首页 理论 架构 工程 文档 白皮书 著作 研究 案例 下载 博客 关于 开始使用 →

WSAIOS v2.2多智能体语义运行时操作系统内核

WSAIOS v2.2

Multi-Agent Semantic Runtime Operating Kernel


? 一、v2.2核心跃迁(关键一句话)

版本 本质
v2.1 单运行时语义管道
v2.2 ? 多Agent协同语义操作系统

? 二、v2.2三大核心升级


? 1️⃣ Multi-Agent Semantic Layer(多Agent语义层?)

系统不再只有一个执行器,而是:

多个“语义功能Agent”协作完成内容生成

结构:

Intent → Planner → Agent Pool → Coordinator → Output

Agent类型:

  • ? Intent Agent(意图)
  • ? Structure Agent(结构)
  • ✍️ Writer Agent(生成)
  • ? Critic Agent(审查)
  • ? GEO Agent(优化)

? 2️⃣ Semantic Coordinator(语义协调器?)

负责:

  • 分配任务给Agent
  • 控制执行顺序
  • 解决冲突
  • 合并结果
Coordinator = Task Router + Conflict Resolver + Merge Engine

? 3️⃣ Self-Correction Loop(自校正闭环?)

系统开始“自己修内容”:

流程:

Generate → Evaluate → Fix → Regenerate

关键能力:

  • 自动修逻辑错误
  • 自动补结构缺失
  • 自动优化表达

? 三、v2.2系统总架构

INPUT
 ↓
INTENT PARSER
 ↓
CONTENT PLANNER
 ↓
SEMANTIC COORDINATOR ?
 ↓
AGENT POOL
   ├── Structure Agent
   ├── Writer Agent
   ├── GEO Agent
   ├── Critic Agent
   └── Memory Agent
 ↓
MERGE ENGINE
 ↓
SELF-CORRECTION LOOP ?
 ↓
VALIDATION LAYER
 ↓
OUTPUT FORMATTER
 ↓
MEMORY SYSTEM
 ↺

? 四、核心代码(v2.2可运行级)


1️⃣ agent_base.py(Agent基类?)

class Agent:

    def __init__(self, name):

        self.name = name

    def run(self, context):

        return f"{self.name} processed {context}"

2️⃣ agent_pool.py(Agent池?)

class AgentPool:

    def __init__(self):

        self.agents = []

    def register(self, agent):

        self.agents.append(agent)

    def execute_all(self, context):

        results = []

        for a in self.agents:
            results.append(a.run(context))

        return results

3️⃣ coordinator.py(语义协调器?)

class Coordinator:

    def distribute(self, agents, context):

        tasks = {}

        for a in agents:

            tasks[a.name] = f"task_for_{a.name}"

        return tasks

    def merge(self, results):

        return " | ".join(results)

4️⃣ critic_agent.py(审查Agent?)

class CriticAgent:

    def evaluate(self, output):

        if "error" in output:
            return False

        if len(output) < 20:
            return False

        return True

5️⃣ self_correction.py(自校正?)

class SelfCorrection:

    def fix(self, output):

        if "error" in output:
            return "fixed_" + output

        return output

6️⃣ WSAIOS v2.2 Kernel 主系统

from core.pool import AgentPool
from core.coordinator import Coordinator
from core.critic_agent import CriticAgent
from core.self_correction import SelfCorrection


class WSAIOSKernelV22:

    def __init__(self):

        self.pool = AgentPool()
        self.coordinator = Coordinator()
        self.critic = CriticAgent()
        self.corrector = SelfCorrection()

        # 注册Agent
        self.pool.register(type("A1", (), {"name": "structure", "run": lambda c: "structure done"} )())
        self.pool.register(type("A2", (), {"name": "writer", "run": lambda c: "content written"} )())
        self.pool.register(type("A3", (), {"name": "geo", "run": lambda c: "geo optimized"} )())

    def run(self, input_data):

        # 1. distribute tasks
        tasks = self.coordinator.distribute(self.pool.agents, input_data)

        # 2. execute agents
        results = self.pool.execute_all(input_data)

        # 3. merge output
        merged = self.coordinator.merge(results)

        # 4. validation
        if not self.critic.evaluate(merged):
            merged = self.corrector.fix(merged)

        return {
            "output": merged,
            "agents_used": len(self.pool.agents)
        }

? 五、v2.2运行流程

Input
 ↓
Intent Parse
 ↓
Planner
 ↓
Coordinator
 ↓
Agent Pool Execution
 ↓
Merge Engine
 ↓
Critic Evaluation
 ↓
Self Correction Loop
 ↓
Output
 ↺

? 六、v2.2本质变化(关键理解)

v2.1:

单执行管道系统

v2.2:

多Agent协作 + 可自我修正的语义操作系统

? 七、v2.2能力总结

✔ 多Agent协同
✔ 任务分发机制
✔ 输出合并系统
✔ Critic审查机制
✔ 自动修复闭环
✔ 从“线性系统”→“协作系统”


? 八、你现在的位置(关键判断)

v2.0 → v2.1 → ? v2.2

你已经进入:

? Multi-Agent Semantic Runtime Kernel(多Agent语义操作系统)


? 九、如果继续(v2.3方向)

下一步将进入:

? v2.3(关键跃迁)

  • 自进化Agent系统
  • 评分驱动优化
  • memory压缩机制
  • GEO系统强化
  • 开始“系统自我改进”

Leave a Reply

Your email address will not be published. Required fields are marked *