Xalaatal sa bopp ci boucles agent
Xalaat sa bopp dafay may ab ndawu IA mu ŋàññi ay génnam ak ay jëfam ci diggu liggéey bi, ba noppi xoolaat ci ŋàññi boobu.
Résumé
It turns a one-shot guesser into a system that catches and fixes its own mistakes.
Plongeur bu xóot
Ci biir bouclage agent, modelu làkk dafay jël ay jëf (woo jumtukaay, bind kode, tontu), xool li ciy génn, ba noppi jël dogal ci li ci topp. Xalaat sa bopp dafay yokk benn jéego buñu ko soobe, maanaam model bi dafay xoolaat liggéeyam bu bees bi balaa muy wéy. Kadar yu melni Reflexion (2023) dañuy wane lii: ginaaw bi ñu jéemee te baña am njariñ, ndawu liggéey bi dafay bind ab ŋàññi bu gàtt ('Fàtte naa jëfandikoo limu amul dara') ba noppi denc ko ci xel, suko defee jéem bi ci topp dafay aju ci njàngale mi. Self-Refine dafay jëfandikoo benn model bi ngir defar ay feedback ba noppi binndaat tontu bi ci anam wu baax. Reflexion bi mën na joge ci méngale li génn ak mébet, xool mesaasu njuumte, wala def ay test. Li ciy baax mooy gëna wóolu liggéey yu bari yu melni codage, navigation web, ak math, fu benn pass di faral di lajj waaye benn bouclage buy ŋàññi ak jéemaat dafay am ndam.
Gis-gis xarala
Xalaat dañu koy faral di jëfandikoo ngir yokk ci: dañuy laaj model bi mu def ni ŋàññikat ci transkripsioŋu jëfam, defar feedback ci làkk wiñ ko bind, ñu boole ko ci contexte ngir jéem bi ci topp. Reflexion dafay denc ŋàññi yooyu ci benn tampon memory episodic ci biir jéem yi, du ci defar ay poid, kon jàng bi dafay am ci biir contexte bi. Reflexion biy dawal siñaal bi mën na nekk bu bawoo ci biti (test pass/fail, njuumti ci jumtukaay) wala bumu defaree boppam, te siñaal yi bawoo ci biti ñoo gëna wóor.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu xalaat sa bopp ci Agent Loops
Xaarandi reflection mu nekk ab agent primitif buñu tabax ci biir, du ab trick buy ñaax nit ñi, ak ay model yuñ tàggat ngir xam kañ la reflection jarna yeneen jetons yi ak kañ lay lakk ordinatër. Royuwaayi saytukat yi ak feedback yiñ def dina ñu gëna fonku ŋàññi seen bopp suko defee ndawu liggéey yi bàyyi xalaat ni tontu yu jaarul yoon ñoo jub. Gëstu bi dafay xool itam ci anam wu jaarul yoon, di barab bi model yi di fësal liggéey bu baaxul, di push ci kalibre, xalaat bu lalu ci firndé ak jàng kritëri taxawal ngir loop bi.
Doxal ci àdduna dëgg
Agent codage dafay def test unité bu jaarul yoon, mu jàng traceback bi, bind reflexion buy wane njuumte off-by-one bi, ba noppi binndaat fonction bi ci iteration loop bi ci topp.
Agent web-browsing bu klike ci lëkkalekaay bu jaarul yoon, dafay wane xët wi mu wàcci, gis ni mënul méngoo ak mébetam, ba noppi dellu ginaaw ngir jéem beneen lëkkalekaay.
Jàppalekat gëstukat bi dafay bind tontu, ŋàññi ko ci wax ji amul benn firnde, ba noppi xoolaat ngir yokk citation wala hedge wax yu wóorul balaa mu koy delloo.
Agent biy saafara math dafay saytu tontu bu mujj bi ci jafe-jafe bi, mu gis ni unité bi mënul méngoo, ba noppi mu liggéeyaat xayma bi moo gën joxe resultaa bi jaarul yoon.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
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Gis bi ci topp
Reflexion ak Agent yuy jubbanti seen bopp
Laaj yi ñuy faral di laaj
What is Self-Reflection in Agent Loops?
Xalaat sa bopp dafay may ab ndawu IA mu ŋàññi ay génnam ak ay jëfam ci diggu liggéey bi, ba noppi xoolaat ci ŋàññi boobu. Dafay soppi gis-gis bu benn yoon nekk sistem buy jàpp ay njuumte boppam ba noppi saafara leen.
Lan la xalaat sa bopp di yokk ci bouclage agent buñ miin?
Xalaatal sa bopp dafay dugal benn jéego jàngat bu ndawu liggéey bi di ŋàññi jëfam yi mu def wala génne yi mu def ci jamono yii, ba noppi jëfandikoo ŋàññi googu ngir tegtal jéegoom yi ci topp.
Ci biir kaadar Reflexion, fan lañu denc ŋàññi boppam bu model bi?
Reflexion dafay denc ay ŋàññi sa bopp yu baat ci benn tampon memory episodic ba noppi di leen dundal ci contexte ci test yu ci topp, kon jàng bi nekk ci contexte bi moo gën jaare ci yeesali diisaay.
Ban siñaal feedback ngir xalaat moo gëna wóor?
Siñaal yu bawoo ci biti yu am suuf, lu ci melni test yu jàllul wala njuumti ci runtime dañuy joxe feedback bu wóor, waaye ŋàññi bu juddoo ci boppam mën na juum.
Lan mooy anam wuñu xamee ci xalaat sa bopp bu baaxul?
Su benn feedback amul, yenn saa model yi dañuy xoolaat liggéey bu jaarul yoon ba noppi juum ci ni lu baax la, kon xool bu baax ci biti lu am solo la.
naka la ko Self-Refine di defaree feedback?
Self-Refine amna benn model buy defar ay feedback ci projet bi ba noppi di xoolaat li génne ci feedback boobu.