Reflexion ak Agent yuy jubbanti seen bopp
Reflexion xarala la boo xamni ab ndawu IA di xalaat ci bind ci ay njuumteem ba noppi mu delloosi njàngale yooyu ci jéemam bu ci topp.
Résumé
It matters because it lets agents improve on a task without retraining the underlying model.
Plongeur bu xóot
Reflexion, bi Shinn ak ay naataango dugal ci benn téere ci atum 2023, dafay jox ab ndawu liggéey benn loop: mu jéem ab liggéey, jot siñaal ci nimu defee (résultat test, neexal, wala ŋàññi), ba noppi bind ab 'xalaat' bu gàtt ci làkk wiñ wax, di leeral li jaarul yoon ak li ci topp. Reflection boobu dañu koy denc ci mémoire bi ba noppi ñu njëkka def ko ci prompt bi ci topp. Li gëna am solo mooy diisaayu model bi du musa soppeeku; jàng dafay xew ci palanteer bi muy bind. Bii 'jàngat buy dooleel kàddu' dafay may ndawu liggéey yi ñu baamtu ci jafe-jafe kodage, navigation web, ak liggéeyi xalaat. Ci kaw benchmark codage HumanEval, xeetu Reflexion-style self-correction push pass rates bu gëna kawe jéem benn yoon, ci bàyyi agent bi debug njuumte boppam ci ay jéem yu néew.
Gis-gis xarala
Reflexion dafa tàqale ñatti cër: Actor biy defar jëf, Evaluateur biy joxe poñ ci resultaa bi (test yu unité yi, saytu bu méngoo bu baax, wala àttekat LLM), ak model Self-Reflection biy soppi poñ yooyu ci njàngale buñ bind. Njàngale mi dafay wàcci ci benn tampon memory episodik buñuy jëfandikoowaat ci àtte bi ci topp. Ndax feedback làkk la, du gradient, soxlawul tàggat GPU, waaye mingi aju bu bari ci siñaal evaluation bu wóor ngir moytu gëna dooleel xalaat yu wóolu waaye yu baaxul.
njeextalu pexe
Tabax tànneef
Ni ñuy jëmmale aplikaasioŋ bi mooy wane ndax IA dafay gëna baaxal njariñ yi.
Ekip ak def liggéey
Integraasioŋ bu baax ci def liggéey dafay jur njariñu liggéey bu jëfandikukat yi mëna wóolu.
Risk ak kaaraange
Jëfandikoo bu jaar yoon dina wàññi coono coppite ak risku samp gi.
Ëlëgu xalaat ak defar seen bopp
Self-correction mingi nekk luñuy faral di def ci kaadar agent yi, te baña nekk lu ñuy gëstu. Xaarandi lëkkaloo bu gëna dëgër ak saytukat otomatik, lu melni kode sandbox, saytukat formal, ak seetlu buy firndeel dëgg, suko defee xalaat yi nekk ci siñaal objektif ci barabu modelu ñaareelu xalaat ci boppam. Jafe-jafe yi ubbeeku mooy moytu loop yi nga xamni agent bi dafay 'fix' liggéey bi ba fàww, jël dogal kañ lay bàyyi iterate, ak tere xalaat yi dem ci rationalisations yu gëm-gëm waaye ñu baña firnde.
Doxal ci àdduna dëgg
Agent codage biy def ay test unitaire, di jàng assertion bi jaarul yoon, bind ci bug bi, ba noppi soppali kode bi balaa muy doxalaat suite bi.
Assistant gëstukat bi jàpp citation hallucinated su check retrieval bi jàllul, su ko defee mu xoolaat tontu bi ngir jëfandikoo ay balluwaay yuñ firndeel kese.
Agent navigation web (lu melni, ci AlfWorld wala WebShop benchmarks) buy bind 'Dama klike ci filtre bu jaarul yoon' te moytu njuumte boobu suñu jéemaat.
Ab jafe-jafe math buy saytu tontu bu mujj bi ci benn tënk, gis njuumte ci màndarga, ba noppi liggéeyaat jéego bi war.
Risk yi ak balustrade yi
Otomatise procédure bu yàqu mën na yokk jafe-jafe yi fi nekk.
Ekip yi mën nañu otomatise lu ëpp ba noppi dindi àtteb nit ñi.
Kalite mën na wàññeeku sudee duñu wéy di jàngat li ñuy génne.
Roadmap ngir samp gi
Defal kàrt ni liggéey bi di doxee leegi nga ràññee jéego bi gëna am jafe-jafe.
Mandargal barabu saytu nit balaa otomatisasioŋ bu mat sëkk.
Taggat jëfandikukat yi ci ay laaj, yooni eskalaasioŋ ak seeni sàrti kalite.
Toppal njariñu niveau liggéey bi ngir firndeel valeur buy wéy.
Weyal di banneexu
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Gis bi ci topp
Xalaatal sa bopp ci boucles agent
Laaj yi ñuy faral di laaj
What is Reflexion and Self-Correcting Agents?
Reflexion xarala la boo xamni ab ndawu IA di xalaat ci bind ci ay njuumteem ba noppi mu delloosi njàngale yooyu ci jéemam bu ci topp. Dafa am solo ndax dafay may ndawu liggéey bi ñu gëna mëna liggéey te duñu tàggataat xeetu liggéey bi.
Lan mooy màndarga biy wane ni agent Reflexion di 'jàngee'?
Yenn saa yi dañuy woowe reflexion 'jàngat buy dooleel kàddu' ndax njàngale yi dañu leen denc ci memër bi ni mbindu làkk wiñ nàmp, duñu ko enkode ci parametru model bi.
Ci kaadar Reflexion, lan la Evaluateur bi di def?
Evaluateur bi (test unité, check match exact, wala àttekat LLM) mooy defar siñaal biy wane ni jéego Self-Reflection dafay soppiku nekk njàngale buñ bind.
Lan moo waral kalite siñaalu jàngat bi am solo lool ci Reflexion?
Sudee jàngat bi wóorul dara, ndawu liggéey bi mën na bind ay xalaat yu wóolu boppam yu sukkandiko ci feedback bu baaxul, di yóbbu jéem yi ci kanam ci yoon wu jaarul yoon.
Ci ban benchmark la Reflexion-style self-correction gëna yokk limu jàll ci kodage?
HumanEval ab référence la buy defar kode, te bàyyi agent bi debug ci jéem yu bari dafay yokk paas yi gëna bari ci performance benn yoon.
Lan mooy risk bu dëggu bi ubbeeku ci agent yuy jubbanti seen bopp?
Ku amul sàrtu taxawal bu baax, ab ndawu liggéey mën na wéy di xoolaat tontu yu jaar yoon, yàq ordinatër bi, yenn saa muy yàq njariñ li.