ibimenyetso byerekana ubuziranenge bwibipimo byubugenzuzi bushingiye ku bisubizo, bigamije gutuma imyitwarire igenda neza kurushaho kandi igatanga itandukaniro ryiza mubigeragezo byatsinzwe. Urupapuro rutangaza imikorere ihamye yuburyo bwambere kubipimo bya GUI-agent.
Inkomoko y'ibanze ni icapiro rya arXiv ryatanzwe ku ya 22 Kanama 2026, ryiswe “Kurenga Intsinzi no Kunanirwa: Kwiga Uburebure-Kumenya Kwiga Bitandukanye n'abakozi ba GUI.” Ireba AI mu buryo butaziguye: multimodal nini y'ururimi rwicyitegererezo ikora binyuze mubishushanyo mbonera byabakoresha. Abanditsi bashizeho uburyo bwo kwiga bushimangira nkuburyo bwiganjemo amahugurwa kuri sisitemu kandi bakibanda kuburyo ikimenyetso cyamahugurwa cyubatswe mugihe umukozi agerageje umurimo. Muri iyo miterere, impapuro yibanze ntabwo arimikorere mishya cyangwa imiterere-yumukoresha. Nuburyo buteganijwe bwo gushiraho imyigire uhereye kubitabo byimirimo yagerageje.
Uru rupapuro ruvuga ko uburyo bukoreshwa cyane nka Groupe Relative Politiki Optimisiyoneri ishobora guhura nicyo yise ibihembo-bigenda bihuza nabi, bikabyara umusaruro udahwitse cyangwa udahungabana. Ishira ibikorwa byayo mubikorwa bya vuba byo kuvugurura imyigishirize ishimangira ibihembo bifatika nkintego zinyuranye cyangwa zishingiye ku byiciro. Ukurikije ibisobanuro, ubwo buryo bushobora guteza imbere umutekano wirinda imyitwarire igenda itera ibibazo, ariko muri rusange bagenzura gusa ibisubizo byanyuma byinzira. Itandukaniro rifite akamaro kuko ikirango kimwe cyanyuma gishobora guhisha itandukaniro muburyo umukozi yabigezeho. LACL-GUI rero ifata inzira nkigice cyamahugurwa.
LACL-GUI itangwa nkikinyuranyo cyo gushimangira-kwiga-hamwe-kugenzura-ibihembo byongeweho amakuru yerekeranye nubwiza bwibikorwa byuzuye. Mubigenda neza, ishyiraho ibyifuzo bigamije gushyigikira iyicwa ryihuse. Muburyo bwananiranye, butandukanya kugerageza ukurikije gutandukana kwinzira nziza. Ibisobanuro byerekana ubushakashatsi ku bipimo ngenderwaho bya GUI kandi buvuga ko uburyo bwatanze ibimenyetso byiza byo kwiga kandi bigahora bitezimbere imikorere muburyo bwambere. Ntabwo igaragaza ibipimo, ibishushanyo mbonera, kubara imirimo, ibisubizo byumubare, cyangwa ibizamini byibarurishamibare. Ibi bituma inzira ya trayectory yibanze hagati yuburyo buvuzwe. Ibisubizo byatangajwe bijyanye no kwiga imyitwarire kubipimo, hamwe nibimenyetso byihariye byubushakashatsi bisigaye kurupapuro.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Abakozi ba GUI bashizweho kugirango barangize imirimo mubidukikije bya digitale, kubwibyo gukora neza no kwizerwa bigira ingaruka kuburyo butaziguye niba bishobora kuba ingirakamaro birenze imyigaragambyo. Urupapuro rwibanze rwimpano nuburyo bwo gukuramo amakuru menshi kubigerageza byatsinzwe kandi bitatsinzwe aho gufata buri gisubizo nkubutsinzi cyangwa gutsindwa gusa. Kuberako inkomoko idatanga amazina ngenderwaho, amanota, ibyingenzi, cyangwa ibimenyetso byoherejwe, igipimo gifatika cyiterambere cyatanzwe ntigisobanutse neza.
Ubushakashatsi bukemura intege nke zifatika mubikorwa byamahugurwa bigomba gukora ibikorwa byinshi byimikorere. Ibisubizo byombi birashobora kwerekana ko kugerageza byatsinzwe cyangwa byatsinzwe, ariko ntabwo ubwabyo byerekana niba kugerageza gutsinda byakoresheje intambwe zidakenewe cyangwa niba gutsindwa kwari hafi kurangira kuruta ikindi. Uburyo buteganijwe bufata itandukaniro nkubugenzuzi bwingirakamaro, birashoboka guha optimizer amakuru menshi kuri buri nzira yanditswe. Icyifuzo rero giterwa nuburyo ibyo byifuzo bisobanurwa kandi bigashyirwa mubikorwa mugihe cyiza. Ihitamo ryibishushanyo ningingo zingenzi zo gusobanura imikorere yatangajwe.
Kubateza imbere abakozi ba GUI, icyo gitekerezo gishobora kugira akamaro kuko imirimo ya digitale akenshi ikubiyemo urutonde aho guhanura. Uburyo bwamahugurwa butera inzira ngufi gutsinda birashobora kugabanya imikoranire idakenewe, mugihe icyiciro cyo kuvura cyananiranye gishobora gufasha umukozi kwigira hafi-yabuze aho kubateranya kugerageza kubeshya. Izi nizo ngaruka zuburyo bwuburyo, ntabwo ibyagaragaye byigenga byerekanwe ninkomoko irenze igipimo cyabanditsi. Uku gushiraho kandi gusiga gufungura inyungu zingana kuboneka mugihe imirimo itandukanye mubibazo cyangwa mugihe imyitwarire yimbere ihindutse. Inkomoko ntabwo ikemura ibyo bibazo.
Igisubizo cyunvikana neza nkiterambere ryubushakashatsi aho kuba ibimenyetso byerekana ibicuruzwa byiteguye. Ibisobanuro bivuga ko LACL-GUI idahwema kunoza imikorere muburyo bwambere, ariko ntabwo itanga ingano yingaruka, ibisubizo byihariye byakazi, ibisabwa kubara, cyangwa ibisobanuro birambuye. Ntabwo yerekana kandi ko inzira itezimbere umutekano, rusange, kugerwaho, cyangwa kwizerwa mubikorwa nyabyo byisi. Izi mbogamizi zituma umurimo ugira akamaro mugusobanukirwa icyerekezo cyamahugurwa mugihe ingaruka zabaturage zidashidikanywaho. Mu buryo bufatika, igitekerezo gihuza imikorere nubwiza bwubugenzuzi. Ntabwo yonyine igena uburyo umukozi agomba kuringaniza umuvuduko, kwitonda, no gukira. Isuzuma ryitondewe ryakenera gutandukanya umusanzu wuburyo nubushobozi bwurugero rwibanze hamwe nimirimo yatoranijwe. Ukwo gutandukana ntabwo gusobanurwa muri make.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
crm_get_transaction(id='4092').An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?
Ibyo kureba
Urufunguzo rukurikiranwa ni ukumenya niba LACL-GUI yungutse ivugwa ifata ibidukikije bitandukanye bya GUI, imiterere ya modimodal, uburebure bwakazi, hamwe nisuzuma ryigenga. Basomyi bagomba kandi kureba ibimenyetso byerekeranye nigiciro cyamahugurwa, imyitwarire yumwanzuro, imyororokere, kandi niba inzira ngufi zatsinzwe ziguma ari nziza mugihe cyahinduwe cyangwa imirimo igoye. Inkomoko ntisobanura ko uburyo bwasohotse kumugaragaro, umusaruro-witeguye, cyangwa usumba hanze yubushakashatsi bwasobanuwe mu mpapuro.
Kwigana byigenga bigomba gusuzuma niba inyungu zavuzwe ziva mubugenzuzi-burebure ubwabwo cyangwa ubundi buryo bwo guhitamo amahugurwa. Kugereranya kwingirakamaro kwatandukanya ibyagezweho-inzira, icyifuzo cyo kunanirwa-ubuziranenge, hamwe nintego itandukanye. Inkomoko ntivuga niba ayo mahano yarimo, bityo umusanzu wa buri kintu ukomeje kuba ikibazo gifunguye. Igeragezwa nk'iryo ryasobanura niba uburyo buhindura gusa imbaraga zo gutezimbere cyangwa nanone butanga imyitwarire ikomeza kwizerwa hanze yisuzuma. Inkomoko kuri ubu isize iryo tandukaniro ridakemutse.
Rusange ni ikindi kintu cyingenzi kitazwi. Abakozi ba GUI barashobora guhura nuburyo butandukanye, amasezerano yimikoranire, imirimo itambitse, hamwe nimpinduka zimbere. Inkomoko ivuga gusa ko ubushakashatsi bwakorewe ku bipimo bya GUI-agent; ntabwo ishyiraho imikorere kumurongo utagaragara, kumara umwanya muremure ukora, urusaku rwerekana amashusho, cyangwa imirimo aho inzira ngufi itari inzira yizewe cyangwa yizewe. Isuzuma ry'ejo hazaza rero rigomba gupima ukuri hamwe no kubara ibikorwa, gukira amakosa, no gukomera guhinduka.
Impapuro kuboneka no kubishyira mubikorwa nabyo bisaba kugenzurwa. Inkomoko igaragaza arXiv yoherejwe hamwe nu murongo wimpapuro, ariko ntivuga ko code, amakuru yamahugurwa, bariyeri, cyangwa umukozi uboneka kumugaragaro. Ntabwo itanga amakuru kubyerekeye uruhushya, ibyuma, igihe cyamahugurwa, imanza zananiranye, cyangwa kugenzura abantu. Kugeza igihe ibyo bisobanuro bitangarijwe, umwanzuro ushigikiwe cyane nuko abanditsi batanga kandi bagapima uburyo bushoboka bwo guhugura, ntabwo abakozi ba GUI babukoresha biteguye koherezwa mugari. Ibyo bihangano byabuze nabyo byoroha kugenzura uburyo no kubyara ibigereranyo byavuzwe. Kubura kwinkomoko bigabanya ibishobora kwemezwa kubyerekeye kurerwa bifatika.