多Agent系统协同机制

DreamLife☼2026-10-24 16:16

第12篇：多Agent系统协同机制

文章目录

摘要

本文深入探讨多Agent系统的协同机制，包括协同算法、任务分配策略和冲突解决。通过理论讲解和代码示例，帮助读者理解如何设计和实现高效的多Agent协同系统。

一、多Agent协同概述

1.1 协同模式分类

#mermaid-svg-miY3LPRthwcXu219{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-miY3LPRthwcXu219 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-miY3LPRthwcXu219 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-miY3LPRthwcXu219 .error-icon{fill:#552222;}#mermaid-svg-miY3LPRthwcXu219 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-miY3LPRthwcXu219 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-miY3LPRthwcXu219 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-miY3LPRthwcXu219 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-miY3LPRthwcXu219 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-miY3LPRthwcXu219 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-miY3LPRthwcXu219 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-miY3LPRthwcXu219 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-miY3LPRthwcXu219 .marker.cross{stroke:#333333;}#mermaid-svg-miY3LPRthwcXu219 svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-miY3LPRthwcXu219 p{margin:0;}#mermaid-svg-miY3LPRthwcXu219 .label{font-family:"trebuchet ms",verdana,arial,sans-serif;color:#333;}#mermaid-svg-miY3LPRthwcXu219 .cluster-label text{fill:#333;}#mermaid-svg-miY3LPRthwcXu219 .cluster-label span{color:#333;}#mermaid-svg-miY3LPRthwcXu219 .cluster-label span p{background-color:transparent;}#mermaid-svg-miY3LPRthwcXu219 .label text,#mermaid-svg-miY3LPRthwcXu219 span{fill:#333;color:#333;}#mermaid-svg-miY3LPRthwcXu219 .node rect,#mermaid-svg-miY3LPRthwcXu219 .node circle,#mermaid-svg-miY3LPRthwcXu219 .node ellipse,#mermaid-svg-miY3LPRthwcXu219 .node polygon,#mermaid-svg-miY3LPRthwcXu219 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-miY3LPRthwcXu219 .rough-node .label text,#mermaid-svg-miY3LPRthwcXu219 .node .label text,#mermaid-svg-miY3LPRthwcXu219 .image-shape .label,#mermaid-svg-miY3LPRthwcXu219 .icon-shape .label{text-anchor:middle;}#mermaid-svg-miY3LPRthwcXu219 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-miY3LPRthwcXu219 .rough-node .label,#mermaid-svg-miY3LPRthwcXu219 .node .label,#mermaid-svg-miY3LPRthwcXu219 .image-shape .label,#mermaid-svg-miY3LPRthwcXu219 .icon-shape .label{text-align:center;}#mermaid-svg-miY3LPRthwcXu219 .node.clickable{cursor:pointer;}#mermaid-svg-miY3LPRthwcXu219 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-miY3LPRthwcXu219 .arrowheadPath{fill:#333333;}#mermaid-svg-miY3LPRthwcXu219 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-miY3LPRthwcXu219 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-miY3LPRthwcXu219 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-miY3LPRthwcXu219 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-miY3LPRthwcXu219 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-miY3LPRthwcXu219 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-miY3LPRthwcXu219 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-miY3LPRthwcXu219 .cluster text{fill:#333;}#mermaid-svg-miY3LPRthwcXu219 .cluster span{color:#333;}#mermaid-svg-miY3LPRthwcXu219 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-miY3LPRthwcXu219 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-miY3LPRthwcXu219 rect.text{fill:none;stroke-width:0;}#mermaid-svg-miY3LPRthwcXu219 .icon-shape,#mermaid-svg-miY3LPRthwcXu219 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-miY3LPRthwcXu219 .icon-shape p,#mermaid-svg-miY3LPRthwcXu219 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-miY3LPRthwcXu219 .icon-shape .label rect,#mermaid-svg-miY3LPRthwcXu219 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-miY3LPRthwcXu219 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-miY3LPRthwcXu219 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-miY3LPRthwcXu219 :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 多Agent协同模式
集中式协同
分布式协同
混合式协同
中心控制
任务分配
点对点
消息传递
分层控制
动态协调

1.2 协同场景

场景 特点 协同需求
任务分配 多个Agent完成同一任务 任务分解与分配
资源共享 共享有限资源 资源调度
信息融合 多源信息整合 数据融合
冲突解决 目标冲突 协商机制
知识共享 知识互补 知识传递

二、协同算法

2.1 契约网协议

投标者3 投标者2 投标者1 管理者 投标者3 投标者2 投标者1 管理者 #mermaid-svg-FgAz7h2co36M7zdD{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-FgAz7h2co36M7zdD .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-FgAz7h2co36M7zdD .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-FgAz7h2co36M7zdD .error-icon{fill:#552222;}#mermaid-svg-FgAz7h2co36M7zdD .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-FgAz7h2co36M7zdD .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-FgAz7h2co36M7zdD .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-FgAz7h2co36M7zdD .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-FgAz7h2co36M7zdD .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-FgAz7h2co36M7zdD .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-FgAz7h2co36M7zdD .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-FgAz7h2co36M7zdD .marker{fill:#333333;stroke:#333333;}#mermaid-svg-FgAz7h2co36M7zdD .marker.cross{stroke:#333333;}#mermaid-svg-FgAz7h2co36M7zdD svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-FgAz7h2co36M7zdD p{margin:0;}#mermaid-svg-FgAz7h2co36M7zdD .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-FgAz7h2co36M7zdD text.actor>tspan{fill:black;stroke:none;}#mermaid-svg-FgAz7h2co36M7zdD .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-FgAz7h2co36M7zdD .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-FgAz7h2co36M7zdD .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-FgAz7h2co36M7zdD .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-FgAz7h2co36M7zdD #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-FgAz7h2co36M7zdD .sequenceNumber{fill:white;}#mermaid-svg-FgAz7h2co36M7zdD #sequencenumber{fill:#333;}#mermaid-svg-FgAz7h2co36M7zdD #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-FgAz7h2co36M7zdD .messageText{fill:#333;stroke:none;}#mermaid-svg-FgAz7h2co36M7zdD .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-FgAz7h2co36M7zdD .labelText,#mermaid-svg-FgAz7h2co36M7zdD .labelText>tspan{fill:black;stroke:none;}#mermaid-svg-FgAz7h2co36M7zdD .loopText,#mermaid-svg-FgAz7h2co36M7zdD .loopText>tspan{fill:black;stroke:none;}#mermaid-svg-FgAz7h2co36M7zdD .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-FgAz7h2co36M7zdD .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-FgAz7h2co36M7zdD .noteText,#mermaid-svg-FgAz7h2co36M7zdD .noteText>tspan{fill:black;stroke:none;}#mermaid-svg-FgAz7h2co36M7zdD .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-FgAz7h2co36M7zdD .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-FgAz7h2co36M7zdD .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-FgAz7h2co36M7zdD .actorPopupMenu{position:absolute;}#mermaid-svg-FgAz7h2co36M7zdD .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 / 0.4));}#mermaid-svg-FgAz7h2co36M7zdD .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-FgAz7h2co36M7zdD .actor-man circle,#mermaid-svg-FgAz7h2co36M7zdD line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-FgAz7h2co36M7zdD :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 发布任务 发布任务 发布任务 投标 投标 投标 选择中标者 授予合同 拒绝 拒绝

Python示例：契约网协议实现

python 复制代码 
from typing import List, Dict, Any, Optional

class ContractNetProtocol:
    def __init__(self):
        self.managers = {}
        self.bidders = {}
    
    def register_manager(self, manager_id: str):
        self.managers[manager_id] = {"tasks": [], "auctions": {}}
    
    def register_bidder(self, bidder_id: str, capabilities: List[str]):
        self.bidders[bidder_id] = {"capabilities": capabilities, "bids": []}
    
    def announce_task(self, manager_id: str, task: Dict[str, Any]):
        if manager_id not in self.managers:
            return
        
        task_id = task["task_id"]
        self.managers[manager_id]["auctions"][task_id] = {
            "task": task,
            "bids": []
        }
        
        for bidder_id, info in self.bidders.items():
            if any(cap in task.get("requirements", []) for cap in info["capabilities"]):
                self._notify_bidder(bidder_id, task)
    
    def _notify_bidder(self, bidder_id: str, task: Dict[str, Any]):
        pass
    
    def submit_bid(self, bidder_id: str, task_id: str, bid: Dict[str, Any]):
        for manager_info in self.managers.values():
            if task_id in manager_info["auctions"]:
                manager_info["auctions"][task_id]["bids"].append({
                    "bidder_id": bidder_id,
                    **bid
                })
    
    def select_winner(self, manager_id: str, task_id: str) -> Optional[str]:
        if manager_id not in self.managers:
            return None
        
        auction = self.managers[manager_id]["auctions"].get(task_id)
        if not auction or not auction["bids"]:
            return None
        
        bids = auction["bids"]
        winner = min(bids, key=lambda x: x.get("cost", float('inf')))
        return winner["bidder_id"]

2.2 市场机制

Python示例：拍卖机制

python 复制代码 
class AuctionSystem:
    def __init__(self):
        self.auctions = {}
    
    def create_auction(self, item_id: str, reserve_price: float = 0):
        self.auctions[item_id] = {
            "reserve_price": reserve_price,
            "bids": [],
            "status": "open"
        }
    
    def place_bid(self, item_id: str, bidder_id: str, price: float):
        if item_id not in self.auctions or self.auctions[item_id]["status"] != "open":
            return False
        
        self.auctions[item_id]["bids"].append({
            "bidder_id": bidder_id,
            "price": price,
            "timestamp": datetime.now()
        })
        return True
    
    def close_auction(self, item_id: str) -> Optional[Dict[str, Any]]:
        if item_id not in self.auctions:
            return None
        
        auction = self.auctions[item_id]
        auction["status"] = "closed"
        
        bids = auction["bids"]
        if not bids:
            return None
        
        bids.sort(key=lambda x: x["price"], reverse=True)
        highest_bid = bids[0]
        
        if highest_bid["price"] >= auction["reserve_price"]:
            return highest_bid
        return None

三、任务分配策略

3.1 任务分配算法

#mermaid-svg-PmrpUAzHXJVBaZyP{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-PmrpUAzHXJVBaZyP .error-icon{fill:#552222;}#mermaid-svg-PmrpUAzHXJVBaZyP .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-PmrpUAzHXJVBaZyP .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-PmrpUAzHXJVBaZyP .marker{fill:#333333;stroke:#333333;}#mermaid-svg-PmrpUAzHXJVBaZyP .marker.cross{stroke:#333333;}#mermaid-svg-PmrpUAzHXJVBaZyP svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-PmrpUAzHXJVBaZyP p{margin:0;}#mermaid-svg-PmrpUAzHXJVBaZyP .label{font-family:"trebuchet ms",verdana,arial,sans-serif;color:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP .cluster-label text{fill:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP .cluster-label span{color:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP .cluster-label span p{background-color:transparent;}#mermaid-svg-PmrpUAzHXJVBaZyP .label text,#mermaid-svg-PmrpUAzHXJVBaZyP span{fill:#333;color:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP .node rect,#mermaid-svg-PmrpUAzHXJVBaZyP .node circle,#mermaid-svg-PmrpUAzHXJVBaZyP .node ellipse,#mermaid-svg-PmrpUAzHXJVBaZyP .node polygon,#mermaid-svg-PmrpUAzHXJVBaZyP .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-PmrpUAzHXJVBaZyP .rough-node .label text,#mermaid-svg-PmrpUAzHXJVBaZyP .node .label text,#mermaid-svg-PmrpUAzHXJVBaZyP .image-shape .label,#mermaid-svg-PmrpUAzHXJVBaZyP .icon-shape .label{text-anchor:middle;}#mermaid-svg-PmrpUAzHXJVBaZyP .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-PmrpUAzHXJVBaZyP .rough-node .label,#mermaid-svg-PmrpUAzHXJVBaZyP .node .label,#mermaid-svg-PmrpUAzHXJVBaZyP .image-shape .label,#mermaid-svg-PmrpUAzHXJVBaZyP .icon-shape .label{text-align:center;}#mermaid-svg-PmrpUAzHXJVBaZyP .node.clickable{cursor:pointer;}#mermaid-svg-PmrpUAzHXJVBaZyP .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-PmrpUAzHXJVBaZyP .arrowheadPath{fill:#333333;}#mermaid-svg-PmrpUAzHXJVBaZyP .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-PmrpUAzHXJVBaZyP .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-PmrpUAzHXJVBaZyP .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-PmrpUAzHXJVBaZyP .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-PmrpUAzHXJVBaZyP .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-PmrpUAzHXJVBaZyP .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-PmrpUAzHXJVBaZyP .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-PmrpUAzHXJVBaZyP .cluster text{fill:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP .cluster span{color:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-PmrpUAzHXJVBaZyP .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-PmrpUAzHXJVBaZyP rect.text{fill:none;stroke-width:0;}#mermaid-svg-PmrpUAzHXJVBaZyP .icon-shape,#mermaid-svg-PmrpUAzHXJVBaZyP .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-PmrpUAzHXJVBaZyP .icon-shape p,#mermaid-svg-PmrpUAzHXJVBaZyP .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-PmrpUAzHXJVBaZyP .icon-shape .label rect,#mermaid-svg-PmrpUAzHXJVBaZyP .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-PmrpUAzHXJVBaZyP .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-PmrpUAzHXJVBaZyP .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-PmrpUAzHXJVBaZyP :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 任务分配
任务分析
Agent能力评估
分配策略
执行分配
贪心算法
遗传算法
拍卖机制

3.2 贪心分配算法

Python示例：任务分配

python 复制代码 
from typing import List, Dict, Any, Tuple

class TaskAllocator:
    def __init__(self):
        self.agents = {}
    
    def register_agent(self, agent_id: str, capabilities: Dict[str, float]):
        self.agents[agent_id] = {
            "capabilities": capabilities,
            "load": 0
        }
    
    def calculate_fitness(self, agent_id: str, task_requirements: Dict[str, float]) -> float:
        agent = self.agents.get(agent_id)
        if not agent:
            return 0.0
        
        score = 0.0
        total_requirements = sum(task_requirements.values())
        
        for skill, required in task_requirements.items():
            if skill in agent["capabilities"]:
                score += min(agent["capabilities"][skill], required)
        
        if total_requirements > 0:
            score /= total_requirements
        
        load_penalty = agent["load"] / 10.0
        return score - load_penalty
    
    def allocate(self, task: Dict[str, Any]) -> Optional[str]:
        requirements = task.get("requirements", {})
        
        if not self.agents:
            return None
        
        best_agent = None
        best_fitness = -float('inf')
        
        for agent_id in self.agents:
            fitness = self.calculate_fitness(agent_id, requirements)
            if fitness > best_fitness:
                best_fitness = fitness
                best_agent = agent_id
        
        if best_agent:
            self.agents[best_agent]["load"] += 1
        
        return best_agent
    
    def deallocate(self, agent_id: str):
        if agent_id in self.agents and self.agents[agent_id]["load"] > 0:
            self.agents[agent_id]["load"] -= 1

四、冲突解决

4.1 冲突类型

#mermaid-svg-vsW7cU565haVp2zf{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-vsW7cU565haVp2zf .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-vsW7cU565haVp2zf .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-vsW7cU565haVp2zf .error-icon{fill:#552222;}#mermaid-svg-vsW7cU565haVp2zf .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-vsW7cU565haVp2zf .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-vsW7cU565haVp2zf .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-vsW7cU565haVp2zf .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-vsW7cU565haVp2zf .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-vsW7cU565haVp2zf .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-vsW7cU565haVp2zf .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-vsW7cU565haVp2zf .marker{fill:#333333;stroke:#333333;}#mermaid-svg-vsW7cU565haVp2zf .marker.cross{stroke:#333333;}#mermaid-svg-vsW7cU565haVp2zf svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-vsW7cU565haVp2zf p{margin:0;}#mermaid-svg-vsW7cU565haVp2zf .label{font-family:"trebuchet ms",verdana,arial,sans-serif;color:#333;}#mermaid-svg-vsW7cU565haVp2zf .cluster-label text{fill:#333;}#mermaid-svg-vsW7cU565haVp2zf .cluster-label span{color:#333;}#mermaid-svg-vsW7cU565haVp2zf .cluster-label span p{background-color:transparent;}#mermaid-svg-vsW7cU565haVp2zf .label text,#mermaid-svg-vsW7cU565haVp2zf span{fill:#333;color:#333;}#mermaid-svg-vsW7cU565haVp2zf .node rect,#mermaid-svg-vsW7cU565haVp2zf .node circle,#mermaid-svg-vsW7cU565haVp2zf .node ellipse,#mermaid-svg-vsW7cU565haVp2zf .node polygon,#mermaid-svg-vsW7cU565haVp2zf .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-vsW7cU565haVp2zf .rough-node .label text,#mermaid-svg-vsW7cU565haVp2zf .node .label text,#mermaid-svg-vsW7cU565haVp2zf .image-shape .label,#mermaid-svg-vsW7cU565haVp2zf .icon-shape .label{text-anchor:middle;}#mermaid-svg-vsW7cU565haVp2zf .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-vsW7cU565haVp2zf .rough-node .label,#mermaid-svg-vsW7cU565haVp2zf .node .label,#mermaid-svg-vsW7cU565haVp2zf .image-shape .label,#mermaid-svg-vsW7cU565haVp2zf .icon-shape .label{text-align:center;}#mermaid-svg-vsW7cU565haVp2zf .node.clickable{cursor:pointer;}#mermaid-svg-vsW7cU565haVp2zf .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-vsW7cU565haVp2zf .arrowheadPath{fill:#333333;}#mermaid-svg-vsW7cU565haVp2zf .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-vsW7cU565haVp2zf .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-vsW7cU565haVp2zf .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-vsW7cU565haVp2zf .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-vsW7cU565haVp2zf .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-vsW7cU565haVp2zf .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-vsW7cU565haVp2zf .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-vsW7cU565haVp2zf .cluster text{fill:#333;}#mermaid-svg-vsW7cU565haVp2zf .cluster span{color:#333;}#mermaid-svg-vsW7cU565haVp2zf div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-vsW7cU565haVp2zf .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-vsW7cU565haVp2zf rect.text{fill:none;stroke-width:0;}#mermaid-svg-vsW7cU565haVp2zf .icon-shape,#mermaid-svg-vsW7cU565haVp2zf .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-vsW7cU565haVp2zf .icon-shape p,#mermaid-svg-vsW7cU565haVp2zf .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-vsW7cU565haVp2zf .icon-shape .label rect,#mermaid-svg-vsW7cU565haVp2zf .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-vsW7cU565haVp2zf .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-vsW7cU565haVp2zf .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-vsW7cU565haVp2zf :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 冲突类型
资源冲突
目标冲突
通信冲突
认知冲突
资源竞争
资源依赖
目标不一致
优先级冲突
消息冲突
协议冲突
信念冲突
观点冲突

4.2 冲突解决策略

Python示例：冲突解决

python 复制代码 
from typing import List, Dict, Any

class ConflictResolver:
    def __init__(self):
        self.resolution_strategies = {
            "priority": self._resolve_by_priority,
            "random": self._resolve_randomly,
            "negotiation": self._resolve_by_negotiation
        }
    
    def _resolve_by_priority(self, agents: List[str], conflict: Dict[str, Any]) -> str:
        priorities = conflict.get("priorities", {})
        return max(agents, key=lambda a: priorities.get(a, 0))
    
    def _resolve_randomly(self, agents: List[str], conflict: Dict[str, Any]) -> str:
        import random
        return random.choice(agents)
    
    def _resolve_by_negotiation(self, agents: List[str], conflict: Dict[str, Any]) -> str:
        proposals = conflict.get("proposals", {})
        best_proposal = max(proposals.items(), key=lambda x: x[1].get("benefit", 0))
        return best_proposal[0]
    
    def resolve(self, conflict: Dict[str, Any]) -> str:
        agents = conflict.get("agents", [])
        strategy = conflict.get("strategy", "priority")
        
        if strategy not in self.resolution_strategies:
            strategy = "priority"
        
        return self.resolution_strategies[strategy](agents, conflict)

五、协同通信协议

5.1 通信协议设计

#mermaid-svg-VbmNay84W4NLXTYI{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-VbmNay84W4NLXTYI .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-VbmNay84W4NLXTYI .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-VbmNay84W4NLXTYI .error-icon{fill:#552222;}#mermaid-svg-VbmNay84W4NLXTYI .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-VbmNay84W4NLXTYI .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-VbmNay84W4NLXTYI .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-VbmNay84W4NLXTYI .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-VbmNay84W4NLXTYI .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-VbmNay84W4NLXTYI .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-VbmNay84W4NLXTYI .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-VbmNay84W4NLXTYI .marker{fill:#333333;stroke:#333333;}#mermaid-svg-VbmNay84W4NLXTYI .marker.cross{stroke:#333333;}#mermaid-svg-VbmNay84W4NLXTYI svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-VbmNay84W4NLXTYI p{margin:0;}#mermaid-svg-VbmNay84W4NLXTYI .label{font-family:"trebuchet ms",verdana,arial,sans-serif;color:#333;}#mermaid-svg-VbmNay84W4NLXTYI .cluster-label text{fill:#333;}#mermaid-svg-VbmNay84W4NLXTYI .cluster-label span{color:#333;}#mermaid-svg-VbmNay84W4NLXTYI .cluster-label span p{background-color:transparent;}#mermaid-svg-VbmNay84W4NLXTYI .label text,#mermaid-svg-VbmNay84W4NLXTYI span{fill:#333;color:#333;}#mermaid-svg-VbmNay84W4NLXTYI .node rect,#mermaid-svg-VbmNay84W4NLXTYI .node circle,#mermaid-svg-VbmNay84W4NLXTYI .node ellipse,#mermaid-svg-VbmNay84W4NLXTYI .node polygon,#mermaid-svg-VbmNay84W4NLXTYI .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-VbmNay84W4NLXTYI .rough-node .label text,#mermaid-svg-VbmNay84W4NLXTYI .node .label text,#mermaid-svg-VbmNay84W4NLXTYI .image-shape .label,#mermaid-svg-VbmNay84W4NLXTYI .icon-shape .label{text-anchor:middle;}#mermaid-svg-VbmNay84W4NLXTYI .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-VbmNay84W4NLXTYI .rough-node .label,#mermaid-svg-VbmNay84W4NLXTYI .node .label,#mermaid-svg-VbmNay84W4NLXTYI .image-shape .label,#mermaid-svg-VbmNay84W4NLXTYI .icon-shape .label{text-align:center;}#mermaid-svg-VbmNay84W4NLXTYI .node.clickable{cursor:pointer;}#mermaid-svg-VbmNay84W4NLXTYI .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-VbmNay84W4NLXTYI .arrowheadPath{fill:#333333;}#mermaid-svg-VbmNay84W4NLXTYI .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-VbmNay84W4NLXTYI .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-VbmNay84W4NLXTYI .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-VbmNay84W4NLXTYI .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-VbmNay84W4NLXTYI .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-VbmNay84W4NLXTYI .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-VbmNay84W4NLXTYI .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-VbmNay84W4NLXTYI .cluster text{fill:#333;}#mermaid-svg-VbmNay84W4NLXTYI .cluster span{color:#333;}#mermaid-svg-VbmNay84W4NLXTYI div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-VbmNay84W4NLXTYI .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-VbmNay84W4NLXTYI rect.text{fill:none;stroke-width:0;}#mermaid-svg-VbmNay84W4NLXTYI .icon-shape,#mermaid-svg-VbmNay84W4NLXTYI .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-VbmNay84W4NLXTYI .icon-shape p,#mermaid-svg-VbmNay84W4NLXTYI .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-VbmNay84W4NLXTYI .icon-shape .label rect,#mermaid-svg-VbmNay84W4NLXTYI .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-VbmNay84W4NLXTYI .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-VbmNay84W4NLXTYI .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-VbmNay84W4NLXTYI :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 通信协议
消息格式
通信模式
协议栈
结构化消息
序列化
同步通信
异步通信
广播通信
应用层
传输层
网络层

5.2 组播通信

Python示例：组播通信

python 复制代码 
class MulticastCommunicator:
    def __init__(self):
        self.groups = {}
    
    def create_group(self, group_id: str):
        if group_id not in self.groups:
            self.groups[group_id] = {"members": set(), "messages": []}
    
    def join_group(self, group_id: str, agent_id: str):
        if group_id in self.groups:
            self.groups[group_id]["members"].add(agent_id)
    
    def leave_group(self, group_id: str, agent_id: str):
        if group_id in self.groups:
            self.groups[group_id]["members"].discard(agent_id)
    
    def send_to_group(self, group_id: str, message: Dict[str, Any], sender_id: str):
        if group_id not in self.groups:
            return
        
        message_data = {
            "sender_id": sender_id,
            "content": message,
            "timestamp": datetime.now().isoformat()
        }
        
        self.groups[group_id]["messages"].append(message_data)
        
        for member_id in self.groups[group_id]["members"]:
            if member_id != sender_id:
                self._deliver_message(member_id, message_data)
    
    def _deliver_message(self, agent_id: str, message: Dict[str, Any]):
        pass
    
    def get_messages(self, group_id: str, agent_id: str) -> List[Dict[str, Any]]:
        if group_id not in self.groups:
            return []
        
        return self.groups[group_id]["messages"]

六、协同案例：多Agent任务执行

6.1 协同流程

Agent3 Agent2 Agent1 协调器 用户 Agent3 Agent2 Agent1 协调器 用户 #mermaid-svg-2SO5EGoJrNVyCTD9{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-2SO5EGoJrNVyCTD9 .error-icon{fill:#552222;}#mermaid-svg-2SO5EGoJrNVyCTD9 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-2SO5EGoJrNVyCTD9 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-2SO5EGoJrNVyCTD9 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-2SO5EGoJrNVyCTD9 .marker.cross{stroke:#333333;}#mermaid-svg-2SO5EGoJrNVyCTD9 svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-2SO5EGoJrNVyCTD9 p{margin:0;}#mermaid-svg-2SO5EGoJrNVyCTD9 .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-2SO5EGoJrNVyCTD9 text.actor>tspan{fill:black;stroke:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-2SO5EGoJrNVyCTD9 .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-2SO5EGoJrNVyCTD9 .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-2SO5EGoJrNVyCTD9 #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-2SO5EGoJrNVyCTD9 .sequenceNumber{fill:white;}#mermaid-svg-2SO5EGoJrNVyCTD9 #sequencenumber{fill:#333;}#mermaid-svg-2SO5EGoJrNVyCTD9 #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-2SO5EGoJrNVyCTD9 .messageText{fill:#333;stroke:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-2SO5EGoJrNVyCTD9 .labelText,#mermaid-svg-2SO5EGoJrNVyCTD9 .labelText>tspan{fill:black;stroke:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .loopText,#mermaid-svg-2SO5EGoJrNVyCTD9 .loopText>tspan{fill:black;stroke:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-2SO5EGoJrNVyCTD9 .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-2SO5EGoJrNVyCTD9 .noteText,#mermaid-svg-2SO5EGoJrNVyCTD9 .noteText>tspan{fill:black;stroke:none;}#mermaid-svg-2SO5EGoJrNVyCTD9 .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-2SO5EGoJrNVyCTD9 .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-2SO5EGoJrNVyCTD9 .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-2SO5EGoJrNVyCTD9 .actorPopupMenu{position:absolute;}#mermaid-svg-2SO5EGoJrNVyCTD9 .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 / 0.4));}#mermaid-svg-2SO5EGoJrNVyCTD9 .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-2SO5EGoJrNVyCTD9 .actor-man circle,#mermaid-svg-2SO5EGoJrNVyCTD9 line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-2SO5EGoJrNVyCTD9 :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 复杂任务请求 任务分解 子任务1 子任务2 子任务3 执行子任务1 执行子任务2 执行子任务3 子任务1完成 子任务2完成 子任务3完成 结果汇总 任务完成

6.2 代码示例：任务协调器

python 复制代码 
class TaskCoordinator:
    def __init__(self):
        self.agents = {}
        self.tasks = {}
    
    def register_agent(self, agent_id: str, capabilities: List[str]):
        self.agents[agent_id] = {
            "capabilities": capabilities,
            "status": "idle"
        }
    
    def decompose_task(self, task: Dict[str, Any]) -> List[Dict[str, Any]]:
        return [
            {"subtask_id": f"{task['task_id']}-1", "requirements": ["analysis"]},
            {"subtask_id": f"{task['task_id']}-2", "requirements": ["computation"]},
            {"subtask_id": f"{task['task_id']}-3", "requirements": ["summary"]}
        ]
    
    def assign_subtasks(self, task: Dict[str, Any]):
        subtasks = self.decompose_task(task)
        self.tasks[task["task_id"]] = {
            "subtasks": subtasks,
            "completed": [],
            "status": "in_progress"
        }
        
        for subtask in subtasks:
            for agent_id, info in self.agents.items():
                if info["status"] == "idle":
                    if any(cap in subtask["requirements"] for cap in info["capabilities"]):
                        info["status"] = "busy"
                        self._assign_to_agent(agent_id, subtask)
                        break
    
    def _assign_to_agent(self, agent_id: str, subtask: Dict[str, Any]):
        pass
    
    def mark_complete(self, task_id: str, subtask_id: str):
        if task_id in self.tasks:
            self.tasks[task_id]["completed"].append(subtask_id)
            
            if len(self.tasks[task_id]["completed"]) == len(self.tasks[task_id]["subtasks"]):
                self.tasks[task_id]["status"] = "completed"

七、总结与下一步

7.1 本文总结

本文介绍了多Agent系统的协同机制：

  1. 协同模式：集中式、分布式、混合式
  2. 协同算法：契约网协议、拍卖机制
  3. 任务分配：贪心算法、能力匹配
  4. 冲突解决：优先级、协商、随机
  5. 通信协议：组播、广播

7.2 下一步

下一篇文章将介绍Agent的情感与社交能力。

上一篇：第11篇：复杂Agent系统架构设计

下一篇：第13篇：Agent的情感与社交能力

相关推荐
Hello_Pyhx2 小时前
dsh-purge 1.1.71 安装后没生效：按路径、profile 和进程排查
agent·deepseek·skills
沛东的认知和实践3 小时前
模型会自己伪造工具结果：一次 Agent 评测暴露的 Harness 工程问题——从一句 `count=0`，看模型输出、工具执行和上下文权威的边界
llm·agent
用户70988330008493 小时前
Cloudflare 开源 security-audit-skill：让 Coding Agent 变成安全审计员
agent
个人学习3 小时前
我拆完 OpenClaw 源码后，终于明白一个 Web 框架是怎么“长”出来的
openai·agent
weixin_435208163 小时前
大模型面试宝典—大模型（LLMs）基础面
人工智能·职场和发展·agent
灵动的艺术5 小时前
如一 Agent 架构解读（二十一）：SubAgent 体系——封装、闭环与可交互
人工智能·agent·如一
绝望的蛋炒饭6 小时前
长会话的模型选型：缓存命中率如何决定真实成本
人工智能·后端·agent
Topskys6 小时前
RSI递归自我改进
agent
JGrigg6 小时前
DeepSeek 的“思考过程”到底是什么？
agent
热门推荐
01国内可直接用、免费额度/永久免费的大模型API清单（含 SiliconFlow、火山、阿里、智谱、百度、Kimi、DeepSeek、DMXAPI 等）02如何新建文件夹？ 电脑新建文件夹的4种方法03GitHub 镜像站点04历年考研数学一、数学二、数学三真题试卷及答案PDF05几个好用的ip纯净度检测网站06ai安全工具:CyberStrikeAI安装部署与使用07苹果iPA游戏软件资源下载网站08昇腾910B系列芯片完全指南：四款型号对比、服务器选型与大模型部署实战09「全语录+省流版」邵艾伦 × 孙宇晨：聊风口、聊个人IP、聊年轻人如何抓住 AI 时代的机会10乙二醇水溶液物性参数