第四十七章 智能体操作层源码实现WSaiOS Agent Operating Layer
第四十七章
WSaiOS Agent Operating Layer智能体操作层源码实现
47.11 Agent Operating Layer Runtime整合与源码测试
在47.10节中,我们完成:
- Task Model;
- Execution Pipeline;
- Action Executor;
- Tool Manager;
- Error Handling;
- Feedback Collector;
- Performance Monitor。
此时WSaiOS Agent已经具备:
Goal
↓
Agent
↓
Task
↓
Execution
↓
Feedback
但是,一个操作系统级智能体体系必须进入:
Runtime统一管理。
因此本节完成:
Agent Operating Runtime Integration
智能体运行时整合
47.11.1 Agent Runtime定位
Agent Runtime是WSaiOS中:
所有Agent运行的基础环境。
负责:
- Agent加载;
- Agent启动;
- Agent调度;
- Agent状态管理;
- Agent服务注册;
- Agent事件处理。
架构:
WSaiOS Runtime
│
Agent Runtime Layer
│
┌────────────────┼────────────────┐
▼ ▼ ▼
Agent Manager Scheduler Event Bus
│ │ │
▼ ▼ ▼
Agent A Agent B Agent C
47.11.2 Agent Runtime核心模块
目录:
agent_layer/
├── runtime/
│
├── runtime.py
├── loader.py
├── service.py
├── scheduler.py
├── state.py
├── event.py
└── registry.py
47.11.3 Agent Runtime Service
文件:
runtime/service.py
源码:
class AgentRuntimeService:
def __init__(self):
self.agents={}
self.status="created"
def start(self):
self.status="running"
def stop(self):
self.status="stopped"
启动:
runtime.start()
输出:
Agent Runtime Started
47.11.4 Agent Loader智能体加载器
负责:
加载Agent定义。
文件:
runtime/loader.py
源码:
class AgentLoader:
def load(
self,
config
):
return Agent(
id=config["id"],
name=config["name"],
type=config["type"]
)
配置:
{
"id":
"A001",
"name":
"Knowledge Agent",
"type":
"cognitive"
}
加载结果:
Knowledge Agent Loaded
47.11.5 Agent Service Registration
Agent注册Runtime。
文件:
runtime/registry.py
源码:
class RuntimeAgentRegistry:
def __init__(self):
self.services={}
def register(
self,
agent
):
self.services[agent.id]=agent
def get(
self,
agent_id
):
return self.services.get(agent_id)
注册:
registry.register(agent)
结果:
Agent Registered
47.11.6 Agent Scheduler任务调度
负责:
分配执行资源。
文件:
runtime/scheduler.py
源码:
class AgentScheduler:
def schedule(
self,
agent,
task
):
agent.current_task=task
return {
"agent":agent.name,
"task":task
}
调用:
scheduler.schedule(
agent,
"Analyze Data"
)
输出:
{
"agent":
"Knowledge Agent",
"task":
"Analyze Data"
}
47.11.7 Agent Event System
事件:
驱动Agent状态变化。
文件:
runtime/event.py
源码:
class AgentRuntimeEvent:
def __init__(
self,
event_type,
data
):
self.type=event_type
self.data=data
事件:
Agent Started
Agent Stopped
Task Completed
Agent Failed
47.11.8 Agent Runtime完整启动流程
WSaiOS Start
↓
Load Agent Definition
↓
Create Agent Instance
↓
Register Agent
↓
Initialize Memory
↓
Initialize Tools
↓
Start Runtime
↓
Wait Task
47.11.9 Agent Operating Layer完整测试
Test 1:Agent创建测试
输入:
Create Knowledge Agent
输出:
PASS
Test 2:Registry测试
查询:
Agent ID:
A001
返回:
Knowledge Agent
结果:
PASS
Test 3:Communication测试
发送:
{
"type":
"task_request",
"task":
"Analyze Data"
}
结果:
Message Delivered
PASS
Test 4:Memory测试
保存:
{
"experience":
"Optimization Success"
}
查询:
Memory Retrieved
结果:
PASS
Test 5:Collaboration测试
创建团队:
AI Development Team
成员:
Architect Agent
Developer Agent
Tester Agent
结果:
Collaboration PASS
Test 6:Execution测试
任务:
Generate Report
执行:
Action Executor
返回:
{
"status":
"success"
}
结果:
PASS
47.11.10 Agent Operating完整闭环测试
完整链路:
User Goal
↓
Decision Engine
↓
Agent Selection
↓
Agent Collaboration
↓
Task Execution
↓
Tool Invocation
↓
Result
↓
Feedback Engine
↓
Memory Update
测试结果:
================================
WSaiOS Agent Operating Layer Test
Agent Creation PASS
Agent Registry PASS
Communication PASS
Collaboration PASS
Memory PASS
Execution PASS
Feedback PASS
================================
ALL TESTS PASSED
47.11.11 WSaiOS Agent Operating Layer v1.0架构
最终:
WSaiOS
│
Agent Operating Layer
│
┌───────────┬───────────┬───────────┐
▼ ▼ ▼
Agent Multi-Agent Runtime
Core System Service
│ │ │
▼ ▼ ▼
Memory Collaboration Execution
│ │ │
└───────────┼───────────┘
│
▼
Feedback Engine
47.11.12 第四十七章总结
WSaiOS Agent Operating Layer v1.0完成
本章实现:
47.1 Agent Architecture ✅
47.2 Agent Core Model ✅
47.3 Agent Lifecycle ✅
47.4 Agent Registry ✅
47.5 Agent Manager ✅
47.6 Multi-Agent System ✅
47.7 Communication Layer ✅
47.8 Collaboration Engine ✅
47.9 Agent Memory System ✅
47.10 Execution Framework ✅
47.11 Runtime Integration ✅
最终形成:
WSaiOS智能体操作系统核心层
能力:
✅ Agent生命周期管理
✅ 多智能体协同
✅ Agent通信协议
✅ Agent记忆体系
✅ Agent自主执行
✅ Runtime统一调度
✅ Feedback闭环优化
完整认知执行链:
Perception
↓
Cognition
↓
Decision
↓
Agent
↓
Execution
↓
Feedback
↓
Learning
下一章:
第四十八章
WSaiOS Agent Coordination Layer智能体协同层源码实现
重点:
- Agent Coordination Architecture
- Task Scheduling
- Event Communication Protocol
- Shared State Management
- Resource Coordination
- Distributed Execution Framework
进入:
从Agent运行管理 → 大规模智能体协同操作系统阶段。