Chii chaitika
Vatsvagiri vakaunza AutoWorldModel-Bench, yakavharwa-loop bhenji umo macoding agents anoshandura uye anoongorora yekutanga yenyika modhi pasi peyakagadziriswa compute bhajeti. Iyo bhenji inoshandisa yakarongwa yepasi-yechokwadi mutambo nyika kwete mbishi yekuona yekupinda uye inovhara sere mutambo nharaunda. Vanyori vanotaura kuti Codex-5.4 uye Claude Opus 4.6 yakavandudza mhando dzavo dzekutanga muzvikamu makumi matanhatu nenhanhatu pazvikamu makumi matanhatu nemana, ne 91% yekuhwina edit inotsanangurwa seshanduko dzetsvakiridzo-maitiro kwete kugadziridza .
Iro bepa, rakatumirwa kuarXiv musi waChikunguru 20, 2026, rinopa AutoWorldModel-Bench sechiyereso chekutsvagisa otomatiki yenyika-modhi. Inogadzirisa kuenzanisa kwenyika senzvimbo isina kugadzikana umo zvivakwa, chinangwa chekudzidzisa, uye inomiririra nyika inopindirana, isina kana imwe resipi yakasimbiswa seinotonga munzvimbo dzese. Kusavimbika uku ndiko pakati pechinangwa chebhenji: mumiririri haangobvunzwe kuti aite zvakafanotemerwa, asi kusarudza kuti chinopa nyika-modhiyo yekutanga chinofanira kuvandudzwa sei.
Iyo inoshanda seyakavharwa loop. Mushandi wekukodha anogamuchira hurongwa hwekutanga, anokurudzira uye oita shanduko, anomhanyisa ongororo pasi peyakagadziriswa compute bhajeti, uye anoenderera kuburikidza nekutsvaga. Iyo abstract inoti bhenji inotora nzvimbo sere dzemitambo uye inomiririra nharaunda yega yega kuburikidza nepasi-chokwadi mubatanidzwa nyika yakabviswa mumutambo. Idzo nyika dzinoshandurwa kuita yakagovaniswa tensor fomati, ichibvumira iyo ongororo kuti itarise pakuenzanisira nharaunda dynamics kwete pakuona kwekuona kana huinjiniya hunodiwa kugadzirisa mifananidzo.
Pakati pezvikamu makumi matanhatu nemana, vanyori vanotaura kuti Codex-5.4 uye Claude Opus 4.6 yakavandudza mavambo avo muzvikamu makumi matanhatu nenhatu. Iyo abstract haitsanangure saizi kana nhamba yakakosha yekuvandudzwa ikoko, kuti zvikamu zvakakamurwa sei pakati pemasystem maviri aya, kana kuti vamiririri vakapihwa mamiriro ekutanga akafanana. Inoshumawo kuti 91% yekuhwina edits yaive isiri-yadiki yekutsvagisa-maitiro ekugadzirisa, kusanganisira shanduko kune zvinangwa, zvinomiririra, kuburitsa maitiro, kana zvivakwa, pane nyore shanduko.
Mhedzisiro iyi inosimbisa izvo zvinonzi nevanyori zvakaitika mukati meiyo yakashumwa, asi sosi yakapihwa ibhuku risinganzwisisike uye peji rebhaibheri reshanduro-imwe arXiv preprint. Iyo haipe ruzivo rwakakwana pano kuti ione yakazvimirira kuita, iyo evaluation protocol, iyo compute miganho, kuzivikanwa kwenzvimbo sere, kana iri pasi pechikamu-chikamu mhedzisiro. Hapana chirevo chiri mutsime chinoratidza kuti chero mumiririri inyanzvi yesainzi inozvimiririra kunze kwekuseta uku.
Nei zvichikosha
Iyo bhenji inonongedza gaka muongororo iripo: ingave masisitimu eAI anogona kuita sarudzo dzinobatsira dzekutsvagisa kana nzira yekuvandudza isina kutaurwa. Dhizaini yayo yakarongeka-nyika inogona kuita kuti zviedzo nekukurumidza uye zvitsaure dynamics modhi kubva pakuona, asi zvakare inodzikamisa izvo mhedzisiro inotaura nezvevamiririri vanoshanda nechaiyo-nyika yekunzwa data. Zvakataurwa zvakawanikwa zvirevo kubva kune imwechete arXiv preprint, kwete yakazvimirira humbowo hwekuti macoding agents anogona kuita tsvakiridzo yakavimbika kazhinji.
Mazhinji ekukodha-agent mabhenji anosimbisa einjiniya-kune-chaiwo mabasa: hunhu hunodiwa hunotsanangurwa pachine nguva, uye kubudirira inyaya yekuburitsa kwakaringana kuita. AutoWorldModel-Bench inogadzirisa kugona kwakasiyana. Inokumbira mumiririri kuti ashande munzvimbo umo vaongorori vasina kutsanangura kuvandudzwa kunotevera, zvichiita kuti mhedzisiro yacho ive yakakosha kune magadzirirwo eAI masisitimu, kuyedza, uye kusarudza tekinoroji hypotheses.
Iyo 's state-centric dhizaini inopa inoshanda yekuyera mukana. Kushandisa yakarongeka mubatanidzwa nyika inodzivirira mutengo uye inovhiringidza misiyano yemaonero, iyo abstract inoti inogonesa kudzokororwa mumaminitsi. Kukurumidza kudzokororwa kunogona kuita kuti zvive nyore kuenzanisa nzira dzekutsvagisa, kuburitsa zviedzo, uye kudzidza kuti vamiririri vanoshandisa sei mashoma compute. Iyo yakajairwa tensor inomiririra inogona zvakare kuita mutsauko musimba rekufananidzira rinonyanya kuoneka munzvimbo dzakawanda.
Iyo dhizaini zvakare muganho wakakosha pane zvakawanikwa. Mucherechedzo wepasi rose wakadzidziswa kubva pasi-chokwadi mamiriro hausi kugadzirisa dambudziko rakazara rakatarisana nehurongwa hunofanirwa kufungidzira mamiriro kubva kumakamera, mutauro, masensa, kana kusakwana kwekutarisa. Nharaunda dzemitambo dzinopa mhinduro dzakadzorwa uye mhedzisiro, nepo chaiyo sainzi uye magadzirirwo ekushanda anogona kusanganisira zviyero zvine ruzha, kuedza kunodhura, kuchinja zvinangwa, uye zvipingaidzo zvekuchengetedza. Iyo yakashumwa saka inoyera kugona kudiki pane kutsvagisa kuzvitonga kuzere.
Chiyero chakashumwa chebepa chezvakagadziriswa zvingango dzidzisa pane kungowedzera zvibodzwa nekuti rinoratidza kuti vamiririri dzimwe nguva vanosarudza shanduko kuseta yekutsvagisa pachayo. Zvisineyi, chirevo hachitsananguri kuti gadziriso yakarongedzerwa sei seisiri diki, vangave vaongorori vakazvimiririra vakaita mutongo iwoyo, kana kuti kangani kupepeta kwakaoma kwakaburitsa kuvandudzwa kwakasimba. Shanduko yakabudirira munharaunda imwe inodzorwa humbowo hwekuita kwebhenji, kwete humbowo hwekuti mumiririri anonzwisisa pasi pesainzi kana kuti anogona kusiyanisa nekuvimbika fungidziro dzinobereka kubva kune zvakangoitika netsaona.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').What is the best response when AI Models Explained makes a mistake in production?
Zvekutarisa zvinotevera
Mibvunzo yakakosha ndeyekuti inogona kudhindwa here, kukura kwakadii kuvandudzwa kwakayerwa, uye kuti mhedzisiro inobata kune mamwe maajenti, nharaunda, compute bhajeti, uye mamodheru ekutanga. Vaverengi vanofanirwawo kutsvaga ruzivo nezve maitirwo ezvibodzwa, zvikamu zvakundikana, sarudzo yekugadziridza, uye chero munhu kana akajairwa-optimization baseline. Kwakabva hakuratidze kuti nzira idzi dzinofambiswa sei kupfuura nharaunda dzemitambo kana kuti shanduko dzevamiririri dzinoramba dzichibatsira pasi pezviratidziro zvakasiyana uye mamiriro ekuongorora.
Reproducibility ichava bvunzo yekutanga. Ruzivo rwakakosha runosanganisira iwo chaiwo ekutanga epasi modhi, nharaunda sere, iyo yakajairwa nyika schema, iyo compute bhajeti, nhamba yeanotenderwa iterations, uye evaluation metric. Zvichavawo nebasa kuti bhenji uye matanda ekuedza akazara aripo pachena, sezvo zvirevo zvakaunganidzwa senge 63 kuvandudzwa kubva muzvikamu makumi matanhatu nemana zvinogona kuvanza misiyano mikuru mukuwana, kuomerwa, kana kukundikana modes.
Ongororo dzenguva yemberi dzinofanira kuzivisa kuenzanisa kupfuura masisitimu maviri akadudzwa mune abstract. Kudzora kunobatsira kungasanganisira vaongorori vevanhu, yakajairwa otomatiki kutsvaga, yakagadziriswa tsvakiridzo heuristics, uye mamwe macoding agents. Mibairo inofanira kupatsanurwa nenharaunda uye nerudzi rwekugadziridza, nehukuru uye kusavimbika kwega kwega kwekuvandudza kunoratidzwa. Pasina kuenzanisa ikoko, zvakaoma kuziva kana bhenji rinoyera kutonga kwekutsvagisa, hupamhi hwekodha kugona, yakanaka basa chimiro, kana kumwe kusanganiswa.
Kurongeka kwemaitiro ekutsvagisa kunofanirwa kuongororwa. Architecture, chinangwa, chinomiririra, uye kuburitsa shanduko inogona kuve ine chirevo, asi kuomarara chete hakuratidzi nzwisiso. Basa rekutevera rinofanirwa kuyedza kana magadzirirwo akasarudzwa akajairwa kumamiriro ekunze, kurarama shanduko kune yekutanga modhi, uye kuenderera mberi nekuita kana komputa bhajeti kana nzvimbo yekuita yachinja. Inofanirawo kuronda regressions uye pfungwa dzakakundikana, kwete chete kuhwina edit kubva muchikamu chega chega.
Chekupedzisira, vaverengi vanofanirwa kutarisa humbowo nezve kuendesa kune isingadzorerwe marongero. Kwakabva hakugadzirise mashandiro ane zvinoonekwa, ruzivo rusina kukwana, masisitimu emuviri, dhatabhesi resainzi, kana mabasa apo zviedzo zvinotakura mutengo chaiwo. Izvo zvakare hazvigadzirise kuchengetedza, kudhindwazve kweajenti-yakagadzirwa kodhi, kana njodzi yekuti mumiririri anoshandisa quirks mubhenji. Kusvika iyo mibvunzo yapindurwa, AutoWorldModel-Bench inonzwisiswa zvakanyanya sechinhu chakanangana netsvakiridzo yekudzidza yakavhurika-yekupedzisira modhi yekuvandudza, kwete sechiratidzo chekuzvimirira kwekutsvaga kwesainzi.