Hacker News

Chii chinonzi agent engineering?

Comments

8 min read Via simonwillison.net

Mewayz Team

Editorial Team

Hacker News

Chii chinonzi Agentic Engineering?

Munhangemutange yekuvaka mabhizinesi akangwara, anozvimiririra, paradigm itsva iri kubuda kubva munyika yehungwaru hwekugadzira: agentic engineering. Inomiririra shanduko yakakosha kubva pakungoshandisa maturusi eAI kuita mabasa ega, kugadzira masisitimu ese evakangwara, vanoshandira pamwe vanogona kufunga, kuronga, uye kuita basa rakaomarara nekupindira kushoma kwevanhu. Fungidzira kwete chatbot inopindura tikiti rekutsigira, asi network yekuzvironga yega yehunyanzvi hweAI "vashandi" -imwe inoongorora nyaya, imwe inoongorora nhoroondo yemutengi, yechitatu inonyora mhinduro, uye maneja anove nechokwadi chemhando uye anokwira chete kana akanyatsonamira. Iyi ndiyo vimbiso yeagentic engineering, uye iri kutsanangura patsva mafungire atinoita pamusoro pekushanda zvakanaka uye bhizinesi maitiro otomatiki.

Kupfuura otomatiki: Kubva Zvishandiso kuenda kune Vanoshanda navo

Otomatiki yechinyakare, sekutonga-yakavakirwa marobhoti maitiro otomatiki (RPA), inoteedzera zvakaomesesa "kana-izvi-zvino-izvo" zvine musoro. Inokunda pakudzokorora, mabasa anofanotaurwa asi inoputsika kana yatarisana nekusajeka kana shanduko. Agentic engineering inofamba kupfuura kuomarara uku. Inoshandisa mhando dzemitauro mikuru (LLMs) uye mamwe maAI kugadzira vamiririri vane hunyanzvi hwakakosha: maonero kuti vanzwisise zvakatipoteredza (data, zvikumbiro zvevashandisi, mamiriro ehurongwa), kuronga kuputsa zvinangwa kuita matanho, kuita kushandisa zvishandiso uye APIs kukanganisa shanduko, uye reflection kuti uongorore migumisiro uye kugadzirisa zvidzidzo. Aya haasi maturusi; vane hunyanzvi, masangano ekufunga anogona kubata shanduko uye kuita sarudzo mukati memiganhu yakatsanangurwa, kuita sevamwe vanokwanisa vechikwata chedhijitari pane zvinyorwa zviri nyore.

"Agentic engineering haisi yekuvaka imwechete, monolithic AI. Iri pamusoro pekugadzira ecosystems yehunyanzvi, hungwaru hwekubatana hunoratidzira kupatsanurwa kwevashandi uye kubatana kunowanikwa mumasangano epamusoro-soro evanhu."

The Core Principles of an Agetic System

Kuvaka anoshanda ejenti masisitimu kunoda architectural mindset. Kuitwa kwakabudirira kunowanzo kuvakwa pane mashoma emisimboti:

  • Unyanzvi: MaAgents akagadzirwa aine mamwe mabasa uye nehunyanzvi (semuenzaniso, mumiriri wetsvagurudzo, agent inosimbisa, ajenti yezvekufambiswa kwemashoko), achivaita kuti vanyatsoshanda uye nemazvo.
  • Ochestration: Chimiro, chinowanzonzi "vashandi" kana kuti "boka," rinotarisira mafambiro ebasa, richipa mabasa pakati pevamiririri uye nekuona kubatana kwakanaka.
  • Mashandisirwo Ezvishandiso: Maagents akashongedzerwa nekugona kushandisa maturusi esoftware—databases, calculator, APIs, web browser—kuunganidza ruzivo nekuita zviito munyika yedhijitari.
  • Memory & Context: Magents anochengeta ndangariro dzenguva pfupi uye dzenguva refu, zvichivabvumira kudzidza kubva mukudyidzana, kuchengetedza mamiriro mukati mehurukuro kana chirongwa, uye kugadzirisa nekufamba kwenguva.

Kushandura Mashandiro eBhizinesi

Zvishandiso zveagentic engineering zvakakura. Mukushanda kwevatengi, agentic system inogona kubata chikumbiro chakaomarara chekudzoka nekutarisa hesitori, kusimbisa mutemo, kutanga kutora nzvimbo yekuchengetera zvinhu, uye kugadzirisa CRM-zvese muhurukuro imwechete isina musono. Mukushambadzira, boka revamiririri vaigona kuongorora vakazvimirira kuita kwemushandirapamwe, kugadzirisa mabhidhi, kugadzira A / B bvunzo kopi, uye kuunganidza chirevo. Kune zvikwata zvezvigadzirwa, vamiririri vaigona kuramba vachiteya marepoti ebug, vachiisa pamberi ivo vachipesana nemepu yemugwagwa, uye kunyange kunyora kodhi yekutanga kugadzirisa. The common thread is the end-to-end kubata kwematanho akawanda anoda kutonga uye kuwana kune akawanda masisitimu, kusunungura tarenda remunhu repamusoro-level zano uye kugadzira kugadzirisa matambudziko.

Kuvaka Rako Remangwana neMewayz

Kuita huinjiniya hunogona kuita senge ibasa reSilicon Valley hofori, asi modular bhizinesi rekushandisa masisitimu ari kuita kuti iyi paradigm ine simba iwanikwe. Apa ndipo panotanga kushanda sepuratifomu yakaita seMewayz. Mewayz inopa yakakosha modular zvivakwa-yakachengeteka data layer, pre-yakabatana maturusi ekubatanidza, uye orchestration framework-pairi mabhizinesi anogona kuvaka nekuendesa ega ega zvikwata zveajenti. Panzvimbo pekurwa neakaderera-level API kodhi uye kuchengetedza mapuroteni, zvikwata zvinogona kushandisa Mewayz's modular OS kugadzira agentic workflows zvinooneka, kutsanangura mabasa ehunyanzvi, kuvapa maturusi akakodzera kubva kuraibhurari yeMewayz, uye kuseta mitemo yavo yekubatana. Izvi zvinoderedza zvakanyanya kuoma uye mutengo wekupinda munguva yeagent, zvichibvumira makambani kuti atarise pakugadzira maitiro ehungwaru anosimudzira zvakananga mukana wavo wakasiyana wemakwikwi. Muchokwadi, Mewayz inopa yakavimbika, yakabatana nhandare yekutamba umo vashandi vako vanogona kudzidza, kushandirapamwe, uye kutyaira vakazvimirira.

Ramangwana rekubudirira kwebhizinesi harizi mumabasa otomatiki, asi mukuita kuzvitonga. Agentic engineering ndiyo dhizaini yeramangwana iroro, ichishandura static software kuita mashandiro ane simba, ane hungwaru. Nekutora modular chikuva chakagadzirirwa chokwadi chitsva ichi, mabhizinesi anogona kutanga kugadzira hunyanzvi hwavo nhasi, hungwaru hwekufamba panguva.

💡 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 →

Mibvunzo Inowanzo bvunzwa

Chii chinonzi Agentic Engineering?

Munhangemutange yekuvaka mabhizinesi akangwara, anozvimiririra, paradigm itsva iri kubuda kubva munyika yehungwaru hwekugadzira: agentic engineering. Inomiririra shanduko yakakosha kubva pakungoshandisa maturusi eAI kuita mabasa ega, kugadzira masisitimu ese evakangwara, vanoshandira pamwe vanogona kufunga, kuronga, uye kuita basa rakaomarara nekupindira kushoma kwevanhu. Fungidzira kwete chatbot inopindura tikiti rekutsigira, asi network yekuzvironga yega yehunyanzvi hweAI "vashandi" -imwe inoongorora nyaya, imwe inoongorora nhoroondo yemutengi, yechitatu inonyora mhinduro, uye maneja anove nechokwadi chemhando uye anokwira chete kana akanyatsonamira. Iyi ndiyo vimbiso yeagentic engineering, uye iri kutsanangura patsva mafungire atinoita pamusoro pekushanda zvakanaka uye bhizinesi maitiro otomatiki.

Kupfuura otomatiki: Kubva Zvishandiso kuenda kune Vanoshanda navo

Otomatiki yechinyakare, sekutonga-yakavakirwa marobhoti maitiro otomatiki (RPA), inoteedzera zvakaomesesa "kana-izvi-zvino-izvo" zvine musoro. Inokunda pakudzokorora, mabasa anofanotaurwa asi inoputsika kana yatarisana nekusajeka kana shanduko. Agentic engineering inofamba kupfuura kuomarara uku. Inosimudzira mhando dzemitauro mikuru (LLMs) uye imwe AI kugadzira vamiririri vane hunyanzvi hwakakosha: maonero ekunzwisisa nharaunda yavo (data, zvikumbiro zvevashandisi, mamiriro ehurongwa), kuronga kuputsa zvinangwa kuita matanho, chiito chekushandisa maturusi uye APIs kukanganisa shanduko, uye fungidziro yekuongorora mhedzisiro uye kugadzirisa nzira. Aya haasi maturusi; vane hunyanzvi, masangano ekufunga anogona kubata shanduko uye kuita sarudzo mukati memiganhu yakatsanangurwa, kuita sevamwe vanokwanisa vechikwata chedhijitari pane zvinyorwa zviri nyore.

The Core Principles of an Agetic System

Kuvaka anoshanda ejenti masisitimu kunoda architectural mindset. Kuitwa kwakabudirira kunowanzo kuvakwa pane mashoma emisimboti:

Kushandura Mashandiro EBhizinesi

Zvishandiso zveagentic engineering zvakakura. Mukushanda kwevatengi, agentic system inogona kubata chikumbiro chakaomarara chekudzoka nekutarisa hesitori, kusimbisa mutemo, kutanga kutora nzvimbo yekuchengetera zvinhu, uye kugadzirisa CRM-zvese muhurukuro imwechete isina musono. Mukushambadzira, boka revamiririri vaigona kuongorora vakazvimirira kuita kwemushandirapamwe, kugadzirisa mabhidhi, kugadzira A / B bvunzo kopi, uye kuunganidza chirevo. Kune zvikwata zvezvigadzirwa, vamiririri vaigona kuramba vachiteya marepoti ebug, vachiisa pamberi ivo vachipesana nemepu yemugwagwa, uye kunyange kunyora kodhi yekutanga kugadzirisa. The common thread is the end-to-end kubata kwematanho akawanda anoda kutonga uye kuwana kune akawanda masisitimu, kusunungura tarenda remunhu repamusoro-level zano uye kugadzira kugadzirisa matambudziko.

Kuvaka Rako Remangwana neMewayz

Kuita huinjiniya hunogona kuita senge ibasa reSilicon Valley hofori, asi modular bhizinesi rekushandisa masisitimu ari kuita kuti iyi paradigm ine simba iwanikwe. Apa ndipo panoshanda chikuva chakaita seMewayz. Mewayz inopa yakakosha modular zvivakwa-yakachengeteka data layer, pre-yakabatana maturusi ekubatanidza, uye orchestration framework-pairi mabhizinesi anogona kuvaka nekuendesa ega ega zvikwata zveajenti. Panzvimbo pekurwa neakaderera-level API kodhi uye kuchengetedza mapuroteni, zvikwata zvinogona kushandisa Mewayz's modular OS kugadzira agentic workflows zvinooneka, kutsanangura mabasa ehunyanzvi, kuvapa maturusi akakodzera kubva kuraibhurari yeMewayz, uye kuseta mitemo yavo yekubatana. Izvi zvinoderedza zvakanyanya kuoma uye mutengo wekupinda munguva yeagent, zvichibvumira makambani kuti atarise pakugadzira maitiro ehungwaru anosimudzira zvakananga mukana wavo wakasiyana wemakwikwi. Muchokwadi, Mewayz inopa yakavimbika, yakabatana nhandare yekutamba umo vashandi vako vanogona kudzidza, kushandirapamwe, uye kutyaira vakazvimirira.

Wagadzirira Kurerutsa Mashandiro Ako?

Kunyangwe uchida CRM, invoicing, HR, kana ese mazana maviri nemamodule 208 — Mewayz yakakupa. 138K+ mabhizinesi akatochinja.

Tanga Mahara →

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