Chii chaitika
Vatsvagiri vakaunza MaCoPlanner, iyo LLM-yakabatsira kuronga hurongwa hwemarobhoti anoshanda maindasitiri ekudzora mapaneru. Iyo sisitimu inounganidza manyoro emidziyo muchimiro chakataipa, inotora yakakodzera maitiro uye mudziyo-yenyika ruzivo, inogadzira zvirongwa zvevamiriri, uye inovatarisa zvine kufananidzira vasati vaurayiwa.
Bepa rearXiv, rakatumirwa muna Nyamavhuvhu 28, 2026, rinopa MaCoPlanner sehurongwa hwekuronga basa rekushanda kwemarobhoti maindasitiri. Vanyori vanocherekedza matatu masosi ekuomerwa: kutonga kwenzvimbo, maitiro akagoverwa kune akasiyana ezvishandiso zvinyorwa, uye zvimhingamipinyi zvakaiswa nehurumende yemidziyo. Iyo LLM saka inoshandiswa mukati mekufamba kwekushanda kwakakura pane kupihwa kusingadzoreki kutonga kwepaneru.
Iyo framework inotanga yashandura mabook emidziyo kuita yakataipa yepakati inomiririra. Inobva yatora humbowo hunoenderana nerimwe basa uye mamiriro emidziyo yakashumwa. Ruzivo irworwo runotsigira kugadzirwa kwezvirongwa zvemumiriri. Pamberi pechiito chipi nechipi chemuviri, zvirongwa zvinofambiswa nenzira yekufananidzira uye zvinotariswa zvichienderana nemaitiro uye zvipingamupinyi zvekuchinja kwenyika.
Kana iyo sisitimu yaona kutyorwa, inozivisa chikamu chakakodzera chechirongwa uye inotumira iyo ruzivo kumashure kuti igadziriswe. Zvirongwa zvinoramba zvisina kugadziriswa mushure mekunge bhajeti yekunatsiridza yapera zvinorambwa. Iyo yakaparadzana yekuuraya interface mepu yakasimbiswa zviito zvekufananidzira kune zvidzoreso zvemuviri uye inovandudza mamiriro emudziyo, ichigadzira chinongedzo pakati pekuronga uye kunotevera kusangana.
Vanyori vanorondedzera kutyora kwekupedzisira kwe2.7% pasi peyavanodaidza kuti yakazvimirira yekuongorora oracle. Mukuongorora kwekugadzirisa, 26.3% yekumhanya yakarambwa mushure mekunge bhajeti yekunatsiridza iripo yapera. Iwo manhamba anotsanangura gadziriro yekuongorora kwechidzidzo; iyo abstract haipe ruzivo rwakakwana kuti uone kuti chirevo chakavakwa sei, kutyorwa kwakatsanangurwa sei, kana kuti mhedzisiro inosiyana sei pamhando dzebasa.
Iwo maedzo akashandisa controller-panel simulator isina yakasungirirwa maindasitiri mutoro. Vanyori vanoti iyo setup yakaratidza kugona kwakabatana kwekuita pasi pemamiriro ekudyidzana kwevamiriri, asi pachena hapana chirevo chekugadzirira kutumirwa kwemaindasitiri. Iyo sosi hairatidze kutumirwa kwekutengesa, ane zita remuindasitiri mudiwa, nharaunda yekugadzira yemuviri, kana chitupa chekuchengetedza.
Nei zvichikosha
Basa racho rinogadzirisa kushaya simba kunoshanda mumutauro-inotungamirirwa marobhoti: LLM inogona kuburitsa mirairo inonzwisisika inotyora maitiro ekushanda kana mamiriro ezvino emidziyo. MaCoPlanner's yakashumwa mibairo inoratidza kuti kubatanidza rubatsiro rwemutauro nekujekesa kwakajeka kunogona kuvandudza mashandiro muakateedzera mapaneru-operation mabasa, kunyangwe humbowo husingagadziri kugadzirira kutumirwa munzvimbo chaidzo dzeindasitiri.
Indasitiri control panels inosanganisa mutauro-inorema maitiro nezviito zvinogona kuenderana nemamiriro ezvino emidziyo. Urongwa hunogona kuenderana mumutauro asi husina kuchengetedzeka kana rukaruka danho rinodiwa, rukabata mamiriro asiri iwo, kana kushandura zvidzoreso nenzira isiri iyo. Mupiro wepakati weMaCoPlanner ndeyekuisa cheki yepamutemo, yehurumende-inoziva pakati pekuronga-kwakavakirwa pamutauro uye actuation.
Izvo zvakashumwa basa-kubudirira mhedzisiro yakakura mukati meiyo bepa yakataurwa yekuongorora mamiriro. Zvichienzaniswa neRaw-Manual baseline, vanyori vanotaura kubudirira kuri kuwedzera kubva pa62.8% kusvika 84.4% paLevel-2 mabasa uye kubva pa25.9% kusvika 43.2% paLevel-3 mabasa. Mienzaniso iyi inotsigira chirevo chekuti kuunganidzwa kwemanyorero, kudzoreredza humbowo, kuoneswa, uye kugadzirisa kunogona kuvandudza mashandiro pamusoro pekushandiswa kwakananga kwezvinyorwa zvemanyoro mumabasa akaedzwa.
Iyo yekuchengetedza nzira inosumawo nzira yekutadza yakajeka. Panzvimbo pekumanikidza hurongwa hwese hwakagadzirwa kuburikidza nekuita, sisitimu inogona kuramba chirongwa kana kunatswa kukasagadzirisa kutyorwa. Iyo dhizaini yakakosha nekuti yakachengeteka otomatiki inotsamira kwete chete pakupedza mabasa asiwo pakuziva kana ruzivo rwuripo rwusina kukwana kuita kwakaringana.
Panguva imwecheteyo, mhedzisiro yacho inofanirwa kududzirwa seumbowo nezve prototype yekutsvagisa, kwete sehumbowo hwekuti marobhoti eindasitiri anodzorwa neLLM akachengeteka. Iyo abstract haitauri mibairo pamichina mhenyu, yakasungirirwa mitoro yeindasitiri, kukuvara kwemidziyo, padhuze nekupotsa, mutyairi webasa, , kana mhedzisiro yezvisizvo mamiriro ekugadzirisa. Izvo zvakare hazviratidze kuti iyo 2.7% yekutyorwa mwero yaizobata kunze kwesimulator kana kune mamwe maindasitiri madomasi.
Iro bepa rinobatsira nekuti rinopa kongiri yekuvaka yekumanikidza basa reLLM. Chidzidzo chayo chakafara ndechekuti mhando dzemitauro dzinogona kuve dzakanyanya kufanira sezvirongwa zvekugadzira uye kugadzirisa zvikamu kana zvabuda zvakavakirwa mumatanho akarongwa uye akaongororwa nemitemo yakazvimiririra inotariswa. Kunyangwe iyo dhizaini inopa yakavimbika veruzhinji kana maindasitiri mabhenefiti inoramba iri mubvunzo une simba.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
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?
Zvekutarisa zvinotevera
Muedzo unotevera wakakosha ndewekuti nzira yacho inoramba yakavimbika nemidziyo chaiyo, isina kukwana kana inopokana manyorero, kushandura dhizaini mamiriro, zvikanganiso zve sensor, uye mabasa kunze kwevanyori 'simulator. Kumwe kuongorora kunofanirawo kuongorora yakazvimirira yekuongorora oracle, zvirongwa zvakarambwa, maitiro ekugadzirisa, uye kangani vashandisi vevanhu vanofanira kupindira.
Iyo inonyanya kukosha isingazivikanwe ndeyekutamiswa kubva mukufananidza kuenda kumidziyo chaiyo. Tsime rinoti simulator yanga isina yakanamirwa maindasitiri mutoro, saka hairatidze maitiro ehurongwa kana chiitiko chisina kururama chinogona kukuvadza muchina, kukanganisa kugadzirwa, kana kugadzira njodzi yemuviri. Kutumirwa chaiko kunoda humbowo kubva kune inodzorwa hardware bvunzo, magwaro ekuchengetedza, uye maitiro ekutarisa.
Ongororo dzenguva yemberi dzinofanira kujekesa chirevo chekuongorora chakazvimirira uye zvinoreva kukanganisa. Vaverengi vanofanirwa kuziva kana iyo oracle inongotarisa yemaitiro uye mamiriro-yeshanduko mitemo kana zvakare kutora nguva, kugarisana, kusagadzikana kwesensor, kushivirira kwemuviri, uye njodzi dzinotarisana nevashandisi. Pasina ruzivo irworwo, mwero wakashumwa haugone kuenzaniswa nechivimbo nemamwe marobhoti-chengetedzo mhedzisiro.
Chiyero chekuramba chinofanirwa kunyatsotariswa. Sisitimu inoramba 26.3% yegadziriso-yekuongorora inomhanya inogona kunge yakachengeteka kupfuura iyo inoita zvirongwa zvisina kugadziriswa, asi kuramba kazhinji kunogona kuderedza kubatsira mukuita-kunzwa kwenguva. Rimwe basa rinofanirwa kushuma mabatirwo anoitwa mabasa akarambwa, kuti vanhu vanoagadzirisa kakawanda sei, inguva yakawanda sei kugadzirisa, uye kana vashandi vanogona kunzwisisa kuti sei chirongwa chakavharwa.
Manual kunaka uye kuvharika kuchave nebasa. MaCoPlanner zvinoenderana nezvinyorwa zvemidziyo zviri kuunganidzwa kuita inomiririra inoshandisika uye nehumbowo hwakakodzera huri kudzoserwa basa uye nyika. Iyo abstract haitauri mabatiro ainoita zvisinganzwisisike, zvechinyakare, zvisina kukwana, zvinopokana, kana kuti zvisina kurongeka zvakanaka, kana kuti magadzirirwo acho pachawo anounza kukanganisa.
Matanho anotevera evanyori anofanirwa kutongwa nekuvimbika pane zvisingaonekwe midziyo, nhanho dzebasa, uye mamiriro ekushanda kwete nekubudirira pane imwe simulator. Humbowo hunoshanda hungasanganisira mabenchmarks anogona kudhindwa, zvidzidzo zvekubvisa zvinopatsanura mhedzisiro yekubatanidza, kudzoreredza, kuburitsa kwekufananidzira, uye kugadzirisa, bvunzo dzine inovhiringika yemidziyo yenyika, uye kushuma kwakajeka kwekupindira kwevanhu. Kusvika panguva iyoyo, bepa rinotsigira dhizaini inovimbisa yakatarisana nekuchengetedza, kwete chirevo chekuzvimiririra kushanda kwemaindasitiri.