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

@@ -7,7 +7,7 @@ namespace WulaFallenEmpire.EventSystem.AI.Tools
     public class Tool_ModifyGoodwill : AITool
     {
         public override string Name => "modify_goodwill";
-        public override string Description => "Adjusts your goodwill towards the player. Use this to reflect your changing opinion based on the conversation. Positive values increase goodwill, negative values decrease it. Keep changes small (e.g., -5 to 5). THIS IS INVISIBLE TO THE PLAYER.";
+        public override string Description => "Adjusts YOUR internal opinion of the player (AI Goodwill). WARNING: This DOES NOT affect Faction Relations or stop raids. It is purely personal. Do NOT use this to try to stop enemies.";
         public override string UsageSchema => "<modify_goodwill><amount>integer</amount></modify_goodwill>";
 
         public override string Execute(string args)

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

@@ -0,0 +1,61 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using RimWorld;
+using Verse;
+
+namespace WulaFallenEmpire.EventSystem.AI.Tools
+{
+    public class Tool_RecallMemories : AITool
+    {
+        public override string Name => "recall_memories";
+        public override string Description => "Searches the AI's long-term memory for facts matching a specific query or keyword.";
+        public override string UsageSchema => "<recall_memories><query>Search keywords</query><limit>optional_int_max_results</limit></recall_memories>";
+
+        public override string Execute(string args)
+        {
+            var argsDict = ParseXmlArgs(args);
+            string query = argsDict.TryGetValue("query", out string q) ? q : "";
+            string limitStr = argsDict.TryGetValue("limit", out string lStr) ? lStr : "5";
+            
+            int limit = 5;
+            if (int.TryParse(limitStr, out int parsedLimit))
+            {
+                limit = parsedLimit;
+            }
+
+            var memoryManager = Find.World?.GetComponent<AIMemoryManager>();
+            if (memoryManager == null)
+            {
+                return "Error: AIMemoryManager world component not found.";
+            }
+
+            if (string.IsNullOrWhiteSpace(query))
+            {
+                var recent = memoryManager.GetRecentMemories(limit);
+                if (recent.Count == 0) return "No recent memories found.";
+                return FormatMemories(recent);
+            }
+
+            var results = memoryManager.SearchMemories(query, limit);
+            if (results.Count == 0)
+            {
+                return "No memories found matching the query.";
+            }
+
+            return FormatMemories(results);
+        }
+
+        private string FormatMemories(List<AIMemoryEntry> memories)
+        {
+            StringBuilder sb = new StringBuilder();
+            sb.AppendLine("Found Memories:");
+            foreach (var m in memories)
+            {
+                sb.AppendLine($"- [{m.Category}] {m.Fact} (ID: {m.Id})");
+            }
+            return sb.ToString();
+        }
+    }
+}

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

@@ -0,0 +1,41 @@
+using System;
+using System.Collections.Generic;
+using RimWorld;
+using Verse;
+
+namespace WulaFallenEmpire.EventSystem.AI.Tools
+{
+    public class Tool_RememberFact : AITool
+    {
+        public override string Name => "remember_fact";
+        public override string Description => "Stores a specific fact or piece of information into the AI's long-term memory for future retrieval.";
+        public override string UsageSchema => "<remember_fact><fact>Text content to remember</fact><category>optional_category</category></remember_fact>";
+
+        public override string Execute(string args)
+        {
+            var argsDict = ParseXmlArgs(args);
+            if (!argsDict.TryGetValue("fact", out string fact) || string.IsNullOrWhiteSpace(fact))
+            {
+                return "Error: <fact> content is required.";
+            }
+
+            string category = argsDict.TryGetValue("category", out string cat) ? cat : "misc";
+
+            var memoryManager = Find.World?.GetComponent<AIMemoryManager>();
+            if (memoryManager == null)
+            {
+                return "Error: AIMemoryManager world component not found.";
+            }
+
+            var entry = memoryManager.AddMemory(fact, category);
+            if (entry != null)
+            {
+                return $"Success: Memory stored. ID: {entry.Id}";
+            }
+            else
+            {
+                return "Error: Failed to store memory.";
+            }
+        }
+    }
+}