?? ? ? ?? ?? ?? ??? ???? file_write ?? ??? ??

? ?? ???? folder_map, grep, file_read, env_tool, skill_manager, mcp_list_resources ?? ?? ???? ??? ??? AgentLoopCodeRuntimeGuards? ????, ?? ??(C:\ ?) fallback? ?? ? file_write ?? ?? ??? ????? ????.

Code ??? ?? ?? ???? meta tool? ????, direct-creation ????? ?? ??? ?? ??? ?? ???? file_write ?? ???? ????? AgentLoopService? SystemPromptBuilder? ????. ???? ?? <tool_call>? AgentLoopResponseClassificationService?? ??? file_write ??? ???.

AgentLoopE2ETests? AgentLoopResponseClassificationServiceTests? ??? ? ?? ?? ?? fallback ??, skill_manager detour ??, text-embedded file_write ??? ??? ???? README.md? docs/DEVELOPMENT.md? 2026-04-15 14:00 (KST) ?? ??? ????.

??:
- dotnet build src/AxCopilot/AxCopilot.csproj -c Release -v minimal -p:OutputPath=bin\\verify_empty_workspace_fix2\\ -p:IntermediateOutputPath=obj\\verify_empty_workspace_fix2\\ (?? 0 / ?? 0)
- dotnet test src/AxCopilot.Tests/AxCopilot.Tests.csproj -c Release -v minimal --filter "FullyQualifiedName~RunAsync_EmptyWorkspace_BlocksExternalFallbackAndRecoversToFileWrite|FullyQualifiedName~RunAsync_EmptyWorkspace_DisallowsSkillManagerAndRecoversToFileWrite|FullyQualifiedName~RunAsync_TextEmbeddedToolCall_RecoversAndExecutesFileWrite|FullyQualifiedName~Classify_ShouldRecoverToolCallEmbeddedInText" -p:OutputPath=bin\\verify_empty_workspace_fix2_tests\\ -p:IntermediateOutputPath=obj\\verify_empty_workspace_fix2_tests\\ (?? 4)

src/AxCopilot/Services/Agent/AgentLoopExplorationPolicy.cs

@@ -202,7 +202,12 @@ public partial class AgentLoopService
     {
         // 문서 생성 의도가 감지되면 탐색 없이 바로 문서 계획/생성 도구 사용
         if (state.Scope == ExplorationScope.DirectCreation)
+        {
+            if (string.Equals(activeTab, "Code", StringComparison.OrdinalIgnoreCase))
+                return "file_write -> file_edit -> build_run/test_loop as needed";
+
             return "document_plan -> docx_create/html_create/excel_create -> self-review";
+        }
 
         if (HasExplicitFolderIntent(userQuery))
             return "folder_map -> glob/grep -> targeted read";
@@ -236,6 +241,10 @@ public partial class AgentLoopService
             && HasDocumentCreationIntent(lower))
             return ExplorationScope.DirectCreation;
 
+        if (string.Equals(activeTab, "Code", StringComparison.OrdinalIgnoreCase)
+            && HasCodeArtifactCreationIntent(lower))
+            return ExplorationScope.DirectCreation;
+
         if (lower.Contains("전체") || lower.Contains("전반") || lower.Contains("코드베이스 전체") ||
             lower.Contains("repo-wide") || lower.Contains("repository-wide") || lower.Contains("전체 구조") ||
             lower.Contains("아키텍처") || lower.Contains("전체 점검"))
@@ -283,6 +292,24 @@ public partial class AgentLoopService
             "정리해", "정리 해");
     }
 
+    private static bool HasCodeArtifactCreationIntent(string lowerQuery)
+    {
+        var hasCreationVerb = ContainsAny(
+            lowerQuery,
+            "만들", "생성", "작성", "create", "generate", "build", "write", "scaffold", "draft");
+
+        if (!hasCreationVerb)
+            return false;
+
+        return ContainsAny(
+            lowerQuery,
+            "html", "css", "javascript", "js", "typescript", "ts",
+            "web page", "webpage", "website", "landing page",
+            "웹페이지", "웹 페이지", "웹사이트", "페이지",
+            "file", "파일", "script", "스크립트", "component", "컴포넌트",
+            "template", "템플릿", "index.html", "app.js", "style.css");
+    }
+
     private static void InjectExplorationScopeGuidance(List<ChatMessage> messages, ExplorationScope scope)
     {
         var guidance = scope switch
@@ -303,6 +330,16 @@ public partial class AgentLoopService
                 "Exploration scope = open-ended. Expand gradually. Prefer selective discovery before broad scans."
         };
 
+        if (scope == ExplorationScope.DirectCreation)
+        {
+            guidance =
+                "Exploration scope = direct-creation. The user wants to CREATE a new file or document. " +
+                "Do NOT search for existing files with glob/grep/folder_map unless the user explicitly asked to inspect the workspace. " +
+                "If you are in the Code tab, call file_write immediately with a relative path inside the current work folder, then use file_edit/build_run/test_loop only if needed. " +
+                "If you are in Cowork, call document_plan first and then the appropriate creation tool. " +
+                "The output MUST be a real file on disk, not a text response.";
+        }
+
         messages.Add(new ChatMessage
         {
             Role = "system",