Kalospacer/WulaFallenEmpireRW
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ProjectKoi-Kalo\Kalo
2025-12-28 18:56:07 +08:00
parent c1750f588e
commit 248708a88c
4 changed files with 121 additions and 2 deletions
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77
Source/WulaFallenEmpire/EventSystem/AI/AIIntelligenceCore.cs
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@@ -59,6 +59,7 @@ namespace WulaFallenEmpire.EventSystem.AI
private const int ThinkingPhaseTotal = 3;
private static readonly Regex ExpressionTagRegex = new Regex(@"\[EXPR\s*:\s*([1-6])\s*\]", RegexOptions.IgnoreCase);
private const string AutoCommentaryTag = "[AUTO_COMMENTARY]";
private enum RequestPhase
{
@@ -537,10 +538,34 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
return DefDatabase<EventDef>.GetNamedSilentFail(_activeEventDefName);
}
private static bool IsAutoCommentaryMessage(string message)
{
return !string.IsNullOrWhiteSpace(message) &&
message.TrimStart().StartsWith(AutoCommentaryTag, StringComparison.OrdinalIgnoreCase);
}
private void RefreshMemoryContext(string query)
{
_memoryContextQuery = query ?? "";
string safeQuery = query ?? "";
if (IsAutoCommentaryMessage(safeQuery))
{
_memoryContextQuery = "";
_memoryContext = "";
if (Prefs.DevMode)
{
WulaLog.Debug("[WulaAI] Memory context skipped (auto commentary).");
}
return;
}
_memoryContextQuery = safeQuery;
_memoryContext = BuildMemoryContext(_memoryContextQuery);
if (Prefs.DevMode)
{
string preview = TrimForPrompt(_memoryContextQuery, 80);
int length = _memoryContext?.Length ?? 0;
WulaLog.Debug($"[WulaAI] Memory context refreshed (query='{preview}', length={length}).");
}
}
private string GetMemoryContext()
@@ -565,7 +590,8 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
{
var entry = _history[i];
if (string.Equals(entry.role, "user", StringComparison.OrdinalIgnoreCase) &&
!string.IsNullOrWhiteSpace(entry.message))
!string.IsNullOrWhiteSpace(entry.message) &&
!IsAutoCommentaryMessage(entry.message))
{
return entry.message;
}
@@ -584,10 +610,12 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
return "";
}
bool usedSearch = false;
List<AIMemoryEntry> memories = null;
if (!string.IsNullOrWhiteSpace(query))
{
memories = memoryManager.SearchMemories(query, 5);
usedSearch = memories != null && memories.Count > 0;
}
if (memories == null || memories.Count == 0)
@@ -600,6 +628,11 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
return "";
}
if (Prefs.DevMode)
{
WulaLog.Debug($"[WulaAI] Memory context built ({(usedSearch ? "search" : "recent")}, count={memories.Count}).");
}
string lines = string.Join("\n", memories.Select(m => $"- [{m.Category}] {m.Fact}"));
return "\n\n# LONG-TERM MEMORY (Facts)\n" + lines +
"\n(Use 'recall_memories' to search for more, or 'remember_fact' to save new info.)";
@@ -974,12 +1007,20 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
{
if (_memoryUpdateInProgress)
{
if (Prefs.DevMode)
{
WulaLog.Debug("[WulaAI] Memory update already running; skipping.");
}
return;
}
string conversation = BuildMemoryConversation(12);
if (string.IsNullOrWhiteSpace(conversation))
{
if (Prefs.DevMode)
{
WulaLog.Debug("[WulaAI] Memory update skipped (empty conversation).");
}
return;
}
@@ -991,6 +1032,10 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
string existingJson = BuildExistingMemoriesJson(memoryManager.GetAllMemories());
_memoryUpdateInProgress = true;
if (Prefs.DevMode)
{
WulaLog.Debug($"[WulaAI] Memory update started (conversationChars={conversation.Length}).");
}
_ = Task.Run(async () =>
{
try
@@ -1034,6 +1079,11 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
continue;
}
if (IsAutoCommentaryMessage(entry.message))
{
continue;
}
string role = string.Equals(entry.role, "user", StringComparison.OrdinalIgnoreCase) ? "User" : "Assistant";
sb.AppendLine($"{role}: {entry.message}");
}
@@ -1072,14 +1122,27 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
var facts = ParseMemoryFacts(factsResponse);
if (facts.Count == 0)
{
if (Prefs.DevMode)
{
WulaLog.Debug("[WulaAI] Memory update: no facts extracted.");
}
return;
}
if (Prefs.DevMode)
{
WulaLog.Debug($"[WulaAI] Memory update: extracted {facts.Count} fact(s).");
}
string factsJson = BuildFactsJson(facts);
string updatePrompt = MemoryPrompts.BuildMemoryUpdatePrompt(existingMemoriesJson, factsJson);
string updateResponse = await client.GetChatCompletionAsync(updatePrompt, new List<(string role, string message)>(), maxTokens: 512, temperature: 0.1f);
var updates = ParseMemoryUpdates(updateResponse);
if (Prefs.DevMode)
{
WulaLog.Debug($"[WulaAI] Memory update: parsed {updates.Count} update(s).");
}
LongEventHandler.ExecuteWhenFinished(() =>
{
ApplyMemoryUpdates(memoryManager, updates, facts);
@@ -1222,6 +1285,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
return;
}
int appliedCount = 0;
bool applied = false;
if (updates != null && updates.Count > 0)
{
@@ -1232,6 +1296,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
{
memoryManager.AddMemory(update.Text, update.Category);
applied = true;
appliedCount++;
}
else if (evt == "UPDATE")
{
@@ -1239,6 +1304,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
{
memoryManager.UpdateMemory(update.Id, update.Text, update.Category);
applied = true;
appliedCount++;
}
}
else if (evt == "DELETE")
@@ -1247,6 +1313,7 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
{
memoryManager.DeleteMemory(update.Id);
applied = true;
appliedCount++;
}
}
}
@@ -1257,8 +1324,14 @@ You are 'The Legion', a super AI of the Wula Empire. Your personality is authori
foreach (var fact in fallbackFacts)
{
memoryManager.AddMemory(fact.Text, fact.Category);
appliedCount++;
}
}
if (Prefs.DevMode)
{
WulaLog.Debug($"[WulaAI] Memory update applied ({appliedCount} change(s)).");
}
}
private static string ExtractJsonArray(string json, string key)