Orkestraasioŋ bu bari ndawu liggéey
Orkestraasioŋ bu bari-agent dafay boole ay agent IA yu yam ci liggéeyandoo ci liggéey bu yaatu lool wala bu wuute lool ci benn agent.
Résumé
It matters because dividing work among focused roles often beats a single monolithic agent on complex, multi-step problems.
Plongeur bu xóot
Du benn ndawu liggéey kese mooy def lépp, orkestraasioŋ bu bari ndawu liggéey dafay jox cër yu wuute, lu ci melni waajalkat, gëstukat, kodekat, ak jàngat, ba noppi yónnee mesaas yi ak liggéey yu ndaw yi ci seen biir. Modèle yiñ gëna xam ñooy 'orchestrateur-worker' setup hierarchique fu ab ndawu liggéey di xaaj benn mébet ba noppi jox ay piyees, ab débat wala ab modèlu ŋàññi fu ab ndawu liggéey di xoolaat li moroomam génne, ak ay pipeline fu ab ndawu liggéey bu nekk di liggéey ci benn etap. Kadre yu melni AutoGen, CrewAI, LangGraph, ak Swarm ñooy joxe plomberie bi: joxe mesaas, bokk réew, jëfandikoo jumtukaay, ak sàrti joxe. Njariñ li mooy spesialisasioŋ ak paralelism; njëg bi dafay yokk jafe-jafe, jëfandikoo token bu gëna rëy, ak risku agent yi di waxtaan seen biir, looping, wala di yokk njuumti yi ci seen biir sudee benn agent amul dëgg.
Gis-gis xarala
Orkestraasioŋ ci yoon sax jafe-jafe la ci yoriinu mbir ak jokkoo. Graaf wala masin réew mooy leeral ban ndawu liggéey mooy dox kañ ak ban contexte ku nekk ci ñoom jot; handoffs yi dañuy jaar ci jaar-jaaru waxtaan bu mat sëkk wala ab resumé bu gàtt ngir mëna yoriinu budget token yi. Design yi wuute nañu ci ndax njiit li dafa centralisé (orchestrateur bi mooy dogal bepp jéego bu jëm ci yoon wi) wala décentralisé (agent yi dañuy joxante ci seen biir directement). Memoire buñ bokk wala scratchpad dafay tëye agent yi ci yoon, te ab sartu jeexal dafay tere dem-ak-dellu bu amul àpp.
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 orkestraasioŋ bu bari ndawu liggéey
Xaarandil protocole agent-to-agent buñ yamale, suko defee agent yi tabax ci kaw ay kaadar wala jaaykat yu wuute ñu mëna jëflante, boole ci jumtukaay yu gëna baax ngir seetlu ak topp ci agent yu bari. Njëgg ak seytu latency dina tax routing bu gëna xarañ, yónnee subtasks yu yomb ci model yu yomb yi ak yu jafe yi ci model frontier yi. Bi standard interoperability yu bees yi di màgg, domen bi mingi dem ci marse yu ubbeeku yi ci agent interoperable yi, ci noonu la gëstu bi di xoole ci wóor: gis su benn ekip tëjoo, joxe njuumte, ak tëye nit ci loop ngir dogal yu am solo.
Doxal ci àdduna dëgg
Ekipu defarkati losisel yi, fu planner bi di xaaj benn man-man, codeur bi bind ko, tester bi doxal ko, ba noppi reviewer bi di ŋàññi resultaa bi balaa ñu koy boole.
Liggéeyu gëstu ak kilifa gi yor liggéey bi, mooy jur ay kilifa yu bari ci paralel, ku nekk di amal lànket ci benn laaj bu ndaw, ba noppi ñu boole li ñu gis.
Sistem buy jàppale kiliyaan biy yónnee këyit biy joge ci ab ndawu triage dem ci ab ndawu faktiir wala ab ndawu xarala bu xarañ, ak ab ndawu surveyor buy yokk ba nekk nit.
Pipeline buy jàngat ay done, fu benn ndawu liggéey di setal done yi, beneen bi di doxal lim yi, ñatteel bi di bind rapoor biy nettali.
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
Jàngale buy dooleel ay ndawu liggéey yu bari
Laaj yi ñuy faral di laaj
What is Multi-Agent Orchestration?
Orkestraasioŋ bu bari-agent dafay boole ay agent IA yu yam ci liggéeyandoo ci liggéey bu yaatu lool wala bu wuute lool ci benn agent. Dafa am solo ndax xaaj liggéey bi ci ay cër yuñ jagleel dafay faral di raw benn ndawu liggéey bu yam ci jafe-jafe yu bari te bari jéego.
Lan mooy xalaat bu mag bi ci ginaaw orkestraasioŋ bu bari ndawu liggéey?
Orkestraasioŋ dafay xaaj liggéey bu jafee xam ci diggante ndaw yi (planner, codeur, kritik, ak ñoom seen) ba noppi di boole seen diggante.
Ci anamu 'orkestratër-liggéeykat', lan la orkestratër bi (njiitu) ndawu liggéey bi di faral di def?
Agent bi yor liggéey bi dafay xaaj mébet bi ay liggéey yu ndaw ba noppi yóbbu leen ci liggéeykat yu yam ci liggéey bi, ba noppi ñuy boole seen resultaa yi.
Ci yii, yan ci ñoom mooy njëg wala risku sistem yu bari ay ndawu liggéey?
Lu gëna bari agent ak mesaas dafay tekki lu gëna bari ay token, te suñu amul dëgg agent yi mën nañu loop wala gëna dooleel njuumti yi ci seen biir.
Ban cër la sartu jeexal def ci orkestraasioŋ?
Dañu soxla sàrt buy taxawal suko defee ndawu liggéey yi baña joxante seen biir te duñu daje ci tontu.
Lan mooy misaalu kaadar bi ñuy jëfandikoo ngir tabax sistem yu bari ndawu liggéey?
AutoGen (ak CrewAI, LangGraph, ak Swarm) dafay joxe mesaas buy jaar, réew mu bokk, ak sàrti joxe ngir ekipu ndawu liggéey yi.