##Chiyambi

Kukula kwa zomangamanga zodziyimira pawokha kwasintha momwe timapangira, kutumiza, ndi kuyang'anira machitidwe a IT. Mothandizidwa ndi othandizira a AI ndi zida zoyimba, mabungwe amatha kuwongolera magwiridwe antchito, makulitsidwe, ndi kasamalidwe, zomwe zimapangitsa kuti ntchito ziwonjezeke, kuchepetsa ndalama, komanso kudalirika. M'nkhaniyi, tiwona zambiri zaukadaulo wopangira zida zodziyimira pawokha pogwiritsa ntchito ma AI agents ndi StackGen, ndikuyang'ana pamzere wa matekinoloje awa ndi zida zoyimba ngati DSPy ndi LangChain.

Udindo wa AI Agents mu Autonomous Infrastructure

Othandizira a AI amatenga gawo lofunikira pakupanga zida zodziyimira pawokha popereka nzeru ndi luso lopanga zisankho zomwe zimafunikira kuti zikhazikitse kasamalidwe ka zomangamanga. Othandizirawa amatha kusanthula deta kuchokera kuzinthu zosiyanasiyana, kuzindikira machitidwe, ndi kupanga zisankho motengera malamulo ndi ndondomeko zomwe zidakonzedweratu. Pankhani ya zomangamanga zodziyimira pawokha, othandizira a AI atha kugwiritsidwa ntchito:

Sinthani makonzedwe a zomangamanga ndi kutumiza
Yang'anirani ndikusanthula magwiridwe antchito
Dziwani ndikuyankha zowopseza chitetezo
Konzani kugwiritsa ntchito zida ndi makulitsidwe

Chiyambi cha StackGen

StackGen ndi chida chotseguka chomwe chimathandizira kupanga zomangamanga monga ma code (IaC) pogwiritsa ntchito mawu ofotokozera. Imalola ogwiritsa ntchito kutanthauzira masanjidwe a zomangamanga pogwiritsa ntchito chilankhulo chosavuta komanso chomveka bwino, chomwe chitha kugwiritsidwa ntchito popereka ndi kuyang'anira zofunikira za zomangamanga. StackGen imathandizira othandizira osiyanasiyana, kuphatikiza AWS, Azure, Google Cloud, ndi zina zambiri.

Kuphatikiza ma AI Agents ndi StackGen

Kuti tiphatikize othandizira a AI ndi StackGen, titha kugwiritsa ntchito ma API ophatikizika ndi mapulogalamu oyendetsedwa ndi zochitika. Nazi malingaliro apamwamba a ndondomekoyi:

Kutanthauzira masanjidwe a zomangamanga pogwiritsa ntchito mawu ofotokozera a StackGen.
Gwiritsani ntchito wothandizira wa AI kuti afufuze masanjidwe a zomangamanga ndikuzindikira zovuta zomwe zingachitike kapena mwayi wokhathamiritsa.
Gwiritsani ntchito wothandizila wa AI kupanga zisankho ndikupanga zosintha pamakonzedwe a zomangamanga.
Gwiritsani ntchito StackGen kuti mugwiritse ntchito zosintha pazachitukuko.

Zida Zoyimba: DSPy ndi LangChain

DSPy ndi LangChain ndi zida ziwiri zodziwika bwino zoyimba zomwe zingagwiritsidwe ntchito kupanga makonzedwe a zomangamanga ndi kasamalidwe. DSPy ndi chida chozikidwa pa Python chomwe chimapereka API yosavuta komanso yomveka bwino pofotokozera ndikugwiritsa ntchito kayendedwe ka ntchito. LangChain, kumbali ina, ndi chida cha Rust-based chomwe chimapereka ndondomeko yowonjezera komanso yosinthika ya orchestration.

DSPy Chitsanzo

Nachi chitsanzo chosavuta chogwiritsa ntchito DSPy kuti ipangitse makonzedwe a zomangamanga:

kuitanitsa dSpy

# Fotokozerani kayendetsedwe ka ntchito komwe kamapereka zida zogwirira ntchito
ntchito = dSpy.Workflow (
    dzina = "zomangamanga",
    masitepe=[
        dspy.Step("provision-ec2", "aws-provision-ec2"),
        dspy.Step("provision-rds", "aws-provision-rds"),
        dspy.Step("provision-elb", "aws-provision-elb")
    ]
)

# Fotokozani choyambitsa chomwe chimayamba mayendedwe antchito pomwe pempho latsopano lalandiridwa
kuyambitsa = dspy.Trigger (
    dzina = "pempho-latsopano",
    chochitika="aws-api-gateway-chochitika",
    handler="kuyamba-ntchito"
)

# Fotokozani chothandizira chomwe chimayamba mayendedwe a ntchito pomwe choyambitsa chachotsedwa
chogwirira = dspy.Handler(
    dzina = "kuyambira-ntchito",
    mayendedwe = ntchito
)

# Pangani chitsanzo cha DSPy ndikuwonjezera mayendedwe, choyambitsa, ndi chogwirira
dspy_instance = dspy.DSPy()
dspy_instance.add_workflow(ntchito)
dspy_instance.add_trigger(choyambitsa)
dspy_instance.add_handler(wothandizira)

LangChain Chitsanzo

Nachi chitsanzo chosavuta chogwiritsa ntchito LangChain kuti mugwiritse ntchito makonzedwe a zomangamanga:

gwiritsani ntchito langchain::{Agent, Workflow};

// Fotokozani kayendedwe ka ntchito komwe kamapereka zida zothandizira
fn provision_infrastructure () -> Kuyenda kwa ntchito {
    Kayendetsedwe ka ntchito::zatsopano("infrastructure-provisioning")
        .add_step("provision-ec2", "aws-provision-ec2")
        .add_step("provision-rds", "aws-provision-rds")
        .add_step("provision-elb", "aws-provision-elb")
}

// Fotokozani choyambitsa chomwe chimayamba mayendedwe a ntchito pamene pempho latsopano lalandiridwa
fn new_request(chochitika: &str) -> Wothandizira {
    Wothandizira::watsopano("pempho-latsopano")
        .add_trigger(chochitika, "start-workflow")
}

// Fotokozani chogwirizira chomwe chimayamba kugwira ntchito pomwe choyambitsa chachotsedwa
fn start_workflow(wothandizira: &Agent) {
    agent.start_workflow("infrastructure-provisioning");
}

// Pangani chitsanzo cha LangChain ndikuwonjezera mayendedwe, choyambitsa, ndi chothandizira
fn chachikulu () {
    lolani wothandizira = Wothandizira:: watsopano("infrastructure-provisioning");
    agent.add_workflow(provision_infrastructure());
    agent.add_trigger(new_request("aws-api-gateway-event");
    agent.add_handler(start_workflow);
}

# Kuwona

Nayi chithunzithunzi cha kuphatikizana pakati pa othandizira a AI, StackGen, ndi zida zoyimba ngati DSPy ndi LangChain:

{
  "type": "dag",
  "mfundo": [
    {
      "id": "ai-agent",
      "label": "AI Agent",
      "x": 0,
      "y": 0
    },
    {
      "id": "stackgen",
      "label": "StackGen",
      "x": 2,
      "y": 0
    },
    {
      "id": "dspy",
      "label": "DSPy",
      "x": 4,
      "y": 0
    },
    {
      "id": "langchain",
      "label": "LangChain",
      "x": 6,.
      "y": 0
    },
    {
      "id": "infrastructure",
      "label": "Infrastructure",
      "x": 8,.
      "y": 0
    }
  ],
  "mbali": [
    {
      "source": "ai-agent",
      "target": "stackgen",
      "label": "Integration"
    },
    {
      "source": "stackgen",
      "target": "dspy",
      "label": "Integration"
    },
    {
      "source": "dspy",
      "target": "infrastructure",
      "label": "Provisioning"
    },
    {
      "source": "stackgen",
      "target": "langchain",
      "label": "Integration"
    },
    {
      "source": "langchain",
      "target": "infrastructure",
      "label": "Provisioning"
    }
  ]
}

Top 5-10 Omwe Amagwiritsidwa Ntchito Kwambiri / Zidutswa

Nawa maulamuliro/zidutswa 5-10 zapamwamba kwambiri paukadaulo uwu:

dspy.Workflow(dzina = "infrastructure-provisioning", steps=[dspy.Step("provision-ec2", "aws-provision-ec2")])
langchain::Agent::new("infrastructure-provisioning").add_workflow(provision_infrastructure())
stackgen::StackGen::chatsopano().add_resource("ec2", "aws-provision-ec2")
dspy.Trigger(dzina = "pempho-latsopano", chochitika = "aws-api-gateway-event", handler="start-workflow")
langchain::Agent::new("infrastructure-provisioning").add_trigger(new_request("aws-api-gateway-event"))
stackgen::StackGen::new().add_resource("rds", "aws-provision-rds")
dspy.Handler(dzina = "start-workflow", workflow=dspy.Workflow(dzina = "infrastructure-provisioning"))
langchain::Agent::new("infrastructure-provisioning").add_handler(start_workflow)
stackgen::StackGen::new().add_resource("elb", "aws-provision-elb")
dspy.DSPy().add_workflow(dspy.Workflow(dzina="infrastructure-provisioning"))

##Mapeto

Kupanga zida zodziyimira pawokha ndi othandizira a AI ndi StackGen kumafuna kumvetsetsa kwakuya kwa mphambano ya matekinoloje awa ndi zida zoyimba ngati DSPy ndi LangChain. Mwa kuphatikiza othandizira a AI ndi StackGen ndi zida zoyimba, mabungwe amatha kuwongolera magwiridwe antchito ndi kasamalidwe, zomwe zimapangitsa kuti ziwonjezeke bwino, kuchepetsa ndalama, komanso kudalirika kodalirika. Nkhaniyi yapereka kuzama kwaukadaulo pakupanga ndi kukhazikitsa zida zodziyimira pawokha pogwiritsa ntchito ma AI agents ndi StackGen, ndikuyang'ana kwambiri tsatanetsatane wophatikiza matekinolojewa.

Kupanga Autonomous Infrastructure ndi AI Agents ndi StackGen: A Technical Deep Dive mu Orchestration ndi Integration