2026 AI創(chuàng)新實(shí)踐論壇·上海站材料分享 -AgentTeams·企業(yè)級(jí)多Agent協(xié)作與治理平臺(tái) 從協(xié)作到統(tǒng)一管理與治理一站式AgentHarness落地方案

AgentTeams·企業(yè)級(jí)多Agent協(xié)作與治理平臺(tái)從協(xié)作到統(tǒng)一管理與治理，一站式AgentHarness落地方案行業(yè)趨勢(shì)與企業(yè)挑戰(zhàn)?協(xié)作不透明Agent間通信黑盒，人類無法有效監(jiān)督和介入X安全合規(guī)缺失Agent直持憑證，密鑰泄露風(fēng)險(xiǎn)高，操作無法審計(jì)$成本不可控?協(xié)作不透明Agent間通信黑盒，人類無法有效監(jiān)督和介入X安全合規(guī)缺失Agent直持憑證，密鑰泄露風(fēng)險(xiǎn)高，操作無法審計(jì)$成本不可控Token消耗無監(jiān)控，Agent算力資源浪費(fèi)嚴(yán)重!!Agent散落無治理各部門Agent來源雜、框架多，缺乏統(tǒng)一管控視角2024-20252025-20262026-2027單Agent試用部門級(jí)多Agent試點(diǎn)企業(yè)級(jí)大規(guī)模部署Matrix協(xié)議·分布式協(xié)作網(wǎng)絡(luò)，跨實(shí)例任務(wù)分派·Agent即插即用MatrixRoom全量審計(jì)軌跡，Human-in-the-Loop·SLS觀測(cè)大盤AI網(wǎng)關(guān)統(tǒng)一憑證管理，ConsumerToken身份·per-consumerACLManager-TeamTL-Worker架構(gòu)分層，引擎熱插拔·OpenClaw/QwenPaw/ClaudeCode可替換UNIFIEDPLATFORMFORMANAGEMENT·COLLABORATION·GOVERNANCEAgentTeams·多Agent協(xié)作·治理·管理統(tǒng)一底座支持托管QwenPaw，納管OpenClaw、ClaudeCode等各類Agent與CLIAgentTeams·多Agent協(xié)作·治理·管理統(tǒng)一底座零信任·憑證隔離Multi-HumanAgent托管QwenPaw納管OpenClaw個(gè)人超級(jí)助手一人公司OPC企業(yè)數(shù)字員工B2B2CAgent業(yè)務(wù)Agent社交WorkerAgentMulti-AgentAgentTeams·不是工具·而是多Agent協(xié)作管理底座不是替代開發(fā)工具，而是讓企業(yè)敢把多Agent放上生產(chǎn)AgentTeamsClaudeCode·CMA定位企業(yè)級(jí)多Agent協(xié)作·治理·管理統(tǒng)一底座多Agent編排庫/SDKAgent實(shí)現(xiàn)任意Agent與CLl納管·跨Agent實(shí)現(xiàn)Qwenpaw/openclaw/claudecode/自研綁定自身框架協(xié)作模型MatrixIM全透明·A2A+A2H·跨主機(jī)進(jìn)程內(nèi)函數(shù)調(diào)用編排安全治理零信任Al網(wǎng)關(guān)·憑證隔離·Al資產(chǎn)統(tǒng)一管理基本靠自行實(shí)現(xiàn)可觀測(cè)Room留痕·SLS日志&全鏈路·AgentLOOP下鉆基本靠自行實(shí)現(xiàn)部署彈性ACSSandboxHPA·單session單實(shí)例自運(yùn)維基本靠自行實(shí)現(xiàn)模型類型四道防線·重塑多Agent協(xié)同的信任邊界RuntimeIsolationSecureCommunicationRuntimeIsolationSecureCommunicationTrustedSupplyChainIdentity&AccessCOLLABORATIVEARCHITECTURE基于Manager·TeamTL·Worker架構(gòu)的協(xié)同底座(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)(WorkerAgent)AgentAgent(WorkerAgent)(WorkerAgent)團(tuán)隊(duì)管理·AgentTeams的人機(jī)協(xié)同組織模型LAYER1·TEAMCOMPOSITION（團(tuán)隊(duì)組成）EXAMPLE1一對(duì)一任務(wù)溝通AdminTLAgentEXAMPLE2專項(xiàng)任務(wù)執(zhí)行EXAMPLE1一對(duì)一任務(wù)溝通AdminTLAgentEXAMPLE2專項(xiàng)任務(wù)執(zhí)行人與人直接交互Agent與Agent任務(wù)分配人與人直接交互TeamRoom/TaskRoom任務(wù)委托三種交互方式·全場(chǎng)景覆蓋Agent協(xié)作AgentTeams原生客戶端AgentTeams原生客戶端Agent服務(wù)化接口!AgentTeamsAgentTeams·統(tǒng)一底座·靈活接入·一致體驗(yàn)AgentTeams無縫托管和納管各類Agent·CLIQWENPAW·OPENCLAW·CLAUDECODE!!多Agent協(xié)作·治理·管理!多Agent協(xié)作·治理·管理)協(xié)同后續(xù)支持納管更多后續(xù)支持納管更多AgentCodex·HermesAgent·自定義Agent·其他CLI集成ACSSandbox·安全隔離·彈性伸縮·按需計(jì)費(fèi)資源·網(wǎng)絡(luò)·存儲(chǔ)三重隔離Session親和·SandboxHPA深休眠·按需計(jì)費(fèi)SandboxHPA：按波峰波谷自動(dòng)擴(kuò)縮SandboxHPA：按波峰波谷自動(dòng)擴(kuò)縮ACSSandboxSessionA↑秒級(jí)新建拉起WorkerAgentSessionB扛并發(fā)、壓時(shí)延：WorkerAgent三種伸縮方式壓時(shí)延壓時(shí)延·進(jìn)程內(nèi)TeamATeamBTeamC擴(kuò)并發(fā)·TeamATeamBTeamC擴(kuò)并發(fā)·TEAM級(jí)AgentAgentAgent擴(kuò)并發(fā)·SESSION級(jí)并發(fā)靠加Sandbox/加Team副本橫向擴(kuò)時(shí)延靠把Subagent收進(jìn)同一進(jìn)程壓到最低統(tǒng)一管理Models·MCP·Skill·Agent模板AI資產(chǎn)4FULL-STACKOBSERVABILITYAgentTeams全棧可觀測(cè)·端到端追蹤每一次Agent調(diào)用鏈路上下文/Trace鏈路上下文/Trace鏈路上下文/Trace集成AgentLoop·數(shù)據(jù)驅(qū)動(dòng)的Agent持續(xù)進(jìn)化飛輪數(shù)字員工協(xié)作成功·失敗案例AgentTeams·應(yīng)用場(chǎng)景PANORAMICVIEWOFAGENTTEAMSAgentTeams落地全景用戶身份透?jìng)髦罙gent·操作可歸屬到人釘釘/飛書/企業(yè)微信AgentIdentity簽發(fā)工作負(fù)載身份企業(yè)用戶/員工企業(yè)IdP/SSO用戶體系QwenPawQwenPawQwenPawQwenPawQwenPaw企業(yè)提效·員工應(yīng)用場(chǎng)景AgentTeam用法AgentTeam用法02·服務(wù)化用法01·對(duì)話式AgentAgentTeam企業(yè)提效·員工應(yīng)用場(chǎng)景示例運(yùn)營AINative數(shù)據(jù)運(yùn)營AINative數(shù)據(jù)分析系統(tǒng)PDSAAINative工作臺(tái)SRSREAINative診斷系統(tǒng)B2B2C·B2C·SCENARIOBLUEPRINTS把能力封裝為對(duì)外Agent服務(wù)：三個(gè)落地場(chǎng)景同一套AgentTeams：SaaS廠商把能力封裝為多租戶Agent服務(wù)B2B2CB2B2C·CRMSaaS廠商不再賣API/席位：把CRM能力封裝為按租戶生成的WorkerAgent，對(duì)外服B2C·運(yùn)動(dòng)健身App訓(xùn)練/飲食/恢復(fù)多個(gè)Agent組隊(duì)，陪用戶走完個(gè)性化健身全程。私人健身團(tuán)隊(duì)—Team·TL調(diào)度訓(xùn)練計(jì)劃·周期編排客戶·商機(jī)·工單客戶·商機(jī)·工單·數(shù)據(jù)分析能力封裝·統(tǒng)一管控按租戶下發(fā)按租戶生成·租戶A·B·C…對(duì)外輸出下游企業(yè)+其C端用戶動(dòng)作指導(dǎo)·姿態(tài)糾正營養(yǎng)飲食·餐食搭配恢復(fù)睡眠·負(fù)荷管理激勵(lì)陪練·習(xí)慣養(yǎng)成B2C·選車/用車平臺(tái)一句話提問，一支多Agent團(tuán)隊(duì)協(xié)作完成從選車到用車的全流程。選車·用車智囊團(tuán)—Team·TL調(diào)度選車顧問·需求匹配選型比價(jià)砍價(jià)·實(shí)時(shí)行情試駕預(yù)約·到店安排用車保養(yǎng)·周期提醒二手估值·殘值評(píng)估用Agent重構(gòu)業(yè)務(wù)流程：模塊/功能/流程的三級(jí)映射TeamWorkerAgentSubagent·同進(jìn)程業(yè)務(wù)視角AgentTeams實(shí)現(xiàn)WorkerAgent1WorkerAgent2WorkerAgent3WorkerAgent·業(yè)務(wù)功能①內(nèi)部業(yè)務(wù)流程=Subagent鏈（同一進(jìn)程）Subag