go get github.com/LingByte/ling-base/agentkit

                    ┌─────────────┐
                    │   server    │  OpenAI / A2A / AG-UI HTTP API
                    └──────┬──────┘
                           │
                    ┌──────▼──────┐
                    │   runner    │  会话 + 插件编排
                    └──────┬──────┘
                           │
         ┌─────────────────┼─────────────────┐
         │                 │                 │
  ┌──────▼──────┐   ┌──────▼──────┐  ┌──────▼──────┐
  │    agent    │   │    graph    │  │  flowcraft  │
  │ llm/chain/  │   │ StateGraph  │  │  YAML 运行时 │
  │ parallel... │   │             │  │             │
  └──────┬──────┘   └──────┬──────┘  └──────┬──────┘
         │                 │                 │
  ┌──────▼─────────────────▼─────────────────▼──────┐
  │ tool │ session │ memory │ knowledge │ skill    │
  │ codeexecutor │ artifact │ plugin │ team        │
  └──────────────────────┬──────────────────────────┘
                         │
                  ┌──────▼──────┐
                  │ relaymodel  │ → relay (40+ LLM)
                  └─────────────┘

package main

import (
    "context"
    "fmt"

    "github.com/LingByte/ling-base/agentkit/agent/llmagent"
    "github.com/LingByte/ling-base/agentkit/runner"
    "github.com/LingByte/ling-base/agentkit/relaymodel"
    "github.com/LingByte/ling-base/agentkit/session/inmemory"
    compat "github.com/LingByte/ling-base/relay/compat"
)

func main() {
    model := relaymodel.New("gpt-4o",
        relaymodel.WithChannel(relaymodel.ChannelOpenAI),
        relaymodel.WithAPIKey("sk-xxx"),
    )

    ag, _ := llmagent.New("assistant",
        llmagent.WithModel(model),
        llmagent.WithInstruction("你是一个有帮助的助手。"),
    )

    sess := inmemory.NewSessionService()
    r := runner.NewRunner("myapp", ag, runner.WithSessionService(sess))

    events, err := r.Run(context.Background(), "user-1", "session-1",
        compat.NewUserMessage("北京今天天气怎么样？"))
    if err != nil {
        panic(err)
    }
    for ev := range events {
        fmt.Println(ev)
    }
}