NiDDAl+DevelopmentDigitalSummit上海站Al+-研發(fā)數(shù)字峰會(huì)擁抱AI重塑研發(fā)基于LangGraph框架和Ambient智能體構(gòu)建企業(yè)級(jí)智能平臺(tái)從被動(dòng)響應(yīng)到主動(dòng)感知的范式轉(zhuǎn)變事件驅(qū)動(dòng)減少交互負(fù)擔(dān)Ambient智能體代表了AI應(yīng)用從被動(dòng)響應(yīng)到主動(dòng)感知的范式轉(zhuǎn)變，通過(guò)事件驅(qū)動(dòng)和多任務(wù)并行能力，顯著減少用戶交互負(fù)擔(dān)。20252025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)圖說(shuō)傳統(tǒng)Al與Ambient智能體的區(qū)別TRADITIONALAIAPPLICATIONSAMBIENTAGENTSOnlyoneconversationatt→environmentandeventsRequestsuser傳統(tǒng)AI與Ambient智能體的區(qū)別NiDD6t傳統(tǒng)AI模式Ambient智能體模式適用企業(yè)場(chǎng)景P2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)LangGraph智能體開(kāi)放框架·LangGraph是一個(gè)用于構(gòu)建基于圖結(jié)構(gòu)的代理應(yīng)用。它允許開(kāi)發(fā)者將復(fù)雜的AI任務(wù)分解為相互連接的節(jié)點(diǎn)和邊，每個(gè)節(jié)點(diǎn)代表一個(gè)特定的操作或決策點(diǎn)。·LangGraph支持循環(huán)和分支邏輯，提供內(nèi)置的狀態(tài)持久化機(jī)制，并支持人機(jī)交互工作流。該框架的設(shè)計(jì)理念是使AI工作流更加模塊化、可視化和可控。發(fā)者提供了強(qiáng)大的工具來(lái)創(chuàng)建高度靈活和可擴(kuò)展的語(yǔ)言處理系統(tǒng)響性能，特別是在大規(guī)模應(yīng)用中。fromLanggraph.graphimportStateGraph,ENDfromlanggraph.prebuiltimportTooLNodedefshould_continue(state):messages=state['messages']last_message=messages[-1]iflast_message.tool_calls:defcall_model(state):messages=state['messages']response=model.invoke(messages)return{"messages":[response]}workfLow.add_node("agent",call_model)workflow.add_conditional_edges("agent",should_continue)final_state=app.invoke({"messages":[HumanMessage(content=")2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)圖說(shuō)|業(yè)內(nèi)一些知名智能體框架的關(guān)注點(diǎn)基于圖結(jié)構(gòu)的復(fù)雜應(yīng)用文提供多樣化的輸出器提供靈活的存儲(chǔ)解圓6在圖結(jié)構(gòu)持久化方2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)LangGraph強(qiáng)力支持Ambient智能體的構(gòu)建NiDD在每個(gè)操作或圖節(jié)點(diǎn)之間保存代理狀態(tài)，允許智能體在等待用戶反饋時(shí)"暫停"執(zhí)行，支持短期對(duì)話記憶和上下文保持，確保系統(tǒng)崩潰或重啟后能恢復(fù)執(zhí)行狀態(tài)。提供內(nèi)置的interrupt方法，允許智能體在關(guān)鍵點(diǎn)暫停并請(qǐng)求用戶輸入，支持多種交互類(lèi)型(通知、提問(wèn)、審查),能夠處理用戶的接受、忽略、回復(fù)或編輯操作。提供命名空間化的鍵值存儲(chǔ)，支持語(yǔ)義搜索，允許智能體根據(jù)用戶反饋更新記憶，促進(jìn)智能體隨時(shí)間學(xué)習(xí)和適應(yīng)。內(nèi)置cron作業(yè)支持，允許智能體按計(jì)劃運(yùn)行。2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)Supportsmultipleinteractiontypes!2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)human-in-the-loop非示例：使用interrupt方法請(qǐng)求用戶輸入request:HumanInterrupt={"args":{"recipient":"client@","subject":"項(xiàng)目更新"子}2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)企業(yè)級(jí)Ambient智能體的主要交互方式NiDD6t通知模式提醒用戶注意重要事件，但不代表用戶采取行動(dòng)。適用于重要郵件到達(dá)、緊急會(huì)議請(qǐng)求、截止日期提醒等場(chǎng)?提問(wèn)模式獲取缺失信息，解除智能體決策阻塞。適用于需要用戶偏好的決策、缺少關(guān)鍵信息的任務(wù)、多個(gè)可能選項(xiàng)需要用戶選擇的情況。請(qǐng)求用戶審核智能體生成的內(nèi)容或決策。適用于郵件草稿審核、會(huì)議安排確認(rèn)、文檔審批等需要人類(lèi)最終確認(rèn)的場(chǎng)景。企業(yè)級(jí)Ambient智能體的主要交互方式：通知模式NDD?提醒用戶注意重要事件，但不代表用戶采取行動(dòng)。適用場(chǎng)景：重要郵件到達(dá)(如包含DocuSign的郵件)緊急會(huì)議請(qǐng)求截止日期提醒異常事件檢測(cè){{"description":"檢測(cè)到來(lái)自法律部門(mén)的DocuSign請(qǐng)求，需要您的簽名。}用戶體驗(yàn)考量：√通知應(yīng)簡(jiǎn)潔明了√提供足夠上下文讓用戶理解重要性√允許用戶輕松忽略或標(biāo)記為已讀20252025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)企業(yè)級(jí)Ambient智能體的主要交互方式：提問(wèn)模式NiDD?獲取缺失信息，解除智能體決策阻塞。?需要用戶偏好的決策(如是否參加會(huì)議)?缺少關(guān)鍵信息的任務(wù)?多個(gè)可能選項(xiàng)需要用戶選擇②需要確認(rèn)假設(shè)的情況楚如何最好地執(zhí)行，因?yàn)樗狈σ恍┫嚓P(guān)信息。”{{"action_request":{"action":"conference_attendance","conference":"AISum}用戶體驗(yàn)考量：企業(yè)級(jí)Ambient智能體的主要交互方式：審查模式NiDD?讓用戶審核智能體計(jì)劃執(zhí)行的重要操作。動(dòng)硬編碼審查?！眥{}}對(duì)于高風(fēng)險(xiǎn)操作，可禁用忽略選項(xiàng)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱AI重塑研發(fā)AgentInbox:集中管理智能體交互的新型界面NDDAgentInbox是專(zhuān)為Ambient智能體設(shè)計(jì)的用戶界面，用于跟蹤和管理所有未完成的操作。組合。”這種設(shè)計(jì)解決了傳統(tǒng)聊天界面的局限性，特別是在處理多個(gè)并行任務(wù)時(shí)的混亂問(wèn)題。未來(lái)版本將支持基于優(yōu)先級(jí)的排序和團(tuán)隊(duì)協(xié)作功能。集中管理交互三任務(wù)跟蹤靈活的UI組件ViewTasksinAgentInboxLangGraphAppInboxTwoScheduleTweet#Schedulepostwiththe..ScheduleTweet#Schedulepostwiththe….ScheduleTweet#Schedulepostwiththe..ScheduleTweet#Schedulepostwiththe..(AllInterruptedIdleBusyErrorScheduleTweet#Schedulepostwiththe.….RequiresRequiresRequiresRequiresRequiresActionJActionActionActionAction2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)TakeActionAcceptIgnoreAcceptIgnorecommodoconsequat.Du案例|企業(yè)郵件助手智能體NiDD6t郵件智能分類(lèi)人機(jī)協(xié)作狀態(tài)日歷管理●查看用戶日程●協(xié)助安排會(huì)議●創(chuàng)建日歷事件(需用戶批準(zhǔn))中斷類(lèi)型案例企業(yè)郵件助手智能體(工作流程總覽)Self-improvinge-mailassistantAgent(LangGraph)○○InterruptInterruptTesting(LangSmith)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)案例|企業(yè)郵件助手智能體(智能體核心工作流)start_end__end_重塑研發(fā)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)2025案例|企業(yè)郵件助手智能體2.write_email(to,subject,content)-Send3.schedule_meeting(attendees,subject,duration_minutes,preferred_day)-Schedulecalendar3.Formeetingrequest5.Ifyouscheduledameeting,thendraf2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)案例|企業(yè)郵件助手智能體(智能體人機(jī)環(huán)路)ResponseAgentAllowsusertoreviewspecifictoolcallsandlearnsfromuserfeedbackResponseAgenttoolcallUserDecisionacceptTriageRouterTriagesemailsfortheuserUseracceptsthetoolcall,soagentexecutesit —→DoneUserDecisionStopandE-mailRouter"notify"waitforuserignore—editwaitforuserignorerespond→schedule_meeting-Usereditsthetoolcall,soagentexecuteseditedtoolcall>write_email-Userignoresthetoolcall,sojustend>question——→→Usergivesfeedbackonthe>write_email——→..Agentusesthisinfollow-up>question—→→editedtoolargsCalltoolLLMDone—→End—→EndEndu2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)案例企業(yè)郵件助手智能體(人機(jī)環(huán)路結(jié)構(gòu)體)AiDD"action":"write_email",非Name,非非,非,非r}2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)8④⑥℃案例|企業(yè)郵件助手智能體8④⑥℃①LangChainlne√>Deployments>&ostudioemailLassistanthitl√8山_start_山目么triage_router么triage_interrupt_handlerresponse_agent>Description**Subject**:Quickquestionab...ActionRequest>Actionwrite_email√Args>ContentHiAlice,Thankyouforreach....>SubjectRe:QuickquestionaboutAP1…>Toalice.smith@>AllowAccepttrue>AllowEdittrue>Allowlgnoretrue>AllowRespondtrueAgentInboxE-mailAssistantHITL>InterruptedCLocalEAIA回AllInterruptedIdleBusy?ErrorEHE-mailAssistanthitl_memory血write_email**Subject**:QuickquestionaboutAPIdocumentation**From**:A...·RequiresAction04/146:00PM●·write_email#OriginalEmail**Subject*:Scheduledmaintenance-database..·RequiresAction04/042:10PMEmailAssistant:notify#OriginalEmail**Subject**:Scheduledmaintenance-databased...·RequiresAction04/042:01PMwrite_email#OriginalEmail**Subject**:QuickquestionaboutAPIdocuments...RequiresAction04/04PM·EmailAssistant:notify#OriginalEmail**Subject**:Scheduledmaintenance-databased...RequiresAction04/033:55PMSettingsDocumentation*QuestionforUserWouldyoulikemetoscheduleaquickmeeting...RequiresAction04/033:44PM·Question#ToolCall:QuestionArguments:{"content":"Wouldyoulike…·RequiresAction04/033:41PM·Question#ToolCallQuestionArguments:{"content":"Wouldyoulike..RequiresAction04/033:38PM2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)Agentlnbox□←writeemailIDStudioEE-mailAssistanHl.·Edit/AcceptEdit/AcceptResetToThankyouforreachingoutregardingtheAPIdocumentationforthenewauthenticationservice.Iwilinvestigatewhethertheendpoints/auth/refreshand/auth/vaSubject:QuickquestionaboutAPIdocumentationFrom:AliceSmithalice.smith@To:JohnDoejohn.doe@HiJohn,IwasreviewingtheAPIdocumentationforthenewauthenticationserviceandnoticedafewendpointsseemtobemissingfromthespecs.Couldyouhelpclarifyifthiswasintentionalorifweshouldupdatethedocs?Specifically,I'mlookingat:·/auth/refresh·/auth/validateThanks!AliceTo:alice.smith@Subject:Re:QuickquestionaboutAPIdocumentationHiAlice,ThankyouforreachingoutregardingtheAPIdocumentationforthenewauthenticationservice.Iwillinvestigatewhethertheendpoints/auth/refreshand/auth/validatewereintentionallyomittedorifthedocumentatonneedsupdating.2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)2025Al+-研發(fā)數(shù)字峰會(huì)|擁抱Al重塑研發(fā)山田◎案例|企業(yè)郵件助手智能體(用戶處理后更新記憶)N山田◎pemissingtromtnespecs.Couiayouneipciarnryirtniswasintentionalorifweshouldupdatethedocs?triage_preferencesbackground3>calLpreferencestriage_preferencesbackground3>calLpreferences1√response_preferences12laddblae-8b6c-4077-94e0-e936408e3a36ntationemailassistant×response_prefereValueafewsecondsagoionaboutAPIlice.smith@afewsecondsagoionaboutAPIlice.smith@>>244briefanddirectaspossible,focusingontheessentialmessagewithoutadditionalcontextocumentationocumentationforthenewdnoticedafewendpointsthespecs.Couldyouhelpialorifweshouldupdate6JSONRAWO}EmailInput+AddnewitemDeleteResetScontentThanks!Iwillfixit!案例衍生企業(yè)審批流程助手智能體基于L