Chii chaitika
Vatsvakurudzi vakaunza Dr. Claw, nzvimbo yekushanda yakazaruka iyo inobatanidza vashandi vekodhi-agent executors kuburikidza nezvinhu zvinoramba zvichienderera mberi, unyanzvi hunogona kushandiswa uye munhu-in-the-loop workflow. Bepa rinoti sisitimu iyi inobatanidza kuronga, kuita uye kunyora uku ichichengetedza nzira yekuongorora.
Bepa racho, rakatumirwa kuarXiv muna Aug. 31, rinopa Dr. Claw senzvimbo yekushandira iyo vanyori varo vanodana "vibe research." Iyo sisitimu yakagadzirirwa kutenderedza iripo yekuraira-mutsara kodhi vamiririri vanogona kuverenga nekunyora mafaera uye kuchengetedza marefu zvikamu. Pane kusuma mumwe mumiriri anozvimirira, Dr. Claw anowedzera orchestration layer inotarisirwa kuronga izvo zvinogoneka mukati mekufamba kunodzoreka kwebasa.
Sosi yacho inozivisa zvinhu zvitatu zvepakati: zvinhu zvinoramba zviripo, raibhurari yehunyanzvi inogona kushandiswa zvakare uye kurongeka kune vakawanda vaurayi. Pamwe chete, ivo vanoitirwa kubatanidza sarudzo dzevanhu kune zviito zveAI uye kubatanidza kuronga kwekutsvagisa, kuita uye kunyora mune imwe loop. Vanyori vanotsanangura mafambiro ebasa seanoongororwa uye anogona kudzoserwa. Mune mazwi anoshanda, sisitimu inoitirwa kuchengetedza sarudzo uye yepakati nyika kuitira kuti munhu aongorore zvakaitika, atangezve basa mushure mekutadza kana kudzoreredza kuti zvakabuda mukutsvagisa zvakaunganidzwa sei.
Uku ndiko kumikidzo kwakasiyana kubva pakuvhurwa kwemuenzaniso: bepa rinotarisa pane yakatenderedza maitiro anotonga AI kuuraya. Chinyorwa chinoti Dr. Claw akaratidzwa kuburikidza neanopindirana-matatu-maonero mamiriro uye kukundikana-kudzoreredza mafambiro, asi abstract haitsananguri nyaya yechiitiko kana kupa nhoroondo yakadzama yekuteedzera kudzoreredza. Ongororo inoenzanisa Dr. Claw neasina kuraira-mutsara mumiriri anoshandisa imwechete backend executor. Iyo dhizaini inobata ari pasi pemuiti wenguva dzose uye inoita kuenzanisa nezve yakawedzera basa girafu, zvinhu zvehurumende uye raibhurari yehunyanzvi. Bepa rinoshuma kuti Dr. Claw vakawana zvakakwira pakukwana kwekutsvagisa uku vachichengetedza nzira inotarisika. Iyo purojekiti inotsanangurwa seyakavhurika sosi pasi pe AGPL-3.0, ine GPL-3.0 kumusoro kwekumusoro zvikamu, uye sosi inoti yakagamuchirwa kuEMNLP 2026 seSystem Demonstration. Iyo abstract link kune repository, asi haipe kero yekuchengetera, nhamba dzenhamba, kuverenga kwebasa kana kuzivikanwa kwevaurayi vakashandiswa.
Nei zvichikosha
Dr. Claw inotaura nezvekushaya simba kunobatsira mukutsvaga kweAI-yakabatsirwa: basa rinogona kuparadzirwa pane zvishandiso zvekukurukura, zviteshi, nzvimbo dzekusimudzira uye zvinyorwa zvekunyora, asi zvisarudzo zvakakosha zvakaoma kuvakazve. Kuenzanisa kwayo kwakataurwa kunoratidza kurongeka uye kuchengetedza-rekodhi kunogona kuvandudza kuperera kwekutsvagisa pasina kushandura mumiriri.
Chinonyanya kukosha ndechekuvimbika kwemaitiro. AI masisitimu anogona kuchengetedza marefu ecoding zvikamu anogona kuramba achisiya vashandisi neakaparadzana hurukuro, mafaera uye sarudzo. Kana basa racho riine chekuita nekutsvagisa, kupatsanurwa ikoko kunogona kuita kuti zviome kunzwisisa kuti ndedzipi fungidziro dzakaumba ongororo, kwakaitika kukundikana kana kuti chinobuda chingaitwe sei. Mhinduro yaDr. Claw ndeyekubata mafambiro ebasa pachayo sechinhu chekutanga-kirasi, ine mamiriro akajeka uye maitiro ekugadzirisa zvakare pane kuvimba chete nenhoroondo yehurukuro yemumiririri.
Iyo yemunhu-in-the-loop dhizaini zvakare ine basa pakuzvidavirira. Mhedzisiro yacho hairatidze Dr. Claw semusayendisiti anozvimiririra anozvimiririra anosarudza mibvunzo yekutsvagisa kana kusimbisa mhedziso. Pane kudaro, inotsanangura hurongwa hwakagadzirirwa kuchengetedza sarudzo dzevanhu dzakabatana neAI kuuraya. Musiyano iwoyo unogona kubatsira kune zvikwata zvinoda kwenguva refu-inomhanya AI rubatsiro uchichengeta mapoinzi ekuongorora uye kugona kupindira. Inogona kupawo hwaro hwakajeka hwekuongorora mutoro kana mumiririri aita shanduko isiriyo kana maitiro ekutsvagisa atadza.
Iyo yakataurwa kuenzanisa inogona kubatsira nekuti inoparadzanisa mupiro wenzvimbo yebasa kubva pakugona kweiyo mumiriri. Kana muiti mumwecheteyo achiita zvirinani kana akasanganiswa negirafu rebasa, nyika inoshingirira uye raibhurari yehunyanzvi, mhedzisiro inogona kuratidza kuti kubereka uye kukwana kunotsamira pane chikamu pakugadzira mafambiro ebasa, kwete chete pakusarudza modhi yakasimba. Humbowo hunoramba huchingogumira kupfupiso yekwakabva, zvisinei. Hapana mhedzisiro yenhamba, kuongororwa kwenhamba, kudzokorora kwakazvimiririra kana kuenzanisa nemamwe masisitimu ekuimba kunopihwa muzvinyorwa zvinopihwa, saka chirevo chinofanira kutorwa seyekutanga hurongwa hwekuongorora kwete humbowo hwese.
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
Mibvunzo mikuru yakavhurika ndeyekuti ongororo yaive yakakura sei uye inomiririra, ndeapi mabasa nevaiti vakaedzwa, uye kuti mabhenefiti anoenderera mberi here kunze kwekuratidzira. Iyo repository, yakazara mhinduro uye humbowo kubva kune vakazvimiririra vashandisi huchave hwakakosha pakutonga hunoshanda kukosha.
Chinonyanya kukosha ndechekuongorora zvizere. Bepa rinofanirwa kujekesa kuti ndeapi matanho e "tsvakurudzo yakakwana", kuti mabasa akasarudzwa sei, maedzo mangani akaitwa uye kuti ongororo yakaitwa nevanhu here, macheki otomatiki kana zvese zviri zviviri. Iwo mameseji anotarisisa kana iyo yakashumwa mukana unoratidza kuvandudza kwakasimba mubasa rekutsvagisa kana kutetepa kukwana pakati pedhizaini yehurongwa nemabasa ekuratidzira. Kuenzanisa kwakafanana-kumashure kunobatsira, asi hazvingoratidzi kuti Dr. Claw anokunda mamwe maagent frameworks kana kuti rubatsiro runoendeswa kune dzimwe nzvimbo.
Iyo repository uye ruzivo rwerezinesi zvakare runoda kutariswa. Sosi yacho inoti purojekiti inoburitswa pasi pe AGPL-3.0 uye inosanganisira GPL-3.0 kumusoro. Vanogona vashandisi vanozoda kuongorora iyo chaiyo kodhi, kutsamira uye kusanganisa zvinodiwa kuti vanzwisise kuti iwo marezinesi anokanganisa sei kutumirwa, kugadziridzwa uye kugovera. Nzvimbo yakapihwa hairatidze kuti ndevapi vamiririri vemutsara wemirairo vanotsigirwa, ingave nzvimbo yekushandira inomhanya munharaunda kana kure, iyo data yainochengeta, kana kuti vashandisi vangaongorora sei nekudzora mamiriro anoramba aripo.
Chekupedzisira, kushandiswa kwakazvimiririra kunoedza kana kutarisisa uye kudzoreredza kupona chaiko mamiriro ekutsvagisa. Mapurojekiti akareba anogona kusanganisira kushandura mafaera, mirairo isina kukwana, yakundikana maturusi kufona uye kusawirirana pamusoro pezvinoita semhedzisiro inogutsa. Izvo zvinoramba zvisingazivikanwe kana Dr. Claw anogona kuchengetedza rekodhi yakajeka sezvo kuoma kuri kukura, kana hunyanzvi hwayo raibhurari inosuma zvikanganiso zvayo, uye kuti yakawanda sei yekuwedzera setup kana kutarisa kwainoda. Iyo sosi zvakare haitauri chengetedzo kuyedzwa, kuongororwa kwekuvanzika, zvidzidzo zvevashandisi kana humbowo hwekuti sisitimu inonzi yakakwana kunatsiridza inodarika kuratidzwa kwevanyori.