Hacker News

Kodi agetic engineering ndi chiyani?

Ndemanga

9 min read Via simonwillison.net

Mewayz Team

Editorial Team

Hacker News

Kodi Agent Engineering ndi chiyani?

Pampikisano wofuna kumanga mabizinesi anzeru, odziyimira pawokha, malingaliro atsopano akubwera kuchokera kudziko lanzeru zopangapanga: uinjiniya waukadaulo. Zimayimira kusintha kofunikira kuchoka pakugwiritsa ntchito zida za AI kuchita ntchito zapadera, mpaka kupanga machitidwe anzeru, othandizira othandizira omwe amatha kulingalira, kukonza, ndikuchita mayendedwe ovuta kwambiri osalowererapo pang'ono kwa anthu. Ingoganizirani osati chatbot yomwe imayankha tikiti yothandizira, koma netiweki yodzipangira okha "ogwira ntchito" apadera a AI - yomwe imayesa nkhaniyi, ina yomwe imasanthula mbiri yamakasitomala, yachitatu yomwe imakonza yankho, ndi woyang'anira yemwe amaonetsetsa kuti zinthu zili bwino komanso zimachulukira pokhapokha akakakamira. Ili ndi lonjezo la uinjiniya, ndipo likulongosolanso momwe timaganizira zokhuza magwiridwe antchito komanso makina opangira mabizinesi.

Beyond Automation: Kuchokera ku Zida kupita ku Teammates

Zosintha mwachizoloŵezi, monga lamulo-based robotic process automation (RPA), zimatsata malingaliro okhwima a "ngati-izi-ndiye-zimenezo". Imapambana pa ntchito zobwerezabwereza, zodziwikiratu koma imawonongeka ikakumana ndi kusatsimikizika kapena kusintha. Ukatswiri waukadaulo umapitilira kulimba uku. Imagwiritsa ntchito mitundu yayikulu ya zilankhulo (LLMs) ndi ma AI ena kuti apange othandizira omwe ali ndi kuthekera kofunikira: lingaliro kuti amvetsetse chilengedwe chawo (deta, zopempha za ogwiritsa ntchito, mawonekedwe adongosolo), kukonzekera kuphwanya zolinga kukhala masitepe, kuchita kugwiritsa ntchito zida ndi ma API kuti akhudze kusintha, ndi kulingalirakuyesa zotsatira ndi kusintha. Izi si zida; ndi magulu achangu, oganiza bwino omwe amatha kuthana ndi kusinthasintha ndi kupanga zisankho mkati mwa malire omwe afotokozedwa, amachita ngati osewera aluso a digito kuposa zolemba zosavuta.

"Agentic engineering sikutanthauza kumanga AI imodzi yokha, monolithic AI. Ndizokhudza kupanga zachilengedwe zamagulu apadera, ogwirizana omwe amawonetsa kugawanika kwa ntchito ndi mgwirizano womwe umapezeka m'mabungwe a anthu ogwira ntchito zapamwamba."

Mfundo Zazikulu za Agentic System

Kupanga machitidwe ogwirira ntchito kumafuna malingaliro omanga. Kuchita bwino kumamangidwa pa mfundo zingapo zoyambira:

  • Katswiri: Magulu amapangidwa ndi maudindo apadera komanso ukatswiri (monga wofufuza, wotsimikizira, wolumikizirana), kuwapangitsa kukhala ochita bwino komanso olondola.
  • Ochestration: Chikhazikitso, chomwe nthawi zambiri chimatchedwa "gulu la ogwira ntchito" kapena "gulu lamagulu," amayendetsa kayendetsedwe ka ntchito, kupereka ntchito pakati pa othandizira ndikuwonetsetsa kuti mgwirizano ukuyenda bwino.
  • Kugwiritsa Ntchito Zida: Magulu ali ndi luso lotha kugwiritsa ntchito zida zamapulogalamu—madatabase, ma Calculator, ma API, asakatuli—kuti asonkhanitse zambiri ndikuchitapo kanthu pazakompyuta.
  • Memory & Context: Othandizira amakumbukira kwakanthawi kochepa komanso kwanthawi yayitali, kuwalola kuphunzira kuchokera kuzinthu zomwe amakumana nazo, kusunga nkhani panthawi yonse ya zokambirana kapena polojekiti, ndikuwongolera pakapita nthawi.

Kusintha Mabizinesi

Kagwiritsidwe ntchito ka uinjiniya ndi zochuluka. M'ntchito zamakasitomala, dongosolo laothandizira limatha kuthana ndi zopempha zovuta zobwezera poyang'ana zinthu, kutsimikizira mfundo, kuyambitsa kunyamula kosungiramo katundu, ndikusintha CRM-zonsezo pamakambirano amodzi opanda msoko. Pakutsatsa, gulu la othandizira limatha kusanthula ntchito za kampeni, kusintha mabizinesi, kupanga mayeso a A/B, ndikupanga lipoti. Kwa magulu azinthu, othandizira amatha kupitiliza kuyang'ana malipoti a zolakwika, kuwayika patsogolo motsutsana ndi mapu amsewu, komanso ngakhale kukonza zosintha zoyambira. Ulusi wamba ndi kutha-kumapeto kwa kayendetsedwe ka njira zambiri zomwe zimafuna chiweruzo ndi mwayi wopita ku machitidwe angapo, kumasula luso laumunthu la njira zapamwamba komanso kuthetsa mavuto.

Kupanga Tsogolo Lanu Lakale ndi Mewayz

Kukhazikitsa uinjiniya waukadaulo kumatha kumveka ngati ntchito kwa zimphona zazikulu za Silicon Valley, koma makina ogwiritsira ntchito mabizinesi akupangitsa kuti paradigm yamphamvuyi ipezeke. Apa ndipamene nsanja ngati Mewayz imakhala yothandiza. Mewayz imapereka maziko ofunikira - gawo lotetezedwa la data, zida zomwe zidalumikizidwa kale, ndi dongosolo loyimba - pomwe mabizinesi amatha kupanga ndi kutumizira magulu awoawo aakaunti. M'malo molimbana ndi ma code otsika a API ndi ma protocol achitetezo, magulu atha kugwiritsa ntchito Mewayz's modular OS kuti apange ma agency workflows mowonekera, kutanthauzira maudindo apadera, kuwapatsa zida zoyenera kuchokera ku library ya Mewayz, ndikukhazikitsa malamulo awo ogwirizana. Izi zimachepetsa kwambiri zovuta komanso mtengo wolowa m'nthawi yamabizinesi, kulola makampani kuyang'ana kwambiri pakupanga njira zanzeru zomwe zimawonjezera mwayi wawo wampikisano. Kwenikweni, Mewayz imapereka bwalo lamasewera lodalirika, lolumikizidwa komwe antchito anu angaphunzire, kugwirira ntchito limodzi, ndi kuyendetsa ntchito zodziyimira pawokha.

Tsogolo la zokolola zabizinesi silikhala pa ntchito zongopanga zokha, koma pakuwongolera njira. Agentic engineering ndiye pulani yamtsogolo imeneyo, kutembenuza mapulogalamu osasunthika kukhala machitidwe amphamvu, anzeru. Potengera nsanja yopangidwira kuti izi zitheke, mabizinesi atha kuyamba kupanga luso lawo laukadaulo lero, mayendedwe anzeru nthawi imodzi.

💡 DID YOU KNOW?

Mewayz replaces 8+ business tools in one platform

CRM · Invoicing · HR · Projects · Booking · eCommerce · POS · Analytics. Free forever plan available.

Start Free →

Mafunso Ofunsidwa Kawirikawiri

Kodi Agent Engineering ndi chiyani?

Pampikisano wofuna kumanga mabizinesi anzeru, odziyimira pawokha, malingaliro atsopano akubwera kuchokera kudziko lanzeru zopangapanga: uinjiniya waukadaulo. Zimayimira kusintha kofunikira kuchoka pakugwiritsa ntchito zida za AI kuchita ntchito zapadera, mpaka kupanga machitidwe anzeru, othandizira othandizira omwe amatha kulingalira, kukonza, ndikuchita mayendedwe ovuta kwambiri osalowererapo pang'ono kwa anthu. Ingoganizirani osati chatbot yomwe imayankha tikiti yothandizira, koma netiweki yodzipangira okha "ogwira ntchito" apadera a AI - yomwe imayesa nkhaniyi, ina yomwe imasanthula mbiri yamakasitomala, yachitatu yomwe imakonza yankho, ndi woyang'anira yemwe amaonetsetsa kuti zinthu zili bwino komanso zimachulukira pokhapokha akakakamira. Ili ndi lonjezo la uinjiniya, ndipo likulongosolanso momwe timaganizira zokhuza magwiridwe antchito komanso makina opangira mabizinesi.

Beyond Automation: Kuchokera ku Zida kupita ku Teammates

Zosintha mwachizoloŵezi, monga lamulo-based robotic process automation (RPA), zimatsata malingaliro okhwima a "ngati-izi-ndiye-zimenezo". Imapambana pa ntchito zobwerezabwereza, zodziwikiratu koma imawonongeka ikakumana ndi kusatsimikizika kapena kusintha. Ukatswiri waukadaulo umapitilira kulimba uku. Imagwiritsa ntchito mitundu yayikulu ya zilankhulo (LLMs) ndi ma AI ena kuti apange othandizira omwe ali ndi kuthekera kofunikira: kuzindikira kuti amvetsetse chilengedwe chawo (deta, zopempha za ogwiritsa ntchito, mawonekedwe adongosolo), kukonzekera kugawa zolinga kukhala masitepe, kuchitapo kanthu kugwiritsa ntchito zida ndi ma API kuti akhudze kusintha, ndi kusinkhasinkha kuti awunike zotsatira ndikusintha njira. Izi si zida; ndi magulu achangu, oganiza bwino omwe amatha kuthana ndi kusinthasintha ndi kupanga zisankho mkati mwa malire omwe afotokozedwa, amachita ngati osewera aluso a digito kuposa zolemba zosavuta.

Mfundo Zazikulu za Agentic System

Kupanga machitidwe ogwirira ntchito kumafuna malingaliro omanga. Kuchita bwino kumamangidwa pa mfundo zingapo zoyambira:

Kusintha Mabizinesi

Kagwiritsidwe ntchito ka uinjiniya ndi zochuluka. M'ntchito zamakasitomala, dongosolo laothandizira limatha kuthana ndi zopempha zovuta zobwezera poyang'ana zinthu, kutsimikizira mfundo, kuyambitsa kunyamula kosungiramo katundu, ndikusintha CRM-zonsezo pamakambirano amodzi opanda msoko. Pakutsatsa, gulu la othandizira limatha kusanthula ntchito za kampeni, kusintha mabizinesi, kupanga mayeso a A/B, ndikupanga lipoti. Kwa magulu azinthu, othandizira amatha kupitiliza kuyang'ana malipoti a zolakwika, kuwayika patsogolo motsutsana ndi mapu amsewu, komanso ngakhale kukonza zosintha zoyambira. Ulusi wamba ndi kutha-kumapeto kwa kayendetsedwe ka njira zambiri zomwe zimafuna chiweruzo ndi mwayi wopita ku machitidwe angapo, kumasula luso laumunthu la njira zapamwamba komanso kuthetsa mavuto.

Kupanga Tsogolo Lanu Lakale ndi Mewayz

Kukhazikitsa uinjiniya waukadaulo kumatha kumveka ngati ntchito kwa zimphona zazikulu za Silicon Valley, koma makina ogwiritsira ntchito mabizinesi akupangitsa kuti paradigm yamphamvuyi ipezeke. Apa ndipamene nsanja ngati Mewayz imakhala yothandiza. Mewayz imapereka maziko ofunikira - gawo lotetezedwa la data, zida zomwe zidalumikizidwa kale, ndi dongosolo loyimba - pomwe mabizinesi amatha kupanga ndi kutumizira magulu awoawo aakaunti. M'malo molimbana ndi ma code otsika a API ndi ma protocol achitetezo, magulu atha kugwiritsa ntchito Mewayz's modular OS kuti apange ma agency workflows mowonekera, kutanthauzira maudindo apadera, kuwapatsa zida zoyenera kuchokera ku library ya Mewayz, ndikukhazikitsa malamulo awo ogwirizana. Izi zimachepetsa kwambiri zovuta komanso mtengo wolowa m'nthawi yamabizinesi, kulola makampani kuyang'ana kwambiri pakupanga njira zanzeru zomwe zimawonjezera mwayi wawo wampikisano. Kwenikweni, Mewayz imapereka bwalo lamasewera lodalirika, lolumikizidwa komwe antchito anu angaphunzire, kugwirira ntchito limodzi, ndi kuyendetsa ntchito zodziyimira pawokha.

Mwakonzeka Kufewetsa Zochita Zanu?

Kaya mukufuna CRM, invoice, HR, kapena ma module onse 208 — Mewayz yakuthandizani. 138K+ mabizinesi asintha kale.

Yambani Kwaulere →

Try Mewayz Free

All-in-one platform for CRM, invoicing, projects, HR & more. No credit card required.

Start managing your business smarter today

Join 30,000+ businesses. Free forever plan · No credit card required.

Ready to put this into practice?

Join 30,000+ businesses using Mewayz. Free forever plan — no credit card required.

Start Free Trial →

Ready to take action?

Start your free Mewayz trial today

All-in-one business platform. No credit card required.

Start Free →

14-day free trial · No credit card · Cancel anytime