Yenza i-arhente entsha ye-AI | B4N1

Yenza i-arhente entsha ye-AI

8 months ago · b4n1 Read time: 3 min

INdawo yokuSikela iZeroOps: Ukusebenzisa i-Agenttic AI kuLawulo lwe-Automated API Lifecycle Management

Intshayelelo

Ubume bophuhliso lwesoftware bufumana utshintsho olubalulekileyo, oluqhutywa kukwamkelwa okwandisiweyo kobukrelekrele bokwenziwa (AI), ukufunda ngomatshini (ML), kunye nobuchwepheshe obuzenzekelayo. Enye yeendawo eziphambili apho obu buchwepheshe benza impembelelo ebalulekileyo kulawulo lwe-API yokuphila. Kweli nqaku, siza kuphonononga ukuhlangana kweZeroOps, ii-AI Agents, kunye ne-API yolawulo lwe-lifecycle sisebenzisa izixhobo ze-orchestration ezifana ne-DSPy kunye ne-LangChain, ngokugxininisa kwi-architecture ephezulu ye-software kunye ne-DevOps yesimanje.

Yintoni iZeroOps?

I-ZeroOps yiparadigm yophuhliso lwesoftware ejolise ekupheliseni imfuno yokusebenza ngesandla kunye nemisebenzi yolondolozo. Isekwe kwingqikelelo ye- "agetic AI," apho iiarhente ze-AI zisetyenziselwa ukwenza imisebenzi, ukwenza izigqibo, kunye nokuthatha amanyathelo egameni labantu. Kumxholo we-API wolawulo lwe-lifecycle, i-ZeroOps yenza ukuba udale ukuziphilisa, ukuzenzela, kunye nokulinganisa ii-API ezinokuziqhelanisa nokutshintsha iimfuno kunye neendawo.

Agentic AI kunye neAPI Lifecycle Management

I-Agent AI yinto ephambili eyenza iZeroOps kulawulo lwe-API yokuphila. Iiarhente ze-AI zinokusetyenziselwa ukwenza imisebenzi efana nale:

  1. ** Ukuthunyelwa kwe-API **: Ii-arhente ze-AI zinokwenza ngokuzenzekelayo ukuthunyelwa kwe-APIs kwiindawo ezahlukeneyo, kubandakanywa nophuhliso, uvavanyo, isiteji, kunye nokuveliswa.
  2. **Ukubekwa esweni kwe-API **: Ii-arhente ze-AI zinokubeka iliso kwi-APIs yokusebenza, ukhuseleko, kunye neminye imiba, kwaye ithathe amanyathelo okulungisa njengoko kufuneka.
  3. Ukulungiswa kwe-API: Ii-arhente ze-AI zinokuhlalutya iipatheni zokusetyenziswa kwe-API kunye nokwandisa ukusebenza kwe-API, ukukhawuleza, kunye nokhuseleko.
  4. ** ukhuseleko lwe-API**: Ii-arhente ze-AI ziyakwazi ukubona kwaye ziphendule kwizoyikiso zokhuseleko, ezifana ne-API key compromise okanye ukufikelela okungagunyaziswanga.

Izixhobo zeOkhestra: DSPy kunye neLangChain

I-DSPy kunye neLangChain zizixhobo ezibini ezidumileyo ze-orchestration ezenza ukuba kubekho iinkqubo ze-agetic ze-AI zolawulo lwe-API yokuphila. Zombini izixhobo zibonelela ngesakhelo esiguquguqukayo nesinokwehla sokwakha iiarhente ze-AI ezinokuzenza ngokuzenzekelayo imisebenzi, zenze izigqibo, kwaye zithathe amanyathelo.

DSPy

I-DSPy sisixhobo se-orchestration esisekelwe kwiPython esibonelela nge-API elula kunye ne-intuitive yokwakha ii-agent ze-AI. I-DSPy ivumela abaphuhlisi ukuba benze ii-arhente ze-AI ezinokusebenzisana neenkqubo ezahlukeneyo, kuquka i-APIs, i-database, kunye nemigca yemiyalezo.

LangChain

I-LangChain sisixhobo se-orchestration esekwe kwiRust esibonelela ngesakhelo esiphucukileyo nesiguquguqukayo sokwakha iiarhente ze-AI. I-LangChain ivumela abaphuhlisi ukuba benze ii-arhente ze-AI ezinokusebenzisana neenkqubo ezahlukeneyo, kuquka i-APIs, i-database, kunye nemigca yemiyalezo, kwaye inikezela uluhlu lweempawu zokwakha iinkqubo ze-AI ezinzima.

Umzekelo osebenzayo: Ukuziqhelanisa nokusasazwa kwe-API nge-DSPy

Nanku umzekelo olula wendlela yokusebenzisa i-DSPy ukwenza ukusasazwa kwe-API ngokuzenzekelayo:

ngenisa dSpy


iarhente = dspy.Agent ()

# Chaza iskripthi sokusasazwa
def deploy_api():
    # Beka i-API kwindawo yophuhliso
    agent.deploy_api("dev")

# Chaza into ebangela ukuhanjiswa
trigger = dspy.Trigger("deploy_api", deploy_api)

# Qala iarhente ye-AI
ummeli.qalisa()

# Qalisa iskripthi sokuthumela
xhokonxa.trigger()

Le khowudi idala i-arhente entsha ye-AI, ichaza iskripthi sokuthunyelwa esihambisa i-API kwindawo yophuhliso, kwaye ichaza i-trigger yokuthunyelwa eyenza i-script yokuthunyelwa xa kwenzeka isiganeko esithile.

Ephezulu 5-10 Eyeyona Isetyenziswayo Imiyalelo/iziqwengana

Nantsi eyona miyalelo/iziqwengana eziphezulu ezi-5-10 ze-DSPy kunye neLangChain:

DSPy

  1. iarhente.deploy_api(env): Isebenzisa i-API kwindawo ekhankanyiweyo.
  2. iarhente.monitor_api(): Ibeka iliso kwi-API ukwenzela ukusebenza, ukhuseleko, kunye neminye imiba.
  3. iarhente.optimize_api(): Ikhulisa ukusebenza kwe-API, ukukala, kunye nokhuseleko.
  4. iarhente.security_check(): Ijonga i-API yezoyikiso zokhuseleko.
  5. i-arhente.trigger(igama_lokuqalisa, i-func): Ixhokonxa umsebenzi othile xa isiganeko esithile sisenzeka.

LangChain

  1. iarhente.deploy_api(env): Isebenzisa i-API kwindawo ekhankanyiweyo.
  2. iarhente.monitor_api(): Ibeka iliso kwi-API ukwenzela ukusebenza, ukhuseleko, kunye neminye imiba.
  3. iarhente.optimize_api(): Ikhulisa ukusebenza kwe-API, ukukala, kunye nokhuseleko.
  4. iarhente.security_check(): Ijonga i-API yezoyikiso zokhuseleko.
  5. i-arhente.trigger(igama_lokuqalisa, i-func): Ixhokonxa umsebenzi othile xa isiganeko esithile sisenzeka.

Umbono

Nantsi imbonakalo yenkqubo ye-AI ye-agent yolawulo lwe-API yokuphila usebenzisa i-DSPy kunye neLangChain:

{
  "type": "bar",
  "idatha": {
    "labels": ["Ukusasazwa", "Ukubeka iliso", "Ukongezelelwa", "Ukhuseleko"],
    "iiseti zedatha": [
      {
        "label": "DSPy",
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "idatha": [10, 15, 7, 12]
      },
      {
        "label": "LangChain",
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "idatha": [8, 12, 9, 10]
      }
    ]
  },
  "iinketho": {
    "isihloko": {
      "bonisa": yinyani,
      "text": "Agentic AI System for API Lifecycle Management"
    },
    "izikali": {
      "yAxes": [
        {
          "amanqaku": {
            "beginAtZero": yinyani
          }
        }
      ]
    }
  }
}

Le tshathi ibonisa ukusebenza kwe-DSPy kunye neLangChain kwimisebenzi eyahlukeneyo, kubandakanywa ukuthunyelwa, ukubeka iliso, ukulungiswa, kunye nokhuseleko.

Isiphelo

Kule nqaku, sihlolisise i-intersection ye-ZeroOps, i-AI Agents, kunye ne-API yokulawula ubomi bokuphila ngokusebenzisa izixhobo ze-orchestration ezifana ne-DSPy kunye ne-LangChain. Sixoxe ngeenzuzo ze-AI ye-agent kwimisebenzi yokuzenzekelayo, ukwenza izigqibo, kunye nokuthatha amanyathelo, kwaye sinike umzekelo osebenzayo wendlela yokusebenzisa i-DSPy ukuzenzekelayo ukuthunyelwa kwe-API. Siphinde sidwelise i-5-10 ephezulu kakhulu imiyalelo / iziqwenga ezisetyenzisiweyo kwi-DSPy kunye neLangChain kwaye ibonelele ngokubonwa kwenkqubo ye-agenti ye-AI yolawulo lwe-API yokuphila.

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