Theha moemeli e mocha oa AI | B4N1

Theha moemeli e mocha oa AI

8 months ago · b4n1 Read time: 5 min

Sebaka sa ZeroOps: Leveraging Agent AI for Automated API Lifecycle Management

Selelekela

Sebopeho sa nts'etsopele ea software se ntse se le boemong ba phetoho e kholo, e tsamaisoang ke kamohelo e ntseng e eketseha ea bohlale ba maiketsetso (AI), ho ithuta ka mochini (ML), le mahlale a boits'oaro. E 'ngoe ea libaka tsa bohlokoa moo mahlale ana a nang le tšusumetso e kholo ke taolong ea API. Sehloohong sena, re tla hlahloba mateano a marang-rang a ZeroOps, AI Agents, le tsamaiso ea bophelo ea API re sebelisa lisebelisoa tsa 'mino oa liletsa tse kang DSPy le LangChain, re tsepamisitse maikutlo ho meralo ea software e tsoetseng pele le mekhoa ea morao-rao ea DevOps.

ZeroOps ke eng?

ZeroOps ke paradigm ea nts'etsopele ea software e ikemiselitseng ho felisa tlhoko ea ts'ebetso ea matsoho le mesebetsi ea tlhokomelo. E ipapisitse le mohopolo oa "agetic AI," moo liakhente tsa AI li sebelisetsoang ho iketsetsa mesebetsi, ho etsa liqeto, le ho nka khato molemong oa batho. Boemong ba tsamaiso ea bophelo ba API, ZeroOps e etsa hore ho thehoe li-API tsa ho ipholisa, ho iketsetsa, le ho ikemela tse ka ikamahanyang le litlhoko tse fetohang le tikoloho.

Agentic AI le API Lifecycle Management

Agetic AI ke sesebelisoa sa bohlokoa sa ZeroOps tsamaisong ea bophelo ea API. Lisebelisoa tsa AI li ka sebelisoa ho iketsetsa mesebetsi e kang:

  1. ** API deployment **: Baemeli ba AI ba ka iketsetsa phepelo ea li-API libakeng tse fapaneng, ho kenyeletsoa nts'etsopele, liteko, sethala le tlhahiso.
  2. Tlhahlobo ea API: Baemeli ba AI ba ka beha leihlo li-API bakeng sa ts'ebetso, ts'ireletso, le litaba tse ling, 'me ba nke khato ea ho lokisa ha ho hlokahala.
  3. Katoloso ea API: Baemeli ba AI ba ka sekaseka mekhoa ea tšebeliso ea API le ho ntlafatsa ts'ebetso ea API, scalability, le ts'ireletso.
  4. Tsireletso ea API: Baemeli ba AI ba khona ho lemoha le ho arabela litšokelong tsa ts'ireletso, tse kang ho sekisetsa ha linotlolo tsa API kapa ho kena ntle le tumello.

Lisebelisoa tsa Ochestration: DSPy le LangChain

DSPy le LangChain ke lisebelisoa tse peli tse tummeng tsa 'mino oa liletsa tse nolofalletsang ho thehoa ha litsamaiso tsa AI bakeng sa tsamaiso ea bophelo ba API. Lisebelisoa tsena ka bobeli li fana ka moralo o feto-fetohang le o bobebe oa ho aha liakhente tsa AI tse khonang ho iketsetsa mesebetsi, ho etsa liqeto le ho nka khato.

DSPy

DSPy ke sesebelisoa sa 'mino oa Python se fanang ka API e bonolo le e hlakileng bakeng sa ho haha ​​lihlahisoa tsa AI. DSPy e lumella bahlahisi ho theha li-agent tsa AI tse ka sebelisanang le litsamaiso tse fapaneng, ho kenyeletsoa li-API, li-database, le mela ea melaetsa.

LangChain

LangChain ke sesebelisoa sa 'mino oa' mino se thehiloeng ho Rust se fanang ka moralo o tsoetseng pele le o feto-fetohang bakeng sa ho aha liakhente tsa AI. LangChain e lumella bahlahisi hore ba thehe mahlahana a AI a khonang ho sebelisana le mekhoa e sa tšoaneng, ho kenyelletsa le li-API, li-database, le mela ea melaetsa, 'me e fana ka likarolo tse ngata tsa ho haha ​​​​litsamaiso tse rarahaneng tsa AI.

Mohlala o Sebetsang: Ho tsamaisoa ha API ka DSPy

Mona ke mohlala o bonolo oa mokhoa oa ho sebelisa DSPy ho tsamaisa phepelo ea API:

kenya dspy


moemeli = dspy.Agent()

# Hlalosa script ea ho romelloa
def deploy_api():
    # Kenya API tikolohong ea nts'etsopele
    agent.deploy_api("dev")

# Hlalosa sesosa sa ho romelloa
trigger = dspy.Trigger("deploy_api", deploy_api)

# Qala moemeli oa AI
moemedi.qala()

# Kenya mongolo oa ho tsamaisa
trigger.trigger()

Khoutu ena e theha moemeli e mocha oa AI, e hlalosa script ea ho romelloa e tsamaisang API sebakeng sa nts'etsopele, 'me e hlalosa mokhoa oa ho kenya letsoho o etsang hore ho be le script ea ho romela ha ketsahalo e itseng e etsahala.

Kaholimo ho 5-10 Litaelo/Lipotlana tse Sebelisitsoeng ka ho Fetisisa

Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/likotoana tsa DSPy le LangChain:

DSPy

  1. agent.deploy_api(env): E fetisetsa API tikolohong e boletsoeng.
  2. agent.monitor_api(): E beha leihlo API bakeng sa ts'ebetso, ts'ireletso, le litaba tse ling.
  3. agent.optimize_api(): E matlafatsa ts'ebetso ea API, scalability, le tshireletso.
  4. agent.security_check(): E lekola API bakeng sa ditshoso tsa tshireletso.
  5. moemedi.trigger(trigger_name, func): E hlahisa tshebetso e itseng ha ketsahalo e itseng e etsahala.

LangChain

  1. agent.deploy_api(env): E fetisetsa API tikolohong e boletsoeng.
  2. agent.monitor_api(): E beha leihlo API bakeng sa ts'ebetso, ts'ireletso, le litaba tse ling.
  3. agent.optimize_api(): E matlafatsa ts'ebetso ea API, scalability, le tshireletso.
  4. agent.security_check(): E lekola API bakeng sa ditshoso tsa tshireletso.
  5. moemedi.trigger(trigger_name, func): E hlahisa tshebetso e itseng ha ketsahalo e itseng e etsahala.

Pono ya pono

Mona ke pono ea sistimi ea AI bakeng sa tsamaiso ea API ea bophelo bo botle e sebelisang DSPy le LangChain:

{
  "type": "bar",
  "data": {
    "labels": ["Deployment", "Monitoring", "Optimization", "Security"],
    "lintlha tsa boitsebiso": [
      {
        "label": "DSPy",
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "data": [10, 15, 7, 12]
      },
      {
        "label": "LangChain",
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "data": [8, 12, 9, 10]
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "Agentic AI System for API Lifecycle Management"
    },
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Chate ena e bonts'a ts'ebetso ea DSPy le LangChain mesebetsing e fapaneng, ho kenyelletsa ho tsamaisoa, ho beha leihlo, ho ntlafatsa, le ts'ireletso.

Qetello

Sehloohong sena, re ile ra hlahloba mateano a litsela tsa ZeroOps, AI Agents, le tsamaiso ea bophelo ea API re sebelisa lisebelisoa tsa 'mino oa liletsa tse kang DSPy le LangChain. Re buisane ka melemo ea AI ea ho iketsetsa mesebetsi, ho etsa liqeto, le ho nka mehato, mme ra fana ka mohlala o sebetsang oa mokhoa oa ho sebelisa DSPy ho tsamaisa phepelo ea API. Re boetse re thathamisitse li-5-10 tse sebelisoang ka ho fetisisa tsa litaelo / li-snippets bakeng sa DSPy le LangChain 'me ra fana ka pono ea tsamaiso ea AI ea agent bakeng sa tsamaiso ea bophelo ba API.

Have Questions?

Let's Talk

Contact me on LinkedIn