Chii chaitika
Ongororo yevanyori gumi nevaviri yakatumirwa kuarXiv musi waNyamavhuvhu 20 inoongorora vamiririri veAI vane kudyidzana kukuru nenyika kunoitika kuburikidza nekuita mirairo, mhinduro yezvinyorwa uye nharaunda dzakasarudzika. Vanyori vanoronga munda wakatenderedza hunomwe-dimensional chimiro chehunyanzvi hwekupedzisira uye vanopokana kuti ongororo ine musoro inofanirwa kuongorora maitiro, kudzoreredza uye nguva yekumhanya pamwe chete nemhedzisiro yekupedzisira.
Kunobva ongororo yemapeji makumi mashanu nembiri yakanzi "Terminal Agents: Ongororo yeAI Agents muCommand-Line Environments," yakanyorwa naYi Bin uye gumi nerimwe vanyori vanyori uye yakatumirwa kuarXiv musi waNyamavhuvhu 20, 2026. Inotsanangura mumiriri nenzira iyo inotungamira-inotakura hurongwa hwekuita, inogashira midhiya inoenderera mberi-inotakura mirairo. mhinduro yemavara uye inopindirana nemamiriro ekunze. Muganhu uyu unoitirwa kupatsanura terminal-mediated agency kubva kune yakafara uye yakapararira mabhuku einjiniya software, maturusi ekushandisa uye kushandisa komputa.
Vanyori vanoti hurongwa hwavo hwekuronga hunobatanidza nzvimbo nhatu dzinowanzodzidzwa zvakasiyana: system architecture, kugona kuwana uye kuongorora. Ivo vanosuma manomwe-dimensional terminal kugona profiles, kunyangwe iyo abstract yakapihwa nekwakabva isingatauri kana kutsanangura chiyero chimwe nechimwe. Iyo bepa saka rinopa kupatsanurwa uye synthesis yemunda kwete ichangobva kuburitswa mumiriri, modhi, software package kana bhenji.
Mhedziso yepakati yeongororo ndeyekuti maitiro akaonekwa anoumbwa pamwe chete nezvikamu zvishanu zveyakapoteredza sisitimu: modhi, interface, harness, runtime uye nharaunda. Muakaundi yevanyori, nzira dzinogoneka dzinopa masaini ekudzidza akasungirirwa kune mhedzisiro yezviito, kusimbisa uye kudzoreredza. Izvo zvinobvisa pfungwa kubva pamhinduro yekupedzisira yemumiririri chete uye kuenda kune kutevedzana kwezviito zvakaigadzira, kusanganisira kana sisitimu yakatarisa basa rayo uye yakapindura zvinovaka kana chimwe chinhu chatadza.
Ongororo iyi zvakare inoshuma yakasungirirwa, yakagadziriswa-mamiriro ekuongorora anoitirwa kuratidza mapoinzi maviri. Chekutanga, mhuri dzakasiyana dzebhenji dzinoratidza masaini akasiyana maitiro. Chechipiri, kuenzanisa kunofananidzwa kunogona kuburitsa mhedzisiro-inotsamira mhedzisiro uye kuita kuti zviome kugovera mashandiro kune chero chikamu chimwe chete. Kwakabva hakupi matafura ebhenji, maverengero ebasa, mazita emhando kana manhamba emhedzisiro muzvinyorwa zvinopihwa, saka chiyero uye kusimba kweiyo diagnostics haigone kuongororwa pano.
Nei zvichikosha
Iro bepa rinopa mazwi anoshanda ekuenzanisa materminal-based agents pane software engineering uye mamwe maapplication. Yambiro yaro yepakati ndeyekuti kucherechedzwa kwekuita kunoenderana nehurongwa hwakakwana-kusanganisira modhi, interface, harness, nguva yekumhanya uye nharaunda-saka musoro webhenji zvibodzwa zvinogona kuvanza misiyano yakakosha mumabatiro anoita vamiririri, kupora uye kudzorwa.
Materminal agents ari kuita chinhu chakasarudzika chekudzidza nekuti vanogona kushandura nyika kuburikidza nemirairo pane kungodzosera zvinyorwa. Muchigadziro ichocho, kushanda kwemumiririri kunoenderana nekuti inogona kuongorora nharaunda, kuita shanduko, kuona mhedzisiro uye kupora kubva mukukundikana. Kusimbisa kweongororo pachiuno ichi kwakakosha kune chero munhu anoturikira zvichemo zvevamiriri vekodha, vabatsiri-mutsara wemirairo kana mamwe masisitimu ane basa rinoitika kuburikidza nemidziyo uye inoenderera.
Chirevo chakasimba chebepa ndeye methodological. Mhedzisiro yekupedzisira inogona kutaridzika zvakafanana kunyangwe masisitimu maviri akasiyana zvakanyanya mukuchengetedzeka, kugona, kuvimbika kana kudzoreredza. Mumwe mumiririri anogona kusvika pamhedzisiro chaiyo kuburikidza nepfupi, inovimbika kutevedzana; mumwe anogona kuisvika kuburikidza nezviito zvisina kusimba kana kusajeka zvingave zvakaoma kuburitsa kana kuongorora. Nekupokana nezvehumbowo-chikamu, vanyori vanopa zano kuti ongororo dzinofanirwa kuchengetedza uye kuongorora gwara, kwete kungopeta pekupedzisira.
Ongororo iyi zvakare inodenha tsananguro dzakareruka dzechikamu. Modhi inogona kuita seyakasimba kana kushomeka zvichienderana nemirairo yekuraira, orchestration harness, mvumo yekumhanya uye nharaunda yainoedzwa. Izvo zvine basa pakutenga uye kuenzanisa kwekutsvagisa: bhenji mhedzisiro inogona kutsanangura imwe yakaunganidzwa sisitimu pane yakasarudzika modhi kugona. Kushevedzera kwevanyori kuzivisa sisitimu uye nguva yekumhanya mamiriro anogona kuita kuti kuenzanisa kudurikike uye kuburitsa pachena zvinovimbika.
Nezvekutonga, kuongororwa kwakafanana kunonongedza kudikanwa kwezvinyorwa zveizvo mumiriri aitenderwa kuita uye kuti yakapindura sei kusava nechokwadi kana kukundikana. Replayable traces inogona kubatsira vanogadzira kuferefeta zvikanganiso uye kubatsira vanoongorora kusiyanisa kutadza kwemuenzaniso kubva kune turusi kana kutadza kwezvakatipoteredza. Aya ndiwo mabhenefiti akarongwa ehurongwa, zvisinei, kwete mibairo yakazvimiririra yakaratidzwa nekwakabva. Pepa racho hariratidzi kuti ongororo yakavakirwa-yega inogadzirisa kuzvidavirira kana mibvunzo yekuchengetedza.
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
Iyo dhizaini ichanyanya kubatsira kana vaongorori nevagadziri vakagamuchira kudana kwaro kwekutsanangurwa kwakajeka kwehurongwa, kudzokororwa kunodzokororwa uye humbowo hwedanho. Sosi yacho hairatidze kuti iyo profil yakarongwa yatove chiyero cheindasitiri, uye haitauri modhi nyowani kana yakaratidza kutumirwa, saka pesvedzero yayo inozoenderana nekuzotevera kushandiswa kwesimba uye kusimbiswa.
Muedzo unotevera wakakosha ndewekugamuchirwa. Vatsvagiri vangazoda kuisa iyo nomwe-dimensional mbiri kune akawanda terminal-agent masisitimu uye kuratidza kuti inoburitsa misiyano inobatsira kupfuura iripo basa-kubudirira zvibodzwa. Iyo yakapihwa abstract hairatidze zviyero zvakadzama kana kuratidza kuti anofanirwa kuyerwa sei, saka vaverengi havasati vakwanisa kutonga kuti chimiro chakazara here, chiri nyore kushanda kana kudhindwa mumarabhoritari ese.
Basa remangwana rinofanirwawo kujekesa kuti yakawanda sei yemhedzisiro inocherechedzwa inobva kune modhi ichipesana neinterface, harness, runtime kana nharaunda. Vanyori vanotsanangura zvakajeka chikamu chirevo sechinogumira uye chinoenderana nebhenji. Izvi zvinoita kuti kutaurwa kunodzorwa kuve kwakanyanya kukosha: kuenzanisa kunofanirwa kubata mamiriro akakodzera nguva dzose, kuburitsa zvibvumirano uye kuchengetedza maitiro ekuuraya anodiwa kuvakazve zvakaitika.
Chiyero cheongororo chinogona kuwedzera kupfuura software engineering, asi kwacho hachipi humbowo hwekushandisa kubva kuminda yakadai sekutonga, sainzi kana mashandiro. Kunyangwe chimiro chayo chizere zvinoenderana nebvunzo munzvimbo dzine maturusi akasiyana, shanduko yenyika, kutadza modes uye mhedzisiro. Iyo terminal loop inokwana kuita coding basa ingangoda kuchengetedzwa kwakasiyana kana mirairo ichikanganisa data rakadzama kana masevhisi ekunze.
Kunobva ongororo yearXiv uye inofanirwa kuverengerwa sechikumbiro chehunyanzvi uye hurongwa, kwete seyakaongororwa nevezera kana humbowo hwekuti materminal agents akagadzirira kushandiswa zvisina kutariswa. Iyo inoshuma hapana nyowani nyowani kuvhurwa, kuendesa, kuwanikwa kwekuzvipira kana yakafara mushandisi kudzidza. Zvisingazivikanwe zvinosanganisira hwaro hwehumbowo hwakazara kuseri kweiyo synthesis, mhedzisiro yekuongorora 'hukuru hwenhamba uye simba rehuwandu, uye kana zvidzidzo zvepashure zvichasimbisa kukosha kwainzi kwe process-level kuongororwa.