Reflexion uye Kuzvigadzirisa maAgents
Reflexion inzira iyo mumiririri weAI anoratidza nekunyora pane kutadza kwayo uye anodyisa izvo zvidzidzo mukuedza kwayo kunotevera.
Pfupiso
It matters because it lets agents improve on a task without retraining the underlying model.
Kudzika Kwakadzika
Reflexion, yakaunzwa mubepa ra2023 naShinn nevamwe vaanoshanda navo, inopa mumiriri chiuno: inoedza basa, inogamuchira chiratidzo nezve maitirwo arakaita (mugumisiro wekuedzwa, mubairo, kana critique), yobva yanyora pfupiso yemutauro wechisikigo 'reflection' ichitsanangura zvakakanganisika uye zvekuyedza zvinotevera. Kuratidzira ikoko kunochengetwa mundangariro uye kunofanorongerwa kune inotevera kuedza kwekukurumidza. Chinokosha, uremu hwemuenzaniso haumbochinji; kudzidza kunoitika zvachose muhwindo remukati semavara. Iyi 'yemazwi ekusimbisa kudzidza' inobvumira vamiririri kuti vadzokorore pamatambudziko ekodha, webhu navigation, uye mabasa ekufunga. PaHumanEval coding benchmark, Reflexion-style yekuzvigadzirisa yakasundidzira mazinga akakwira zvakanyanya kupfuura kuedza-kupfura kamwe chete, nekungorega mumiririri agadzirise zvikanganiso zvake pamiyedzo mishoma.
Technical Insight
Reflexion inopatsanura mabasa matatu: Mutambi anogadzira zviito, Muongorori anotora zvibodzwa (yeyuniti bvunzo, cheki yemutambo chaiwo, kana mutongi weLLM), uye modhi yekuzvifungira inoshandura zvibodzwa kuita chidzidzo chezvinyorwa. Chidzidzo chinogara mune episodic memory buffer yakashandiswa zvakare pamuyedzo unotevera. Nekuti mhinduro mutauro kwete magradients, hapana kudzidziswa kweGPU kunodiwa, asi zvinoenderana zvakanyanya nechiratidzo chakavimbika chekuongorora kudzivirira kusimbisa chivimbo asi chisiri icho.
Strategic Impact
Vaka sarudzo
Kushandisa-level dhizaini inosarudza kana AI inovandudza mhedzisiro chaiyo.
Team uye workflow
Yakanaka workflow kusanganisa inogadzira budiriro inowanikwa vashandisi vanogona kuvimba.
Ngozi uye kuchengeteka
Makesi ekushandisa akakwenenzverwa anoderedza kupera kuneta uye njodzi yekushandisa.
Ramangwana ReReflexion uye Kuzviruramisa Vamiririri
Kuzvigadzirisa kuri kuita dhizaini yekusarudzika muajenti masisitimu pane kutsvagisa hunyengeri. Tarisira kubatanidzwa kwakasimba neatomatiki maverifiers, senge kodhi sandboxes, zviri pamutemo cheki, uye kudzoreredza kunosimbisa chokwadi, saka zviratidziro zvinodzikwa muzviratidzo zvechinangwa pane iyo modhi ichizvifungidzira kechipiri. Matambudziko akavhurika ndeekudzivirira zvishwe uko mumiririri anogara 'anogadzirisa' kubuda kwekushanda, achifunga nguva yekumira kudzokorodza, uye kudzivirira zviratidziro kubva mukudonha muzvinonzwika-zvinonzwika asi zvisina kusimbiswa.
Real-World Implementation
Mushandi wekukodha anomhanyisa bvunzo dzeyuniti, anoverenga chirevo chiri kutadza, anonyora chinyorwa pabug, uye anogadzirisa kodhi yayo asati atangazve suite.
Mubatsiri wekutsvagisa anobata chirevo chekufungidzira kana cheki yekudzosa yatadza, anobva adzokorodza mhinduro kuti ashandise zvinyorwa zvakasimbiswa chete.
Webhu-navigation agent (semuenzaniso, paAlfWorld kana WebShop benchmarks) inorekodha 'Ndadzvanya sefa isiriyo' uye inodzivirira kukanganisa ikoko pakuedza zvakare.
Anogadzirisa dambudziko remasvomhu anotarisa mhinduro yake yekupedzisira achipokana nechisungo, anoona kukanganisa kwechiratidzo, uye anogadzirisa danho rakakodzera.
Njodzi & Guardrails
Kuita otomatiki nzira yakaputsika inogona kukudza matambudziko aripo.
Matimu anogona kuwedzera otomatiki uye kubvisa kutonga kunodiwa kwevanhu.
Hunhu hunogona kudonha kana zvinobuda zvikasaramba zvichiongororwa.
Implementation Roadmap
Mepu mafambiro ebasa uye ratidza danho repamusoro-soro.
Tsanangura nzvimbo dzekutarisa dzevanhu isati yazara otomatiki.
Dzidzisa vashandisi pane zvinokurudzira, nzira dzekukwira, uye mhando dzemhando.
Tevera basa-level zvabuda kuti usimbise kukosha kwakasimba.
Ramba Uchiongorora
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Gaidhi rinotevera
Kuzvifungira muAgent Loops
Mibvunzo inowanzo bvunzwa
What is Reflexion and Self-Correcting Agents?
Reflexion inzira iyo mumiririri weAI anoratidza nekunyora pane kutadza kwayo uye anodyisa izvo zvidzidzo mukuedza kwayo kunotevera. Izvo zvine basa nekuti zvinoita kuti vamiririri vavandudze pane basa pasina kudzidzisazve iyo yepasi modhi.
Ndeupi hunhu hunotsanangudza hwekuti mumiriri weReflexion 'anodzidza' sei?
Reflexion dzimwe nguva inodaidzwa kunzi 'kudzidza kwemazwi ekusimbisa' nekuti zvidzidzo zvinochengetwa sezvinyorwa zvemutauro wechisikigo mundangariro, zvisina kukodherwa mumiganho yemuenzaniso.
MuReflexion framework, Muongorori anoita sei?
Muongorori (muyedzo weyuniti, cheki-cheki chaiyo, kana mutongi weLLM) anoburitsa chiratidzo chekuti nhanho yeKuzvifungira inoshanduka kuita chidzidzo chezvinyorwa.
Sei mhando yechiratidzo chekuongorora ichikosha zvakanyanya muReflexion?
Kana muongorori asina kuvimbika, mumiririri anogona kunyora fungidziro ine chivimbo yakavakirwa pamhinduro dzakaipa, achitungamira kuedza kweramangwana munzira isiriyo.
Ndeipi bhenji iyo Reflexion-style yekuzvigadzirisa yakavandudza mareti ekupasa kwekodha?
HumanEval ndeye kodhi-chizvarwa bhenji, uye kurega mumiririri agadzirise mukati meyedzo dzakawanda dzakasimudza mareti ekupasa zvakanaka pamusoro pekuita kwepfuti imwechete.
Ndeipi njodzi yakavhurika yechokwadi nevamiririri vanozviruramisa?
Pasina mutemo wakanaka wekumisa, mumiririri anogona kuramba achidzokorora mhinduro dzechokwadi, achirasa komputa uye dzimwe nguva achidzikisira goho rakanaka.