Kwenzekeni
Abacwaningi bahlongoze uhlaka lokufunda olusekelwe ekuqinisweni olusekelwe kumodeli lokwabela imisebenzi ehleliwe neyesikhathi sangempela kuyo yonke imikhumbi yesevisi yamarobhothi amaningi. Isistimu ilandisa ngokuhambisana komsebenzi werobhothi, i-task order, umzila, amawindi esevisi nezimfuneko zokuthi amarobhothi abuye ekupheleni komkhathi wokuhlela. Ocwaningweni lwecala lesibhedlela esiphansi kwesiguli, ababhali babika ukuthi lifinyelele isevisi ecishe seliphelele kanye nezikhathi zokulinda ezincishisiwe zesicelo sokuhlinzekwa kwesevisi uma kuqhathaniswa nezisekelo ezisebenzayo, ezidlula amathokheni, zokubikezela kanye nezisekelo zokuhaha kwe-myopic.
Umthombo ukuphrinta kusengaphambili kwe-arXiv okuthunyelwe ngo-Agasti 21, 2026. Yethula uhlaka lwe-AI lwamasistimu esevisi yamarobhothi amaningi, lapho amarobhothi angahle asebenzisane nezicelo ezihlukene nalapho imisebenzi ingahlelwa kusengaphambili noma ifike ngesikhathi sokusebenza. Iphepha lakha umsebenzi ozokwenziwa njengohlelo oluguquguqukayo lwe-stochastic. Izithiyo zayo zihlanganisa ukuthi yimaphi amarobhothi angenza imiphi imisebenzi, izidingo zesevisi ezi-odiwe, umzila, amawindi esevisi kanye nesidingo sokuthi amarobhothi abuye ekupheleni kwesikhathi sokuhlela. Le mininingwane yenza inkinga icace kakhulu ekusebenzeni kunokumane ifanise irobhothi eliseduze nesicelo esilandelayo.
Indlela emaphakathi ichazwa njengohlaka lokukhishwa oluguquguqukayo lokubikezela. Ihlola ukukhetha kwamanje komsebenzi ozokwenziwa kusetshenziswa izimo eziyisampula zezicelo zesikhathi esizayo, kuyilapho ikhawulela izibopho ezisheshayo ezicelweni esezibonile kakade. Ukwenza le nqubo isetshenziswe ku-inthanethi, ababhali bahlanganisa izilawuli zekhandidethi ezithenwe, izenzo zokulinda kanye nenqubomgomo eyisisekelo yokwazi ukusebenzisana yokulinganisa izindleko zesikhathi esizayo. Le ndlela iklanyelwe ukusebenzisa izibikezelo ngaphandle kokuphatha njengokuqinisekile. Uma ukuqagela kwakamuva kungahambisani nesidingo esiboniwe, ilinganisa kabusha ngokuguquguqukayo izicelo ezibikezelwe futhi ingaphinda ilungise imisebenzi ezokwenziwa kodwa engakaqaliswa.
Leli phepha liphinde lethule inqubo esekelwe kudatha yomlando yokukhetha ukwakheka kwemikhumbi yerobhothi ehlukahlukene ngaphambi kokuthunyelwa. Ucwaningo lwecala olubikiwe lusebenzisa izicelo zangempela zomsebenzi wobuhlengikazi ezivela ezitezi zeziguli ezilaliswa esibhedlela. Ngokuvumelana ne-abstract, indlela ehlongozwayo iletha isevisi ecishe iphelele futhi inciphisa izikhathi zokulinda zesicelo sesevisi ngokumelene namasu amane okuqhathanisa: okusebenzayo, ukudlulisa amathokheni, ukubikezela-indawo kanye nezinqubomgomo zokuhaha ezingavamile. Intuthuko enkulu ebikiwe ikumamethrikhi okulibaziseka, agxile ezicelweni ezithola ukulindwa okude kakhulu. I-abstract ayisho usayizi wezinombolo walokhu kuthuthukiswa noma ukukhomba ukusetshenziswa komhlaba wangempela.
Umthombo uhlonza ababhali abahlanu bese uchaza lo msebenzi njengephepha elinamakhasi angama-34 elinezibalo eziyi-14 namathebula amane. Ihlukaniswa ngaphansi kwamarobhothi, ukufunda ngomshini kanye nezinhlelo zama-multiagent. Ngenxa yokuthi umthombo otholakalayo irekhodi le-arXiv kanye ne-abstract, ukusethwa kokuhlola okuningiliziwe, ukulungiselelwa kwemodeli, ukuhlaziywa kwezibalo nezincazelo ezigcwele zesisekelo azitholakali lapha. Ngakho-ke okutholiwe kufanele kubalulwe ekuprintweni kwangaphambili kwababhali kunokuba kuthathwe njengemiphumela yokusebenza eqinisekisiwe ngokuzimele.
Imininingwane yomthombo: arxiv.org ↗
Kungani kubalulekile
Umsebenzi ubhekana nenkinga ye-AI esebenzayo: ukusebenzisa izibikezelo ngaphandle kokuvumela izibikezelo ezinganembile ukwenza izabelo zamarobhothi zibe nzima. Uma imiphumela ebikiwe iba jikelele, indlela yokusingatha ingasiza amasistimu wamarobhothi amaningi ukuthi abhekane nesidingo esiguqukayo kuyilapho ebeka phambili izicelo ezithola ukubambezeleka okude kakhulu. Ubufakazi buhlala bukhawulelwe ekuprintweni okukodwa kokuqala kanye nesifundo secala, ngakho-ke akusho ukuthi uhlaka selukulungele ukuthunyelwa esibhedlela.
Inkinga engokoqobo akukhona kuphela ukuthi amarobhothi angakwazi yini ukwenza imisebenzi ngayinye. Iqembu lemikhumbi kufanele linqume ukuthi yiliphi irobhothi okufanele lisingathe isiphi isicelo, lihambe nini, lilinde ulwazi olwengeziwe kanye nokuthi umsebenzi ozokwenziwa ngaphambili kufanele ushintshwe yini. Lezo zinqumo ziba nzima uma amarobhothi enamakhono ahlukene futhi lapho izicelo zifika kokubili ngokweshejuli futhi kungalindelekile. Umnikelo we-AI wephepha uwukuhlanganisa ukuhlela nokuzivumelanisa okufundiwe noma okubikezelwe kwaleyo ndawo eshintshayo.
Ukwelashwa kwamashifu okusabalalisa kubaluleke kakhulu ekusetshenzisweni kokusebenza. Isibikezelo sezulu singaba usizo lapho isidingo silandela amaphethini omlando, kodwa futhi singabangela izinqumo ezingezinhle lapho isidingo samanje sihluka kunesikhathi esidlule. Indlela yokukala kabusha ehlongozwayo ihloselwe ukuphendula ukungafani kwesibikezelo sakamuva, kuyilapho ukulungisa kabusha okukhethiwe kubeka umkhawulo wezinguquko ezicelweni ezinikeziwe ezingakaqali. Empeleni, lokho kulinganisa inani lokulindela umsebenzi wesikhathi esizayo ngokumelene nengozi yokwenza amarobhothi ngokusekelwe ekubikezelweni okungathembeki. Umthombo, nokho, awuqinisekisi ukuthi amashifu ahloliwe abebucayi kangakanani noma ukuthi indlela iziphatha kanjani ezimeni ezimbi kakhulu.
Isibonelo sasesibhedlela sinikeza ucwaningo umongo obambekayo womphakathi kanye nokusebenza. Izicelo zomsebenzi wobuhlengikazi ezitezi zeziguli ezilaliswayo zingazwela isikhathi, futhi ukulinda isikhathi eside kungase kubaluleke ngaphezu kokusebenza okumaphakathi. Isimangalo sababhali sokuthi izinzuzo ezinkulu kakhulu zenzeka kumamethrikhi okubambezeleka komsila kuphakamisa ukuthi indlela ingase ibhekane nesevisi engalingani, hhayi nje ukuthuthukisa isilinganiso esifihla inombolo encane yezicelo ezibambezeleke kabi. Leyo inhloso yedizayini engase ibe usizo yezinhlelo zesevisi ezizenzakalelayo, nakuba i-abstract ingayichazi imisebenzi, ukusatshalaliswa kokulibaziseka noma imiphumela yokusebenza yokubambezeleka ngakunye.
Ukuqhathanisa okubikiwe nakho kubalulekile ngoba kuhlola indlela yokubhekana nezinqumo eziningana kunokuba kungabi nasu nhlobo. Izindlela ezisebenzayo kanye ne-myopic zimelela ukubheka phambili okulinganiselwe; ukuphasisa amathokheni nokubikezela-ukuma kumelela ezinye izindlela zokuxhumanisa noma zokubeka amarobhothi. Noma kunjalo, umthombo awusho ukuthi izisekelo zishunwe ngokulinganayo, noma ngabe ukulinganisa kusetshenziswe izikhathi ezimisiwe, noma ukuthi ukuthuthukiswa bekubalulekile ngokwezibalo. Ayinikezi futhi ubufakazi mayelana nezigameko zokuphepha, ukugadwa kwabantu, ukunakekelwa, imiphumela yabasebenzi, ukusetshenziswa kwamandla noma izindleko. Isevisi ecishe iphelele ocwaningweni ayifani nokusebenza okuthembekile okuzimele esibhedlela.
I-Interactive Mechanism: Indlela Esebenza Ngayo Ngempela
Hlola ubuchwepheshe obuyisisekelo ngemuva kwalokhu kuthuthukiswa ngokuhlanganyela.
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?
Ongakubuka ngokulandelayo
Imibuzo eyinhloko ukuthi indlela ithuthukisa kangakanani ukusebenza ngokwezibalo, ukuthi iqhathaniswa kanjani kuzo zonke izibhedlela nemikhumbi yamarobhothi, nokuthi iziphatha ngokuphepha kangakanani lapho izibikezelo zingalungile kakhulu. Umthombo awunikezi usayizi wendiza, ivolumu yomsebenzi, izikhawu zokuzithemba zokuhlola, isimo sokuphakelwa, imininingwane yezingxenyekazi zekhompuyutha noma izindleko zokusebenzisa ku-abstract. Ukuphindaphinda okuzimele kanye nokuhlolwa kuzilungiselelo ezibukhoma noma eziningi ezihlukene kuzocacisa ukubaluleka kwakho okungokoqobo.
Okubalulekile kokuqala kokuqinisekisa imininingwane yobuningi. Imibiko engaqondakali icishe iphelele futhi izikhathi zokulinda ezincishisiwe kodwa ayinikezi amaphesenti, izikhathi zokulinda eziphelele, izikhawu zokuzethemba noma inombolo yezicelo ezihloliwe. Iphepha eligcwele kufanele licacise ukuthi indlela ehlongozwayo ishintsha kangakanani isilinganiso kanye nokubambezeleka komsila, ukuthi kukangaki izicelo zingafezeki, nokuthi ingabe imiphumela inamandla yini kuwo wonke amaphutha ahlukene esibikezelo, amazinga adingekayo kanye nemikhathizwe yokuhlela. Ngaphandle kwalezo zibalo, usayizi ongokoqobo wokuthuthukiswa okufunwayo ngeke uhlolwe.
Umbuzo olandelayo ngowokwenza izinto ngokujwayelekile. Ucwaningo lwecala lusebenzisa izicelo zangempela zomsebenzi wobuhlengikazi ezivela ezitezi zesibhedlela ezilaliswe esibhedlela, kodwa umthombo awukhombi ukulungiselelwa kwesibhedlela, izinkundla zamarobhothi, inombolo nezinhlobo zamarobhothi, noma ukuthi amarobhothi asebenza ngokomzimba noma ngokulingiswa kuphela. Akwaziwa futhi ukuthi idatha imele isayithi eyodwa, amasayithi amaningi noma irekhodi lomlando elidlalwe kabusha. Ukuhlolwa okubandakanya izibhedlela ezihlukene, izakhiwo, izingxube zemisebenzi, amandla erobhothi namaphethini okufika kuzobonisa ukuthi indlela iyavumelana nezimo noma incike kakhulu kudathasethi eyodwa nendawo yokusebenza.
Ukuhlolwa kokushintshwa kokusabalalisa kufanele kubhekisiswe kakhulu ngoba kugxilwe yiphepha. Ubufakazi obuwusizo bokulandelela bungabandakanya izinguquko ezilawulwayo ezifunwayo, ukwanda okungazelelwe, izibikezelo ezingekho noma ezichemile nezimo lapho imisebenzi ebikezelwe iqhudelana nezicelo ezibonwa ngokushesha. Ababuyekezi kufanele bahlole ukuthi ingabe ukukala kabusha okuguquguqukayo kunzinzisa ukusebenza noma kubangela ukwabelwa kabusha okweqile, nokuthi umthetho okhethiwe wokwenza kabusha ungcono ungadala ukungqubuzana kwemizila emisha noma ukubambezeleka kwemisebenzi esivele isaqhubeka. Umthombo awuwabiki lawa mamodi okuhluleka ku-abstract.
Okokugcina, ukuthunyelwa okungokoqobo kuzodinga ubufakazi obungaphezu kwesevisi kanye namamethrikhi okulibaziseka. Izibhedlela nezinye izikhungo zizodinga ukwazi ukuthi uhlelo luhlangana kanjani nesofthiwe ekhona yokushejula nokuthunyelwa, ukuthi yini abaphathi abangakwazi ukuyibhala ngaphezulu, ukuthi ikusingatha kanjani ukwehluleka kwezokuxhumana noma kwamarobhothi, nokuthi ibeka ziphi izidingo zekhompuyutha nedatha. Inqubo yokwakhiwa kwemikhumbi eqhutshwa yidatha yomlando eqhutshwa yidatha iphinde iphakamise imibuzo mayelana nokuthengwa kwempahla nokuthi ingabe ingxube enconyiwe ihlala ifanelekile yini njengoba isidingo sishintsha. Umthombo wamanje awuyiphenduli le mibuzo, futhi akukho simemezelo sokutholakala, ukukhiqizwa noma ukuthunyelwa esifakiwe.