演練：使用VB開發多智能體協作的榮格八維分析器

在大語言模型高速發展的時代，我們面對困難的語義分析任務，通過構建智能體進行處理是一個流行趨勢。本文將介紹如何使用 Visual Basic .NET 開發一個多智能體協作系統，用于分析聊天記錄中特定人物的榮格八維人格類型。

本文使用 CC-BY-NC-SA 4.0 協議。轉載或者 AI 模型/智能體使用請注明出處并標注作者 Nukepayload2。

背景知識

什么是榮格八維？

榮格八維理論是心理學家卡爾·榮格提出的認知功能理論，后發展為多個分支，其中人氣較高的是 MBTI。該理論認為人的認知功能可以分為八種，在不同的位置中擔任不同的原型。這些功能隨著人的成長而發展，并且具有先天性。

本文的軟件工具分析的是什么？

工具分析的是對話中的人使用的人格面具。由于人的八個認知功能擔任的原型是先天確定的，為了適應環境，人們會發展并使用人格面具。以樹作為比喻，如果先天確定的功能偏好是樹根，那么人格面具就是頂部的樹枝和樹葉。在對話中，人格面具以及其中的氣質能被 AI 捕捉到，作為輸入進行相應的分析。

智能體協作的意義

在榮格八維分析任務中，單一智能體往往難以處理所有方面。通過多個專門化智能體協作，我們可以：

  • 提高分析準確性
  • 并行處理不同維度的信息
  • 更好地控制分析流程
  • 精準提供實時反饋
  • 避免超長的提示詞導致推理費用失控

需求分析

目標用戶場景

想象你是一個心理學研究者，需要分析一段多人對話記錄中特定人物的人格特征（使用了怎樣的人格面具）。你希望系統能夠：

  1. 從聊天記錄中識別目標人物的發言
  2. 分析該人物在八維功能上的傾向性
  3. 確定各功能在人格中的可能位置
  4. 生成詳細的分析報告
  5. 允許在分析過程中提供補充信息
  6. 實時查看分析過程

核心功能需求

  1. 聊天記錄分析?- 能夠解析多人對話記錄
  2. 多維度評估?- 并行分析八種認知功能
  3. 流程控制?- 按照預定義順序執行分析步驟
  4. 實時反饋?- 顯示分析過程和中間結果
  5. 交互式答疑?- 分析完成后回答用戶問題
  6. 中斷處理?- 允許用戶在分析過程中插入信息

系統架構設計

整體架構

系統采用主從式智能體架構：

主智能體
├── 八維得分分析器 (8個子智能體)
├── 八維位置分析器
├── 報告生成器
└── 共享工具系統├── 筆記管理工具├── 待辦事項工具└── 分析工具

數據流設計

  1. 輸入階段：用戶提交聊天記錄和目標人物
  2. 分析階段：并行調用八個子智能體分析各維度
  3. 整合階段：綜合分析結果確定功能位置
  4. 輸出階段：生成報告并進入答疑模式

狀態管理

系統的智能體是無狀態的，它們通過共享上下文(MbtiAnalysisContext)傳遞信息。

Public Class MbtiAnalysisContextPublic Property Note As New ConcurrentDictionary(Of String, String)Public Property TodoList As New List(Of TodoItem)' 其它內容省略
End Class

開發工具選擇

既然是自己做研究，就選自己最擅長的，最大化研究效率。

  • VB 17.13（最新的 .NET SDK 9.x 自帶）
  • Avalonia UI（使用?Nukepayload2.SourceGenerators.AvaloniaUI 提供設計時支持）
  • 一些 AI 輔助編程插件

關鍵技術實現

1. 工作流控制

在智能體的用戶界面加載時，初始化分析器上下文并啟動主循環。通過一個無限循環，系統持續運行分析任務，直到用戶取消操作。當發生取消操作時，系統會根據情況重置分析器或設置中斷請求標志。

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Private Async Sub MbtiStatelessAnalyzerView_Loaded() Handles Me.Loaded' 設計時和重入處理（省略）' 啟動分析器_analyzer.ResetContext()DoTryAwait _analyzer.RunAnalysisLoopAsync(_cancelSrc.Token)Catch ex As OperationCanceledException When ex.CancellationToken = _cancelSrc.Token' 省略取消處理End TryLoop
End Sub

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智能體內采用項目管理的方式來追蹤待辦事項。為了確保分析按正確順序進行，硬編碼待辦事項列表。

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' 被 ResetContext 調用
Private Sub InitializeTodoList()With _context.TodoList.Add(New TodoItem("1", "收集聊天記錄和目標用戶", "...")).Add(New TodoItem("2", "八維分數統計", "...")).Add(New TodoItem("3", "八維位置的可能性", "...")).Add(New TodoItem("4", "產生報告", "..."))End With
End Sub

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主循環會按順序處理這些任務：

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Public Async Function RunAnalysisLoopAsync(cancellationToken As CancellationToken) As TaskDim result As StringDoresult = Await ProcessMessageAsync(cancellationToken)If result <> Nothing Then_chatHistoryItems.Add(MessageHistoryItem.CreateBotMessage(result))End IfLoop Until cancellationToken.IsCancellationRequested
End Function

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核心的任務處理邏輯在ProcessMessageAsync方法中實現：

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Private Async Function ProcessMessageAsync(cancellationToken As CancellationToken) As Task(Of String)' 查找第一個未完成的任務Dim currentTask As TodoItem = _context.TodoList.FirstOrDefault(Function(it) Not it.IsCompleted)' 處理任務If currentTask IsNot Nothing Then' 處理用戶中斷插嘴（簡化）' ...' 根據任務類型調用相應的處理方法（簡化）Select Case currentTask.TitleCase "收集聊天記錄和目標用戶"Return Await CollectChatRecordsAndTargetAsync(cancellationToken)Case "八維分數統計"Return Await ProcessFunctionScoresAsync(cancellationToken)Case "八維位置的可能性"Return Await ProcessFunctionPositionsAsync(cancellationToken)Case "產生報告"Return Await ProcessGenerateReportAsync(cancellationToken)Case ElseReturn "錯誤：未知任務 " & currentTask.TitleEnd Select' 清理用戶中斷插嘴（簡化）' ...Else' 所有任務都已完成，進入答疑狀態Return Await AnswerQuestionsAsync(cancellationToken)End If
End Function

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子任務處理函數包括：

  1. CollectChatRecordsAndTargetAsync：負責收集用戶提供的聊天記錄和目標分析對象
  2. ProcessFunctionScoresAsync：調用八個并行的子智能體計算目標人物在八維功能上的得分
  3. ProcessFunctionPositionsAsync：分析各功能在人格中的可能位置
  4. ProcessGenerateReportAsync：綜合所有分析結果生成最終報告
  5. AnswerQuestionsAsync：所有分析任務完成后，進入交互式答疑模式

這些函數會根據任務類型調用相應的工具（主要是查看筆記、調用子智能體和記錄筆記），然后標記任務完成并返回結果。

2. 實時推理顯示

系統通過數據綁定和事件處理機制實現實時更新。例如，在XAML視圖中定義日志顯示區域：

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<ItemsControl><ItemsControl.ItemTemplate><DataTemplate DataType="local:MbtiAnalysisLogItem"><Border BorderBrush="LightGray" BorderThickness="0,0,0,1" Padding="4"><Expander IsExpanded="True" HorizontalAlignment="Stretch"><Expander.Header><TextBlock Text="{Binding StepName}" FontWeight="Bold" Foreground="Blue"/></Expander.Header><TextBlock Text="{Binding Text}" TextWrapping="Wrap" Margin="0,2,0,0"/></Expander></Border></DataTemplate></ItemsControl.ItemTemplate>
</ItemsControl>

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用了數據綁定，智能體只要修改集合和屬性，UI 就能自動更新。

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Await My.AI.Chat.ChatAsyncWithRetry(chatHistory,Sub(response)responseBuilder.Append(response)' 更新消息內容，這會讓綁定了屬性的控件顯示最新的數據botMessage.Text = responseBuilder.ToString()End Sub,cancellationToken)

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智能體 UI 代碼還使用 Handles 子句進行消息變更事件處理，使得滾動條自動滾動到最新項：

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Private Sub LogItems_CollectionChanged(sender As Object, e As NotifyCollectionChangedEventArgs) Handles LogItems.CollectionChangedIf e.Action = System.Collections.Specialized.NotifyCollectionChangedAction.Add ThenLastLogItem = LogItems.ElementAtOrDefault(LogItems.Count - 1)AutoScrollToLastItem()End If
End SubPrivate Sub LastLogItem_PropertyChanged(sender As Object, e As PropertyChangedEventArgs) Handles LastLogItem.PropertyChangedIf e.PropertyName = NameOf(MbtiAnalysisLogItem.Content) ThenAutoScrollToLastItem()End If
End Sub

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聊天欄也需要實時顯示推理信息。如法炮制，不再贅述。

3. 工具系統實現

所有功能（包括傳統算法和智能體）都封裝為工具，通過字典進行管理：

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Private ReadOnly _tools As New Dictionary(Of String, AIFunction)
' 注冊工具
_tools("record_note") = New RecordNoteTool(_context)
_tools("view_note") = New ViewNoteTool(_context)
_tools("function_scores") = New FunctionScoresTool(_context)
_tools("function_positions") = New FunctionPositionsTool(_context)
_tools("generate_report") = New GenerateReportTool(_context)
' ...其它工具

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工具基類確保統一的調用接口（基于 Microsoft.Extensions.AI.Abstractions）：

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Public MustInherit Class AIFunctionBaseInherits AIFunction' 模仿 WPF 的 Measure ... MeasureCore ... MeasureOverride 設計，確保與不支持 MyClass 的語言兼容，增強擴展性Protected Overrides Function InvokeCoreAsync(arguments As AIFunctionArguments, cancellationToken As CancellationToken) As ValueTask(Of Object)Return New ValueTask(Of Object)(InvokeCoreAsyncOverride(arguments, cancellationToken))End FunctionProtected MustOverride Function InvokeCoreAsyncOverride(arguments As AIFunctionArguments, cancellationToken As CancellationToken) As Task(Of Object)
End Class

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為了限制調用權限，我封裝了?My.AI.Chat.SetTools?函數，用于控制當前智能體能用哪些工具。如有必要，子智能體也可以暴露類似的函數。

工具調用的自由度權衡
  • 對于業務已經確定的場景，提前寫好代碼進行強制工具調用（直接找到對應工具，調用 InvokeAsync）。這樣即使模型能力不足，也能保證正確性。但是這樣的弊端是限制了 AI 的創造力。
  • 對于需要靈活的場景，把工具列表提供給 AI，讓它自己調用。壞處是不穩定。如果你能使用能力極強的模型，推薦使用這種模式。
  • 靈活的極致：項目管理和子智能體的調遣，以及請求用戶輸入，都是工具調用。開發人員只提供工具和指示。甚至允許部分子智能體的指示，以及允許使用哪些工具，都是負責管控的智能體生成的。
  • 穩定的極致：把工作流完全硬編碼，智能體之間的任何不協調都提前寫好代碼處理。

4. 中斷處理機制

系統支持兩種類型的中斷處理機制：

  1. 插嘴中斷：用戶在分析過程中提供補充信息
  2. 完全重置：用戶清空當前分析任務，重新開始
插嘴中斷

插嘴中斷主要在ProcessMessageAsync方法中處理，在?OnCancelInference?觸發：

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' 按鈕事件處理程序
Private Sub OnCancelInference() Handles ctlChat.CancelInference_cancelSrc.Cancel()
End Sub' ProcessMessageAsync 里面：
' 處理用戶中斷插嘴
Dim clearInterruptMessage = False
If UserInterruptRequested ThenUserInterruptRequested = FalseclearInterruptMessage = TrueDim interruptMsg = Await UntilUserInputAsync(cancellationToken)RecordNote("用戶補充", interruptMsg, False, cancellationToken)
End If
' 調用工具（省略）
' 清理用戶中斷插嘴的信息
If clearInterruptMessage ThenRecordNote("用戶補充", String.Empty, True, cancellationToken)
End If

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完全重置

完全重置的事件處理程序：確認要重置才會調用重置

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Private Async Sub OnClearMessageList() Handles ctlChat.ClearMessageListIf _pendingReset Then ReturnDim confirm = Await MsgBoxAsync("將清空當前分析任務的所有信息和日志，返回到初始狀態，是否繼續？",MsgBoxButtons.YesNo, "清空", TopLevel.GetTopLevel(Me))If confirm Then_pendingReset = True_cancelSrc.Cancel()LogItems.Clear()End If
End Sub

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在MbtiStatelessAnalyzerView_Loaded方法內的循環中，系統會根據取消原因決定是重置分析器還是設置中斷請求標志：

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TryAwait _analyzer.RunAnalysisLoopAsync(_cancelSrc.Token)
Catch ex As OperationCanceledException When ex.CancellationToken = _cancelSrc.Token_cancelSrc = New CancellationTokenSourceIf _pendingReset Then_pendingReset = False_analyzer.ResetContext()Else_analyzer.UserInterruptRequested = TrueEnd If
End Try

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5. 答疑模式實現

分析完成后，系統進入交互式答疑模式。這其實就是個普通的對話智能體，它不僅擁有分析報告和原始數據，還能自己決定調用哪些工具來補充上下文（比如查看筆記）：

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Private Async Function AnswerQuestionsAsync(cancellationToken As CancellationToken) As Task(Of String)' 限制工具集，只允許答疑相關的工具My.AI.Chat.SetTools(_qaTools)' 構建初始上下文消息（簡化）Dim contextMessage As String = $"以下是你之前提供的聊天記錄和分析結果：
用戶：{targetSpeaker}
聊天記錄：{chatRecords}
八維分數統計結果：{scoreResults}
八維位置分析結果：{positionResults}
最終報告：{report}"' 一問一答循環。簡化的代碼是：DoDim message As ChatMessage = Await UntilUserInputAsync(cancellationToken)' 獲取用戶問題內容Dim question As String = GetMessageContent(message)' 將用戶問題添加到聊天歷史chatHistory.Add(New ChatMessage(ChatRole.User, question))Dim responseBuilder As New StringBuilderAwait My.AI.Chat.ChatAsyncWithRetry(chatHistory,Sub(response)responseBuilder.Append(response)' 更新消息內容botMessage.Text = responseBuilder.ToString()End Sub,cancellationToken)Dim answer As String = responseBuilder.ToString()' 將助手回答添加到聊天歷史chatHistory.Add(New ChatMessage(ChatRole.Assistant, answer))' 通知用戶輸入（確保界面更新）_requestUserInput()' 循環繼續，等待用戶下一次提問Loop
End Function

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一些技術細節

1. 并行處理優化

在分析八維得分時，系統并行調用八個子智能體：

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' 創建任務數組并行化調用每個分析器的 ProcessMessageAsync 方法
Dim tasks As Task(Of Integer)() = {niAgent.ProcessMessageAsync(personToAnalysis, messagesToAnalysis, reportLog, cancellationToken),neAgent.ProcessMessageAsync(personToAnalysis, messagesToAnalysis, reportLog, cancellationToken),' ... 其他五個智能體
}' 等待所有任務完成
Dim results As Integer() = Await Task.WhenAll(tasks)

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這種設計充分利用推理 API 并發的特性，顯著縮短分析時間。

2. 錯誤處理與重試機制

每個子智能體都實現了重試機制，確保分析的可靠性：

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Dim retryCount As Integer = 0Do' 調用AI分析' ... 使用 My.AI.Chat.ChatAsyncWithRetry' 分析字符串以取得 score 的值' 驗證結果有效性If score >= 0 AndAlso score <= 100 ThenExit Do ' 成功提取有效分數，退出循環End If' 增加重試計數retryCount += 1If retryCount >= maxRetries ThenThrow New AILowIQException("重試次數過多，請檢查AI模型是否正確配置")End If
Loop

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對于與推理服務的交互，我封裝了?My.AI.Chat.ChatAsyncWithRetry，它也做了錯誤分類和重試。

3. UI線程安全更新

通過Dispatcher確保UI更新在正確的線程上執行：

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Private Sub ReportLog(logItem As MbtiAnalysisLogItem)' 在UI線程上更新日志列表Avalonia.Threading.Dispatcher.UIThread.Post(Sub()LogItems.Add(logItem)End Sub)
End Sub

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4. 上下文清洗過濾

這一步對于穩定性至關重要。對于用戶輸入，要通過子智能體挑選有效的輸入數據，并確保輸入數據符合要求。另外，如果上下文過長需要壓縮，用這種辦法也能減少數據丟失。

例如，在CollectChatRecordsAndTargetAsync函數中，實現了獨立的智能體，它輔助驗證用戶輸入的內容是否為有效的聊天記錄格式，并提取要分析的目標用戶名稱。這種方法確保了后續分析步驟能夠獲得正確的數據，避免了因輸入數據格式不正確或不完整而導致的分析錯誤。

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' 代碼經過簡化，只展示核心邏輯
Private Async Function CollectChatRecordsAndTargetAsync(cancellationToken As CancellationToken) As Task(Of String)Dim chatRecordOk = FalseDim analysisTargetOk = FalseDoDim message As ChatMessage = Await UntilUserInputAsync(cancellationToken)Dim messageContent As String = GetMessageContent(message)If Not chatRecordOk Then' 調用 AI 判斷是否是聊天記錄Dim isChatRecord As Boolean = Await IsChatRecordAsync(message, cancellationToken)If isChatRecord Then' 記錄用戶的聊天記錄到筆記中RecordNote("聊天記錄", messageContent, True, cancellationToken)chatRecordOk = TrueEnd IfEnd IfIf Not analysisTargetOk Then' 提取分析目標Dim analysisTarget As String = Await ExtractAnalysisTargetAsync(messageContent, cancellationToken)If Not String.IsNullOrEmpty(analysisTarget) ThenRecordNote("分析目標", analysisTarget, True, cancellationToken)analysisTargetOk = TrueEnd IfEnd IfLoop Until chatRecordOk AndAlso analysisTargetOk' 其它邏輯
End Function

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總結

通過這個項目，我展示了如何使用 Visual Basic .NET 構建一個復雜的多智能體協作系統。關鍵設計決策包括：

  1. 強制工作流：通過硬編碼待辦事項列表確保分析按預期順序進行，部分子智能體會強制調用指定的工具
  2. 具有圖形界面：通過事件處理機制提供分析過程的實時可視化
  3. 工具化設計：將所有功能封裝為工具，便于管理和擴展
  4. 無狀態智能體：通過共享上下文實現智能體間的數據傳遞
  5. 實時交互體驗：提供中斷處理和答疑模式，增強交互性

這個系統不僅能夠準確分析人格類型，還提供了良好的可解釋性和用戶體驗。這種設計方式也能套用到其它智能體，而不僅局限于榮格八維分析。

本文使用 CC-BY-NC-SA 4.0 協議。轉載或者 AI 模型/智能體使用請注明出處并標注作者 Nukepayload2。


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