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Ingénierie agentique ezali nini?

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13 min read Via simonwillison.net

Mewayz Team

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Hacker News

Ingénierie Agent ezali nini?

Na course ya kotonga ba entreprises ya mayele, autonome, paradigme ya sika ezali kobima na monde ya intelligence artificielle : ingénierie agentique. Ezali komonisa mbongwana ya moboko uta na kosalela kaka bisaleli ya AI mpo na kosala misala oyo ezali mosika, kino na kosala ba systèmes mobimba ya ba agents ya mayele, ya boyokani oyo bakoki kokanisa, kosala plan, mpe kosala ba flux ya mosala ya mindondo na intervention ya bato moke. Kanisa kaka te chatbot oyo eyanolaka na billet ya soutien, kasi réseau auto-orchestre ya "basali" ya AI spécialisés —moko oyo e triage likambo, mosusu oyo e analyser histoire ya client, ya misato oyo esala projet ya solution, mpe superviseur oyo e assure qualité mpe e escalade kaka tango ekangami vraiment. Oyo ezali elaka ya ingénierie agent, mpe ezali ko rédefinir ndenge nini tokanisaka na ntina ya efficacité opérationnelle mpe automation ya processus d’affaires.

Koleka Automatisation: Kobanda na Bisaleli kino na baninga ya ekipi

Autmation ya bonkoko, lokola automation ya processus robotique basé na mibeko (RPA), elandaka logique ya makasi "soki-oyo-yango-yango". Eleki na misala oyo ezongelamaka mbala na mbala, oyo ekoki kokanisama liboso kasi epanzani ntango ekutanaki na makambo oyo ezali na ndimbola mibale to mbongwana. Ingénierie agent eleki rigidité oyo. Ezali kosalela ba modèles ya minoko ya minene (LLM) mpe AI mosusu mpo na kosala ba agents oyo bazali na makoki ya ntina : perception mpo na kososola environnement na bango (données, demandes ya usager, état ya système), planification mpo na kokabola mikano na ba étapes, action mpo na kosalela bisaleli mpe ba API mpo na kosala bopusi na mbongwana, mpe reflection mpo na kotala ba résultats mpe kobongisa cours. Wana ezali bisaleli te; bazali ba entités proactives, raisonnantes oyo ekoki ko gérer variabilité mpe kozua ba décisions na kati ya ba frontières définies, kosala mingi lokola ba camarades numériques capables koleka ba scripts simples.

"Ingénierie agence ezali te mpo na kotonga AI moko, monolithique. Ezali mpo na kosala ba écosystèmes ya ba intelligences spécialisées, ya collaboration oyo ezali ko mirrorer division ya mosala mpe travail d'équipe oyo ezwami na ba organisations humaines ya performance ya likolo." , oyo ezali

Mibeko ya ntina ya Système Agent

Kotonga ba systèmes agents efficaces esengaka makanisi ya architecture spécifique. Misala ya malonga etongamaka mingi mingi na mwa mibeko ya moboko:

  • Spécialisation : Ba agents esalemi na mikumba pe mayele ya sikisiki (e.g., agent ya bolukiluki, agent ya validation, agent ya communication), kosala ete ezala malamu pe ya sikisiki.
  • Orchestration : Cadre, oyo babengaka mingi "équipage" to "swarm," etambwisaka mosala, kopesa misala kati ya ba agents mpe kosala ete boyokani ezala malamu.
  • Bosaleli bisaleli : Ba agents bazali na makoki ya kosalela bisaleli ya logiciel —ba bases de données, ba calculateurs, ba API, ba navigateurs web —mpo na kosangisa ba sango mpe kosala misala na mokili ya nimero.
  • Memoire & Contexte : Ba agents babatelaka mémoire ya tango mokuse mpe ya molayi, kopesa bango nzela ya koyekola na ba interactions, kobatela contexte na boumeli ya lisolo to projet mobimba, mpe kobongisa na tango.

Kobongola misala ya mombongo

Ba applications pratiques ya ingénierie agent ezali minene. Na misala ya bakiliya, système ya agent ekokaki kosimba bosenga ya bozongisi ya mindondo na kotalaka inventaire, ko valider politique, kobanda kozua entrepôt, mpe ko actualiser CRM —nyonso na masolo moko ya sans soudure. Na marketing, ebele ya ba agents ekokaki ko analyser autonome performance ya campagne, ko ajuster ba soumissions, ko produire copie ya test A/B, pe ko compiler rapport. Mpo na ba équipes ya produit, ba agents bakokaki continuellement trize ba rapports ya ba bug, ko prioritiser yango contre feuille de route, mpe même ko tracer ba fixations ya code ya liboso. Thread commun ezali manipulation ya suka na suka ya ba processus ya ba étapes ebele oyo esengaka jugement pe accès na ba systèmes ebele, ko liberer talent ya batu pona stratégie ya niveau ya likolo pe résolution ya problème ya création.

Kotonga Avenir Agent na Yo na Mewayz

Kosalela ingénierie agentique ekoki koyokana lokola mosala mpo na ba gigantes ya Silicon Valley, kasi ba systèmes d’exploitation d’affaires modulaires ezali kosala que paradigme oyo ya makasi ezala accessible. Wana nde esika plateforme lokola Mewayz ekomi instrumental. Mewayz epesaka infrastructure modulaire ya ntina —couche ya ba données sécurisées, ba intégrations ya outils pré-connectées, mpe cadre ya orchestration —likolo na yango ba entreprises ekoki kotonga mpe ko déployer ba équipes agentiques personnalisées na bango moko. Na esika ya kobunda na code API ya niveau ya se mpe ba protocoles ya sécurité, ba équipes ekoki kosalela OS modulaire ya Mewayz mpo na ko conçoivre ba flux ya mosala ya agent na miso, ko définir ba rôles spécialisés, ko assigner bango ba outils ya malamu na bibliothèque ya Mewayz, mpe ko setting mibeko na bango ya collaboration. Yango ekitisaka mpenza mindondo mpe ntalo ya kokota na eleko ya ba agents, kopesaka nzela na bakompanyi ete etya likebi mingi na kosala ba processus ya mayele oyo ematisaka mbala moko litomba na bango ya momekano oyo ekeseni na mosusu. Na tina, Mewayz epesaka esika ya masano ya bondimi, oyo ekangami esika wapi bato na yo ya mosala ya agent bakoki koyekola, kosala elongo, mpe kotambwisa misala ya autonome.

Avenir ya productivité ya entreprise ezali te na automatisation ya misala, kasi na gestion autonome ya ba processus. Ingénierie agence ezali plan ya avenir wana, kobongola logiciel statique na ba opérations dynamiques, intelligentes. Na ko adopter plateforme modulaire oyo ebongisami pona réalité oyo ya sika, ba entreprises ekoki kobanda kotonga ba capacités agentiques na bango lelo, flux ya mosala moko ya mayele na mbala moko.

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Mituna oyo batunaka mingi

Ingénierie Agent ezali nini?

Na course ya kotonga ba entreprises ya mayele, autonome, paradigme ya sika ezali kobima na monde ya intelligence artificielle : ingénierie agentique. Ezali komonisa mbongwana ya moboko uta na kosalela kaka bisaleli ya AI mpo na kosala misala oyo ezali mosika, kino na kosala ba systèmes mobimba ya ba agents ya mayele, ya boyokani oyo bakoki kokanisa, kosala plan, mpe kosala ba flux ya mosala ya mindondo na intervention ya bato moke. Kanisa kaka te chatbot oyo eyanolaka na billet ya soutien, kasi réseau auto-orchestre ya "basali" ya AI spécialisés —moko oyo e triage likambo, mosusu oyo e analyser histoire ya client, ya misato oyo esala projet ya solution, mpe superviseur oyo e assure qualité mpe e escalade kaka tango ekangami vraiment. Oyo ezali elaka ya ingénierie agent, mpe ezali ko rédefinir ndenge nini tokanisaka na ntina ya efficacité opérationnelle mpe automation ya processus d’affaires.

Koleka Automatisation: Kobanda na Bisaleli kino na baninga ya ekipi

Autmation ya bonkoko, lokola automation ya processus robotique basé na mibeko (RPA), elandaka logique ya makasi "soki-oyo-yango-yango". Eleki na misala oyo ezongelamaka mbala na mbala, oyo ekoki kokanisama liboso kasi epanzani ntango ekutanaki na makambo oyo ezali na ndimbola mibale to mbongwana. Ingénierie agent eleki rigidité oyo. Ezali kosalela ba modèles ya minoko ya minene (LLM) pe AI misusu pona kokela ba agents oyo bazali na makoki ya tina : perception pona ko comprendre environnement na bango (données, demandes ya usager, état ya système), planification ya kokabola mikano na ba étapes, action pona kosalela bisaleli pe ba API pona ko affecter changement, pe réflexion pona kotala ba résultats pe ko ajuster cours. Wana ezali bisaleli te; bazali ba entités proactives, raisonnantes oyo ekoki ko gérer variabilité mpe kozua ba décisions na kati ya ba frontières définies, kosala mingi lokola ba camarades numériques capables koleka ba scripts simples.

Mibeko ya ntina ya Système Agent

Kotonga ba systèmes agents efficaces esengaka makanisi ya architecture spécifique. Misala ya malonga etongamaka mingi mingi na mwa mibeko ya moboko:

Kobongola misala ya mombongo

Ba applications pratiques ya ingénierie agent ezali minene. Na misala ya bakiliya, système ya agent ekokaki kosimba bosenga ya bozongisi ya mindondo na kotalaka inventaire, ko valider politique, kobanda kozua entrepôt, mpe ko actualiser CRM —nyonso na masolo moko ya sans soudure. Na marketing, ebele ya ba agents ekokaki ko analyser autonome performance ya campagne, ko ajuster ba soumissions, ko produire copie ya test A/B, pe ko compiler rapport. Mpo na ba équipes ya produit, ba agents bakokaki continuellement trize ba rapports ya ba bug, ko prioritiser yango contre feuille de route, mpe même ko tracer ba fixations ya code ya liboso. Thread commun ezali manipulation ya suka na suka ya ba processus ya ba étapes ebele oyo esengaka jugement pe accès na ba systèmes ebele, ko liberer talent ya batu pona stratégie ya niveau ya likolo pe résolution ya problème ya création.

Kotonga Avenir Agent na Yo na Mewayz

Kosalela ingénierie agentique ekoki koyokana lokola mosala mpo na ba gigantes ya Silicon Valley, kasi ba systèmes d’exploitation d’affaires modulaires ezali kosala que paradigme oyo ya makasi ezala accessible. Wana nde esika plateforme lokola Mewayz ekomi instrumental. Mewayz epesaka infrastructure modulaire ya ntina —couche ya ba données sécurisées, ba intégrations ya outils pré-connectées, mpe cadre ya orchestration —likolo na yango ba entreprises ekoki kotonga mpe ko déployer ba équipes agentiques personnalisées na bango moko. Na esika ya kobunda na code API ya niveau ya se mpe ba protocoles ya sécurité, ba équipes ekoki kosalela OS modulaire ya Mewayz mpo na ko conçoivre ba flux ya mosala ya agent na miso, ko définir ba rôles spécialisés, ko assigner bango ba outils ya malamu na bibliothèque ya Mewayz, mpe ko setting mibeko na bango ya collaboration. Yango ekitisaka mpenza mindondo mpe ntalo ya kokota na eleko ya ba agents, kopesaka nzela na bakompanyi ete etya likebi mingi na kosala ba processus ya mayele oyo ematisaka mbala moko litomba na bango ya momekano oyo ekeseni na mosusu. Na tina, Mewayz epesaka esika ya masano ya bondimi, oyo ekangami esika wapi bato na yo ya mosala ya agent bakoki koyekola, kosala elongo, mpe kotambwisa misala ya autonome.

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