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Source/WulaFallenEmpire/EventSystem/AI/AIAutoCommentary.cs

@@ -0,0 +1,70 @@
+using System;
+using System.Text;
+using RimWorld;
+using Verse;
+using WulaFallenEmpire.EventSystem.AI.UI;
+
+namespace WulaFallenEmpire.EventSystem.AI
+{
+    /// <summary>
+    /// 简化版 AI 自动评论系统
+    /// 直接将 Letter 信息发送给 AI 对话流程，让 LLM 自己决定是否回复
+    /// </summary>
+    public static class AIAutoCommentary
+    {
+        private static int lastProcessedTick = 0;
+        private const int MinTicksBetweenComments = 300; // 5 秒冷却
+
+        public static void ProcessLetter(Letter letter)
+        {
+            if (letter == null) return;
+
+            // 检查设置
+            var settings = WulaFallenEmpireMod.settings;
+            if (settings == null || !settings.enableAIAutoCommentary) return;
+
+            // 简单的冷却检查，避免刷屏
+            int currentTick = Find.TickManager?.TicksGame ?? 0;
+            if (currentTick - lastProcessedTick < MinTicksBetweenComments) return;
+            lastProcessedTick = currentTick;
+
+            // 获取 AI 核心
+            var aiCore = Find.World?.GetComponent<AIIntelligenceCore>();
+            if (aiCore == null)
+            {
+                WulaLog.Debug("[AI Commentary] AIIntelligenceCore not found.");
+                return;
+            }
+
+            // 构建提示词 - 让 AI 自己决定是否需要回复
+            string prompt = BuildPrompt(letter);
+            
+            // 直接发送到正常的 AI 对话流程（会经过完整的思考流程）
+            aiCore.SendAutoCommentaryMessage(prompt);
+            
+            WulaLog.Debug($"[AI Commentary] Sent letter to AI: {letter.Label.Resolve()}");
+        }
+
+        private static string BuildPrompt(Letter letter)
+        {
+            var sb = new StringBuilder();
+            
+            // 获取 Letter 信息
+            string label = letter.Label.Resolve() ?? "Unknown";
+            string defName = letter.def?.defName ?? "Unknown";
+            
+            sb.AppendLine("[游戏事件通知]");
+            sb.AppendLine($"事件标题: {label}");
+            sb.AppendLine($"事件类型: {defName}");
+            sb.AppendLine();
+            sb.AppendLine("请根据这个事件决定是否需要向玩家发表简短评论。");
+            sb.AppendLine("- 如果是重要事件（如袭击、死亡），可以提供建议或警告");
+            sb.AppendLine("- 如果是有趣的事件，可以发表幽默评论");
+            sb.AppendLine("- 如果事件不重要或不值得评论，什么都不说即可");
+            sb.AppendLine();
+            sb.AppendLine("评论要简短（1-2句话），符合你作为帝国AI的人设。");
+            
+            return sb.ToString();
+        }
+    }
+}

Source/WulaFallenEmpire/EventSystem/AI/AIIntelligenceCore.cs

@@ -255,6 +255,66 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
             _ = RunPhasedRequestAsync();
         }
 
+        public async Task<string> SendSystemMessageAsync(string message, int maxTokens = 256, float temperature = 0.3f)
+        {
+            if (string.IsNullOrWhiteSpace(message))
+            {
+                return null;
+            }
+
+            var settings = WulaFallenEmpireMod.settings;
+            if (settings == null)
+            {
+                return null;
+            }
+
+            string apiKey = settings.useGeminiProtocol ? settings.geminiApiKey : settings.apiKey;
+            if (string.IsNullOrWhiteSpace(apiKey))
+            {
+                WulaLog.Debug("[WulaAI] Auto commentary skipped: API key not configured.");
+                return null;
+            }
+
+            string baseUrl = settings.useGeminiProtocol ? settings.geminiBaseUrl : settings.baseUrl;
+            string model = settings.useGeminiProtocol ? settings.geminiModel : settings.model;
+            var client = new SimpleAIClient(apiKey, baseUrl, model, settings.useGeminiProtocol);
+
+            string instruction = GetSystemInstruction(false, "");
+            int clampedTokens = Math.Max(32, maxTokens);
+
+            string response = await client.GetChatCompletionAsync(
+                instruction,
+                new List<(string role, string message)> { ("user", message) },
+                maxTokens: clampedTokens,
+                temperature: temperature);
+
+            return response?.Trim();
+        }
+
+        public void InjectAssistantMessage(string message)
+        {
+            AddAssistantMessage(message);
+        }
+
+        /// <summary>
+        /// 用于自动评论系统 - 走正常的对话流程（包含完整的思考步骤）
+        /// 让 AI 自己决定是否需要回复
+        /// </summary>
+        public void SendAutoCommentaryMessage(string eventInfo)
+        {
+            if (string.IsNullOrWhiteSpace(eventInfo)) return;
+
+            // 标记为自动评论消息，不显示在对话历史中
+            string internalMessage = $"[AUTO_COMMENTARY]\n{eventInfo}";
+            
+            // 添加到历史并触发正常的 AI 思考流程
+            _history.Add(("user", internalMessage));
+            PersistHistory();
+            
+            // 使用正常的分阶段请求流程（包含工具调用能力等）
+            _ = RunPhasedRequestAsync();
+        }
+
         private string BuildUserMessageWithContext(string userText)
         {
             var sb = new System.Text.StringBuilder();

Source/WulaFallenEmpire/EventSystem/AI/LetterInterceptor/Patch_LetterStack.cs

@@ -0,0 +1,28 @@
+using System;
+using HarmonyLib;
+using RimWorld;
+using Verse;
+using WulaFallenEmpire.EventSystem.AI;
+
+namespace WulaFallenEmpire.EventSystem.AI.LetterInterceptor
+{
+    [HarmonyPatch(typeof(LetterStack), nameof(LetterStack.ReceiveLetter), new Type[] { typeof(Letter), typeof(string) })]
+    public static class Patch_LetterStack_ReceiveLetter
+    {
+        public static void Postfix(Letter let, string debugInfo)
+        {
+            var settings = WulaFallenEmpireMod.settings;
+            if (settings == null || !settings.enableAIAutoCommentary)
+            {
+                return;
+            }
+
+            if (let == null)
+            {
+                return;
+            }
+
+            AIAutoCommentary.ProcessLetter(let);
+        }
+    }
+}

Source/WulaFallenEmpire/EventSystem/AI/UI/Overlay_WulaLink_Notification.cs

@@ -36,13 +36,15 @@ namespace WulaFallenEmpire.EventSystem.AI.UI
                 _size = new Vector2(Mathf.Max(250f, textWidth + 85f), 85f); // Taller base
             }
 
-            // Window properties
+            // Window properties - ensure no input blocking
             this.layer = WindowLayer.Super;
             this.closeOnClickedOutside = false;
             this.forcePause = false;
             this.absorbInputAroundWindow = false;
             this.doWindowBackground = false;
             this.drawShadow = false;
+            this.focusWhenOpened = false;        // Don't steal focus
+            this.preventCameraMotion = false;    // Allow WASD camera control
         }
 
         protected override void SetInitialSizeAndPosition()