Chii chaitika
Vatsvagiri vanopa Distribird, agentic web application yekuvaka Bayesian yekutanga kugovera kubva kumabhuku esainzi. Pepanhau rinoshuma ongororo pamativi makumi maviri nemana uye gumi remasainzi madomasi, richiona kuti pombi izere inoenderana nekamwe-yekukurumidza mutauro-modhiyo yekutanga pamhando yepamusoro apo ichipa kutsvagisa kwakabva, kutaura kwechivimbo, kurambwa kwekunze-kwe-scope, uye kugadzirwa kwemutauro wemuno.
Iyo arXiv preprint yakaunzwa munaChikunguru 13, 2026, inosuma Distribird sechishandiso cheimwe dambudziko resainzi: kusarudza kugovera kwekutanga paunenge uchienzanisa maitiro-based modhi. MuBayesian , imwe neimwe modhi paramende inoda kugoverwa kwekutanga kusati kwaonekwa kunogona kugadzirisa fungidziro yemuenzaniso. Pepanhau rinoti vaongorori vanowanzo dzokera kumashure ekutanga yunifomu kunyangwe makumi emakore ebasa rekuita, nekuti kugadzira zvinodzidziswa kubva mukutsvagisa kwakaburitswa kunoda zvese hunyanzvi hwedomendi uye hunyanzvi hwehuwandu. Distribird yakagadzirirwa zviitiko umo ma paramita ane dudziro yemuviri uye ruzivo rwakakodzera rwuripo muzvinyorwa zvesainzi. Kwakabva kunozivisa Patrik P. Süli, György Eigner, naRoland Hollós sevanyori.
Iyo sisitimu inotora zita reparameter, tsananguro yemuviri, uye domain mamiriro semapupu. Yayo yakatsanangurwa yakawanda-agent pipeline inotsvaga zvinyorwa, zvinyorwa zvakashumwa zvakakosha, zvinoyera izvo zvakakosha maererano nedomeine relevance, uye inokodzera mukana wekugovera uchishandisa Akaike ruzivo criterion, kana AIC, sarudzo yemuenzaniso. Kana ikasawana mabhuku anoshandisika, sisitimu inodzokera kune izvo zvinonzi nebepa nzira dzine musoro dzisina ruzivo. Inoshumawo humbowo hunotsigira imwe neimwe isati yasvika uye danho rekuvimba. Mashoko aya anotsanangura hurongwa sezvakaunzwa nevanyori; iyo sosi haipe yakazara tekinoroji account yemaitiro ekudzoreredza, uremu fomula, raibhurari yekugovera, kana kuti vashandisi vevanhu vanoongorora sei zvakazoitika.
Iyo bepa rinoshuma bvunzo inosanganisira makumi maviri nemana paramita munzvimbo gumi dzesainzi. Inoenzanisa pombi yakazara uchishandisa matatu akavhurika huremu mhando — Qwen3.6 27B, Gemma 4 31B, uye Mistral Diki 4 119B — ine imwe-yekukurumidza mutauro-modhiyo yekutanga. Zvinoenderana neabstract, iyo pombi yakazara yakaenderana neiyo yekutanga pamhando yekutanga pane kuipfuura. Vanyori vanoshumawo kuti zvese zvakagadziriswa zvakatangira zvakatevedzwa kune chaiwo mapepa uye kukosha, nepo chokwadi chepamusoro chakaramba zvikumbiro zvekunze-kwe-scope. Mune gumi nerimwe pamakumi matatu emodhi- kesi, yekutanga-yekukurumidza yekutanga inonzi yakadzoka ine chivimbo asi isina hwaro hwezvikumbiro zvakarambwa. Kwakabva hakutauri kuti zvawanikwa izvi zvakaburitswa zvakazvimirira here kana kuti zvakaongororwa nevamwe.
Nei zvichikosha
Bayesian inowanzoenderana nekugovaniswa kwekutanga kwezvimiro zvine musoro, zvakadaro bepa rinoti vaongorori vanowanzo shandisa mayunifomu ekutanga nekuti wongororo yemabhuku uye kuenzanisira kwenhamba kunotora nguva. Distribird inogona kuita kuti humbowo-hwakatsigirwa huve nyore kuvaka uku uchidzikisa njodzi yezvivimbo asi zvisingatsigirwe, kunyangwe sosi isingagadziri kutorwa kwepasirese, mamiriro ekuongorora-vezera, kana hukuru kune inotungamirwa nenyanzvi mafambiro.
Nyaya inoshanda inogadziriswa naDistribird haisi yekungoti mhando yemutauro inogona kuburitsa nhamba inonzwisisika. Iyo yekutanga inopesvedzera kuti nzira yeBayesian inomiririra sei kusavimbika kusati kwaonekwa kutsva. A mabhuku-ruzivo mberi anogona, musimboti, kuchengetedza mashoko ambotaurwa nevatsvakurudzi uye kuita hwaro kuti mashoko inspectable. Sosi yakashumwa tsvakiridzo kubva kune imwe neimwe isati yasvika kune mamwe mapepa uye kukosha zvinogona kubatsira musayendisiti kutarisa kana humbowo hwacho hwakakodzera, kuenzanisa kukosha kwakasarudzwa nerevo yemuviri wemodhiyo, uye kuona apo chinobuda chinoenderana nehumbowo hutete. Izvo zvinogoneka zvinonyanya kukosha kune ma process-based modhi ayo maparameter anoenderana neinoyerika kana inodudzirwa huwandu.
Bepa rinosimbisa sarudzo mbiri dzekugadzira dzinogona kukosha pakushandisa zvine hunyanzvi kwesainzi. Chekutanga, the validity layer inoitirwa kuramba zvikumbiro kunze kweiyo system inotsigirwa scope pane kugadzira inotaridzika-inotaridzika kugovera kune yega yega. Kuenzanisa kwakataurwa kunoratidza kuti maitiro aya anogona kusiyanisa pombi yakazara kubva kune imwe-yekukurumidza nzira, zvirinani mumatare akaedzwa. Chechipiri, vanyori vanoti runhare rwese rwemutauro-modhi inomhanya munharaunda. Pane iyo account, tsananguro yeparameta uye isina kuburitswa modhi yeruzivo haina kutumirwa kune wechitatu-bato mutauro-muenzaniso mupi; mazwi ekutsvaga anogadzirwa chete anosvika mudura rezvinyorwa zveveruzhinji. Ichi chichemo pamusoro pekushandiswa kwakatsanangurwa, kwete yakazvimirira yekusimbisa yekuvanzika zvivakwa kana vimbiso yekuti kutumirwa kwaisazove nedzimwe nzira dzekugovanisa data.
Iyo yakashumwa yemhando mhedzisiro zvakare inogumira. Kufananidza yekutanga-yekukurumidza yekutanga hairatidze kuti Distribird inogadzira zvirinani zvepamberi kupfuura masayendisiti ane ruzivo, akamiswa manhamba ekufambisa, kana kunyatsoongorora mabhuku emaoko. Uye iyo abstract hairatidze kuti izvo zvinotangira zvinonatsiridza kufanotaura kwakadzika, kuzivikanwa kweparameter, kurongeka kwekuenzanisa, fungidziro yekusavimbika, kana sarudzo. Ongororo inovhara 24 paramita, uye kwainobva haazivise madomasi, huwandu hwemapepa akadzoserwa paparameta, pasi-chokwadi mwero, kana maitiro anoshandiswa kunyora ekutanga seasina hwaro. Iwo mapeji anoita kuti zvakawanikwa zvivimbise segadziriro-yekugadzira mhedzisiro asi isina kukwana kutsigira zvakakura zvirevo nezvekuvimbika kwesainzi.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').What is the most accurate way to describe what AI Agents can do today?
Zvekutarisa zvinotevera
Mubvunzo wepakati ndewekuti kuchengetedzwa kweDistribird uye kuteedzera kunobata kupfuura kuongororwa kwebepa. Humwe humbowo hunofanirwa kujekesa kuti hunhu hwepamberi hwakatongwa sei, mabatiro anoita hurongwa hwemabhuku anopokana kana mashoma, kana nyanzvi dzichikwanisa kunyatsoongorora zvabuda, uye kana mashandisirwo, kodhi, uye modhi masisitimu aripo kuti aitezve.
Humbowo hunotevera hunofanirwa kuve nechekuita nekusimbiswa nenyanzvi dzemadomasi uye nekudzika kwemaitiro ekuenzanisa. Muedzo unobatsira waizofananidza maDistribird-akagadzirwa mapriories ane nyanzvi-akavakirwa ekutanga uye asina ruzivo rwekutanga, wobva wayera kuti imwe neimwe inokanganisa sei kuenzanisa, kufungidzira kuita, kufukidzwa kwekusavimbika, uye kunzwa kune zvitsva zvinoonekwa. Zvingave zvakakoshawo kuziva kana nyanzvi dzichibvumirana nehuremu hwehukoshi, kugovaniswa kwakaringana, mwero wekuvimba, uye sarudzo dzekuramba. Yazvino tsime inoshuma hunhu hwepamberi uye hunhu hwepasi, asi hazviratidze kuti matanho aya anodyidzana sei nemhando yemhedziso yesainzi inogadzirwa nemhando dzinoshandisa zvinotangira.
Kutora zvinyorwa uye kupokana kweumbowo kunofanirwa kunyatsoongororwa. Mapepa eSainzi anogona kuzivisa kukosha pasi pemamiriro ekuyedza akasiyana, tsananguro, mayuniti, huwandu hwevanhu, kana fungidziro yemuenzaniso. Pombi inobvisa nekusanganisa hunhu inofanira kuratidza maziviro ainoita misiyano iyoyo, inobata zvakawanikwa zvinopokana, inodzivirira kuwandisa basa rinowanzotaurwa, uye inosiyanisa kuyerwa kwekutanga kubva kupfupiso yechipiri. Iyo abstract inoti Distribird huremu huremu nedomasi relevance uye inoshandisa AIC modhi sarudzo, asi haitsanangure kuti kukosha kunotemerwa sei kana kusava nechokwadi mune izvo zvidzidzo zvinoendeswa mukugovera kwekupedzisira. Miedzo yezvinyorwa zvishoma, zvakarerekera, zvechinyakare, kana zvisingaenderane mukati zvinogona kujekesa miganhu yemudziyo.
Reproducibility uye deployment data ichaona kana basa richifamba kupfuura kuratidzwa kwepepa. Sosi yacho haitaure kana Distribird inowanikwa pachena, ingave kodhi yayo uye zvigadziriso zvinoburitswa, izvo zviwanikwa zvekombuta zvekuitwa kwenzvimbo zvinoda, kana kuti ndeapi dhatabhesi raanogona kubvunza. Iyo zvakare inosiya yakavhurika kuti kangani iyo sisitimu inoramba chikumbiro, ingani kuongororwa kwevanhu kunotarisirwa, uye kana akagadzirwa mazwi ekutsvaga anogona kufumura nyaya dzekutsvagisa dzakaoma kuburikidza nemibvunzo yeruzhinji database. Nekuti bepa rinozivikanwa se arXiv vhezheni 1, vaverengi vanofanirwa kubata zvarinoda sekutanga kudzamara mamwe mavhezheni, akazvimirira kudzokorora, kana kushandiswa kwesainzi kwakanyorwa kupa humbowo hwakasimba.