zc

Source/WulaFallenEmpire/EventSystem/AI/AIIntelligenceCore.cs

@@ -69,6 +69,7 @@ namespace WulaFallenEmpire.EventSystem.AI
             public bool AnyToolSuccess;
             public bool AnyActionSuccess;
             public bool AnyActionError;
+            public string CapturedImage;
         }
 
         private const string DefaultPersona = @"
@@ -471,7 +472,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                    $"You will produce the natural-language reply later and MUST use: {language}.";
         }
 
-        private string GetToolSystemInstruction(RequestPhase phase)
+        private string GetToolSystemInstruction(RequestPhase phase, bool hasImage)
         {
             string phaseInstruction = GetPhaseInstruction(phase).TrimEnd();
             string toolsForThisPhase = BuildToolsForPhase(phase);
@@ -485,7 +486,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                   "Query tools exist but are disabled in this phase (not listed here).\n"
                 : string.Empty;
 
-            if (WulaFallenEmpireMod.settings?.enableVlmFeatures == true && WulaFallenEmpireMod.settings?.useNativeMultimodal == true)
+            if (hasImage && WulaFallenEmpireMod.settings?.enableVlmFeatures == true)
             {
                 phaseInstruction += "\n- NATIVE MULTIMODAL: A current screenshot of the game is attached to this request. You can see the game state directly. Use it to determine coordinates for visual tools or to understand the context.";
             }
@@ -833,6 +834,16 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                 OnMessageReceived?.Invoke(cleanedResponse);
             }
         }
+
+        private bool CheckVisualIntent(string message)
+        {
+            if (string.IsNullOrEmpty(message)) return false;
+            string[] keywords = new string[] { 
+                "屏幕", "画面", "截图", "看", "找", "显示", // CN
+                "screen", "screenshot", "image", "view", "look", "see", "find", "visual", "scan" // EN
+            };
+            return keywords.Any(k => message.IndexOf(k, StringComparison.OrdinalIgnoreCase) >= 0);
+        }
         private async Task RunPhasedRequestAsync()
         {
             if (_isThinking) return;
@@ -858,18 +869,13 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                 var client = new SimpleAIClient(apiKey, baseUrl, model, settings.useGeminiProtocol);
                 _currentClient = client;
 
-                // 只有当启用了 VLM 特性，且开启了原生多模态模式时，才截图并在请求中包含图片
+                // Model-Driven Vision: Start with null image. The model must ask for it using <analyze_screen/> or <capture_screen/> if needed.
                 string base64Image = null;
-                if (settings.enableVlmFeatures && settings.useNativeMultimodal)
+                
-                {
+                // If VLM is enabled, we allow the tool use.
-                    base64Image = ScreenCaptureUtility.CaptureScreenAsBase64();
+                if (settings.enableVlmFeatures && settings.showThinkingProcess)
-                    if (settings.showThinkingProcess)
-                    {
-                        AddAssistantMessage("<i>[P.I.A] 正在扫描当前战区情况...</i>");
-                    }
-                }
-                else if (settings.showThinkingProcess)
                 {
+                    // Optional: We can still say "Analyzing data link..."
                     AddAssistantMessage("<i>[P.I.A] 正在分析数据链路...</i>");
                 }
 
@@ -879,8 +885,8 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                     WulaLog.Debug($"[WulaAI] ===== Turn 1/3 ({queryPhase}) =====");
                 }
 
-                string queryInstruction = GetToolSystemInstruction(queryPhase);
+                string queryInstruction = GetToolSystemInstruction(queryPhase, !string.IsNullOrEmpty(base64Image));
-                string queryResponse = await client.GetChatCompletionAsync(queryInstruction, BuildToolContext(queryPhase), maxTokens: 128, temperature: 0.1f, base64Image: base64Image);
+                string queryResponse = await client.GetChatCompletionAsync(queryInstruction, BuildToolContext(queryPhase), maxTokens: 2048, temperature: 0.1f, base64Image: base64Image);
                 if (string.IsNullOrEmpty(queryResponse))
                 {
                     AddAssistantMessage("Wula_AI_Error_ConnectionLost".Translate());
@@ -898,6 +904,16 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
 
                 PhaseExecutionResult queryResult = await ExecuteXmlToolsForPhase(queryResponse, queryPhase);
                 
+                // DATA FLOW: If Query Phase captured an image, propagate it to subsequent phases.
+                if (!string.IsNullOrEmpty(queryResult.CapturedImage))
+                {
+                    base64Image = queryResult.CapturedImage;
+                    if (settings.showThinkingProcess)
+                    {
+                         AddAssistantMessage("<i>[P.I.A] 视觉传感器已激活，图像已捕获...</i>");
+                    }
+                }
+
                 if (!queryResult.AnyToolSuccess && !_queryRetryUsed)
                 {
                     _queryRetryUsed = true;
@@ -912,7 +928,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                                               "Output the XML tag only and NOTHING else.\n" +
                                               "\nLast user request:\n" + lastUserMessage;
 
-                    string retryDecision = await client.GetChatCompletionAsync(retryInstruction, new List<(string role, string message)>(), maxTokens: 16, temperature: 0.1f);
+                    string retryDecision = await client.GetChatCompletionAsync(retryInstruction, new List<(string role, string message)>(), maxTokens: 256, temperature: 0.1f);
                     if (!string.IsNullOrEmpty(retryDecision) && ShouldRetryTools(retryDecision))
                     {
                         if (Prefs.DevMode)
@@ -921,9 +937,9 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                         }
 
                         SetThinkingPhase(1, true);
-                        string retryQueryInstruction = GetToolSystemInstruction(queryPhase) +
+                        string retryQueryInstruction = GetToolSystemInstruction(queryPhase, !string.IsNullOrEmpty(base64Image)) +
                                                        "\n\n# RETRY\nYou chose to retry. Output XML tool calls only (or <no_action/>).";
-                        string retryQueryResponse = await client.GetChatCompletionAsync(retryQueryInstruction, BuildToolContext(queryPhase), maxTokens: 128, temperature: 0.1f, base64Image: base64Image);
+                        string retryQueryResponse = await client.GetChatCompletionAsync(retryQueryInstruction, BuildToolContext(queryPhase), maxTokens: 2048, temperature: 0.1f, base64Image: base64Image);
                         if (string.IsNullOrEmpty(retryQueryResponse))
                         {
                             AddAssistantMessage("Wula_AI_Error_ConnectionLost".Translate());
@@ -955,9 +971,10 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                 }
 
                 SetThinkingPhase(2, false);
-                string actionInstruction = GetToolSystemInstruction(actionPhase);
+                string actionInstruction = GetToolSystemInstruction(actionPhase, !string.IsNullOrEmpty(base64Image));
                 var actionContext = BuildToolContext(actionPhase, includeUser: true);
-                string actionResponse = await client.GetChatCompletionAsync(actionInstruction, actionContext, maxTokens: 128, temperature: 0.1f);
+                // Important: Pass base64Image to Action Phase as well if available, so visual_click works.
+                string actionResponse = await client.GetChatCompletionAsync(actionInstruction, actionContext, maxTokens: 2048, temperature: 0.1f, base64Image: base64Image);
                 if (string.IsNullOrEmpty(actionResponse))
                 {
                     AddAssistantMessage("Wula_AI_Error_ConnectionLost".Translate());
@@ -991,7 +1008,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                                             "- <visual_hotkey><key>String (e.g. 'enter', 'esc', 'space')</key></visual_hotkey>\n" +
                                             "- <visual_wait><seconds>Float</seconds></visual_wait>\n" +
                                             "\nPrevious output:\n" + TrimForPrompt(actionResponse, 600);
-                    string fixedResponse = await client.GetChatCompletionAsync(fixInstruction, actionContext, maxTokens: 128, temperature: 0.1f);
+                    string fixedResponse = await client.GetChatCompletionAsync(fixInstruction, actionContext, maxTokens: 2048, temperature: 0.1f);
                     bool fixedHasXml = !string.IsNullOrEmpty(fixedResponse) && IsXmlToolCall(fixedResponse);
                     bool fixedIsNoActionOnly = fixedHasXml && IsNoActionOnly(fixedResponse);
                     bool fixedHasActionTool = fixedHasXml && HasActionToolCall(fixedResponse);
@@ -1023,7 +1040,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                                               "Output the XML tag only and NOTHING else.\n" +
                                               "\nLast user request:\n" + lastUserMessage;
 
-                    string retryDecision = await client.GetChatCompletionAsync(retryInstruction, new List<(string role, string message)>(), maxTokens: 16, temperature: 0.1f);
+                    string retryDecision = await client.GetChatCompletionAsync(retryInstruction, new List<(string role, string message)>(), maxTokens: 256, temperature: 0.1f);
                     if (!string.IsNullOrEmpty(retryDecision) && ShouldRetryTools(retryDecision))
                     {
                         if (Prefs.DevMode)
@@ -1032,10 +1049,10 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                         }
 
                         SetThinkingPhase(2, true);
-                        string retryActionInstruction = GetToolSystemInstruction(actionPhase) +
+                        string retryActionInstruction = GetToolSystemInstruction(actionPhase, !string.IsNullOrEmpty(base64Image)) +
                                                          "\n\n# RETRY\nYou chose to retry. Output XML tool calls only (or <no_action/>).";
                         var retryActionContext = BuildToolContext(actionPhase, includeUser: true);
-                        string retryActionResponse = await client.GetChatCompletionAsync(retryActionInstruction, retryActionContext, maxTokens: 128, temperature: 0.1f);
+                        string retryActionResponse = await client.GetChatCompletionAsync(retryActionInstruction, retryActionContext, maxTokens: 2048, temperature: 0.1f, base64Image: base64Image);
                         if (string.IsNullOrEmpty(retryActionResponse))
                         {
                             AddAssistantMessage("Wula_AI_Error_ConnectionLost".Translate());
@@ -1066,7 +1083,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                                                         "- <visual_hotkey><key>String</key></visual_hotkey>\n" +
                                                         "- <visual_wait><seconds>Float</seconds></visual_wait>\n" +
                                                         "\nPrevious output:\n" + TrimForPrompt(retryActionResponse, 600);
-                            string retryFixedResponse = await client.GetChatCompletionAsync(retryFixInstruction, retryActionContext, maxTokens: 128, temperature: 0.1f);
+                            string retryFixedResponse = await client.GetChatCompletionAsync(retryFixInstruction, retryActionContext, maxTokens: 2048, temperature: 0.1f);
                             bool retryFixedHasXml = !string.IsNullOrEmpty(retryFixedResponse) && IsXmlToolCall(retryFixedResponse);
                             bool retryFixedIsNoActionOnly = retryFixedHasXml && IsNoActionOnly(retryFixedResponse);
                             bool retryFixedHasActionTool = retryFixedHasXml && HasActionToolCall(retryFixedResponse);
@@ -1211,6 +1228,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
             var nonActionToolsInActionPhase = new List<string>();
             StringBuilder combinedResults = new StringBuilder();
             StringBuilder xmlOnlyBuilder = new StringBuilder();
+            string capturedImageForPhase = null;
 
             bool countActionSuccessOnly = phase == RequestPhase.ActionTools;
 
@@ -1231,6 +1249,18 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
                     continue;
                 }
 
+                if (toolName.Equals("analyze_screen", StringComparison.OrdinalIgnoreCase) || toolName.Equals("capture_screen", StringComparison.OrdinalIgnoreCase))
+                {
+                     // Intercept Vision Request: Capture screen and return it.
+                     // We skip the tool's internal execution to save time/tokens, as the purpose is just to get the image into the context.
+                     capturedImageForPhase = ScreenCaptureUtility.CaptureScreenAsBase64();
+                     combinedResults.AppendLine($"Tool '{toolName}' Result: Screen captured successfully. Context updated for next phase.");
+                     successfulToolCall = true;
+                     successfulTools.Add(toolName);
+                     executed++;
+                     continue;
+                }
+
                 if (xmlOnlyBuilder.Length > 0) xmlOnlyBuilder.AppendLine().AppendLine();
                 xmlOnlyBuilder.Append(toolCallXml);
 
@@ -1344,7 +1374,8 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
             {
                 AnyToolSuccess = successfulToolCall,
                 AnyActionSuccess = successfulActions.Count > 0,
-                AnyActionError = failedActions.Count > 0
+                AnyActionError = failedActions.Count > 0,
+                CapturedImage = capturedImageForPhase
             };
         }
 

Source/WulaFallenEmpire/EventSystem/AI/Agent/AutonomousAgentLoop.cs

@@ -130,8 +130,9 @@ namespace WulaFallenEmpire.EventSystem.AI.Agent
                 string decision;
                 string base64Image = null;
 
-                // 如果启用了视觉特性且开启了原生多模态，则在决策前截图
+                // 如果启用了视觉特性，则在决策前截图 (Autonomous Loop 默认认为是开启视觉即全自动，或者我们可以加逻辑判断，但暂时保持 VLM 开启即截图对于 Agent Loop 来说更合理，因为它需要时刻观察)
-                if (settings.enableVlmFeatures && settings.useNativeMultimodal)
+                // 实际上，Agent Loop 通常需要全视觉，所以我们这里只检查 enableVlmFeatures
+                if (settings.enableVlmFeatures)
                 {
                     base64Image = ScreenCaptureUtility.CaptureScreenAsBase64();
                     if (settings.showThinkingProcess)

Source/WulaFallenEmpire/EventSystem/AI/SimpleAIClient.cs

@@ -6,6 +6,7 @@ using UnityEngine.Networking;
 using UnityEngine;
 using Verse;
 using System.Linq;
+using System.Text.RegularExpressions;
 
 namespace WulaFallenEmpire.EventSystem.AI
 {
@@ -27,12 +28,21 @@ namespace WulaFallenEmpire.EventSystem.AI
 
         public async Task<string> GetChatCompletionAsync(string instruction, List<(string role, string message)> messages, int? maxTokens = null, float? temperature = null, string base64Image = null)
         {
+            // 1. Gemini Mode
             if (_useGemini)
             {
-                return await GetGeminiCompletionAsync(instruction, messages, maxTokens, temperature, base64Image);
+                string geminiResponse = await GetGeminiCompletionAsync(instruction, messages, maxTokens, temperature, base64Image);
+                
+                // Fallback: If failed and had image, retry without image
+                if (geminiResponse == null && !string.IsNullOrEmpty(base64Image))
+                {
+                    WulaLog.Debug("[WulaAI] [WARNING] Visual request failed (likely model incompatible). Retrying text-only...");
+                    return await GetGeminiCompletionAsync(instruction, messages, maxTokens, temperature, null);
+                }
+                return geminiResponse;
             }
 
-            // OpenAI / Compatible Mode
+            // 2. OpenAI / Compatible Mode
             if (string.IsNullOrEmpty(_baseUrl))
             {
                 WulaLog.Debug("[WulaAI] Base URL is missing.");
@@ -83,11 +93,27 @@ namespace WulaFallenEmpire.EventSystem.AI
             }
             jsonBuilder.Append("]}");
 
-            return await SendRequestAsync(endpoint, jsonBuilder.ToString(), _apiKey);
+            string response = await SendRequestAsync(endpoint, jsonBuilder.ToString(), _apiKey);
+            
+            // Fallback: If failed and had image, retry without image
+            if (response == null && !string.IsNullOrEmpty(base64Image))
+            {
+                WulaLog.Debug("[WulaAI] [WARNING] Visual request failed (likely model incompatible). Retrying text-only...");
+                return await GetChatCompletionAsync(instruction, messages, maxTokens, temperature, null);
+            }
+            return response;
         }
 
         private async Task<string> GetGeminiCompletionAsync(string instruction, List<(string role, string message)> messages, int? maxTokens = null, float? temperature = null, string base64Image = null)
         {
+            // Ensure messages is not empty to avoid Gemini 400 Error (Invalid Argument)
+            if (messages == null) messages = new List<(string role, string message)>();
+            if (messages.Count == 0)
+            {
+                // Gemini API 'contents' cannot be empty. We add a dummy prompt to trigger the model.
+                messages.Add(("user", "Start."));
+            }
+
             // Gemini API URL
             string baseUrl = _baseUrl;
             if (string.IsNullOrEmpty(baseUrl) || !baseUrl.Contains("googleapis.com"))
@@ -141,7 +167,17 @@ namespace WulaFallenEmpire.EventSystem.AI
         {
             if (Prefs.DevMode)
             {
-                WulaLog.Debug($"[WulaAI] Sending request to {endpoint}");
+                string logUrl = endpoint;
+                if (logUrl.Contains("key="))
+                {
+                    logUrl = Regex.Replace(logUrl, @"key=[^&]*", "key=[REDACTED]");
+                }
+                WulaLog.Debug($"[WulaAI] Sending request to {logUrl}");
+                
+                // Log request body (truncated to avoid spamming base64)
+                string logBody = jsonBody;
+                if (logBody.Length > 3000) logBody = logBody.Substring(0, 3000) + "... [Truncated]";
+                WulaLog.Debug($"[WulaAI] Request Payload:\n{logBody}");
             }
 
             using (UnityWebRequest request = new UnityWebRequest(endpoint, "POST"))
@@ -167,6 +203,10 @@ namespace WulaFallenEmpire.EventSystem.AI
                 }
 
                 string response = request.downloadHandler.text;
+                if (Prefs.DevMode)
+                {
+                    WulaLog.Debug($"[WulaAI] Response Body:\n{TruncateForLog(response)}");
+                }
                 return ExtractContent(response);
             }
         }
@@ -268,7 +308,38 @@ namespace WulaFallenEmpire.EventSystem.AI
                     else if (c == 't') sb.Append('\t');
                     else if (c == '"') sb.Append('"');
                     else if (c == '\\') sb.Append('\\');
-                    else sb.Append(c);
+                    else if (c == 'u')
+                    {
+                        // Handle Unicode escape sequence \uXXXX
+                        if (i + 4 < json.Length)
+                        {
+                            string hex = json.Substring(i + 1, 4);
+                            if (int.TryParse(hex, System.Globalization.NumberStyles.HexNumber, System.Globalization.CultureInfo.InvariantCulture, out int charCode))
+                            {
+                                sb.Append((char)charCode);
+                                i += 4;
+                            }
+                            else
+                            {
+                                // Fallback if parsing fails
+                                sb.Append("\\u");
+                                sb.Append(hex);
+                                i += 4;
+                            }
+                        }
+                        else
+                        {
+                            sb.Append("\\u");
+                        }
+                    }
+                    else if (c == '/')
+                    {
+                         sb.Append('/');
+                    }
+                    else
+                    {
+                        sb.Append(c);
+                    }
                     escaped = false;
                 }
                 else

Source/WulaFallenEmpire/EventSystem/AI/Tools/Tool_GetColonistStatus.cs

@@ -132,7 +132,8 @@ namespace WulaFallenEmpire.EventSystem.AI.Tools
                         if (!showAllNeeds && !isLow) continue;
 
                         string marker = isLow ? "!" : "";
-                        sb.Append($"{marker}{need.LabelCap} ({need.CurLevelPercentage:P0})");
+                        // Add explicit polarity to guide AI interpretation
+                        sb.Append($"{marker}{need.LabelCap}: {need.CurLevelPercentage:P0} (Higher is Better)");
                         if (Prefs.DevMode && need.def != null)
                         {
                             sb.Append($"[{need.def.defName}]");

Source/WulaFallenEmpire/WulaFallenEmpireMod.cs

@@ -96,7 +96,6 @@ namespace WulaFallenEmpire
             
             if (settings.enableVlmFeatures)
             {
-                listingStandard.CheckboxLabeled("优先使用原生多模态模式", ref settings.useNativeMultimodal, "直接在思考阶段将截图发送给主模型（推荐，速度更快，需模型支持视角）");
                 listingStandard.CheckboxLabeled("在 UI 中显示中间思考过程", ref settings.showThinkingProcess, "显示 AI 执行工具时的状态反馈");
             }
 

Source/WulaFallenEmpire/WulaFallenEmpireSettings.cs

@@ -19,7 +19,6 @@ namespace WulaFallenEmpire
         
         // 视觉功能配置
         public bool enableVlmFeatures = false;
-        public bool useNativeMultimodal = true; // 默认启用原生多模态
         public bool showThinkingProcess = true; // 是否显示中间思考过过程
         
         public override void ExposeData()
@@ -38,7 +37,6 @@ namespace WulaFallenEmpire
             
             // 简化后的视觉配置
             Scribe_Values.Look(ref enableVlmFeatures, "enableVlmFeatures", false);
-            Scribe_Values.Look(ref useNativeMultimodal, "useNativeMultimodal", true);
             Scribe_Values.Look(ref showThinkingProcess, "showThinkingProcess", true);
             
             base.ExposeData();

Tools/mimo-v2-flash.txt

@@ -0,0 +1,3 @@
+https://api.xiaomimimo.com/v1
+mimo-v2-flash
+sk-cuwai2jix0zwrghj307pmvdpmtoc74j4uv9bejglxcs89tnx