Agregado exportacion a Excel desde la ventana de Analizar la Matriz. Agregada la correccion de las columnas de descripcion.

CtrEditor.csproj

@@ -59,6 +59,7 @@
     <None Remove="Images\base.png" />
     <None Remove="motor2.png" />
     <None Remove="tank.png" />
+    <None Remove="IA\appsettings.json" />
   </ItemGroup>
 
   <ItemGroup>
@@ -81,6 +82,7 @@
     <PackageReference Include="Emgu.CV.runtime.windows" Version="4.9.0.5494" />
     <PackageReference Include="Emgu.CV.UI" Version="4.9.0.5494" />
     <PackageReference Include="Extended.Wpf.Toolkit" Version="4.6.1" />
+    <PackageReference Include="LanguageDetection" Version="1.2.0" />
     <PackageReference Include="LiveChartsCore.SkiaSharpView.WPF" Version="2.0.0-rc4.5" />
     <PackageReference Include="Microsoft.Xaml.Behaviors.Wpf" Version="1.1.135" />
     <PackageReference Include="Newtonsoft.Json" Version="13.0.3" />
@@ -142,6 +144,9 @@
   </ItemGroup>
 
   <ItemGroup>
+    <None Update="IA\appsettings.json">
+      <CopyToOutputDirectory>Always</CopyToOutputDirectory>
+    </None>
     <None Update="Properties\Settings.settings">
       <Generator>SettingsSingleFileGenerator</Generator>
       <LastGenOutput>Settings.Designer.cs</LastGenOutput>
@@ -157,4 +162,10 @@
     </None>
   </ItemGroup>
 
+  <ItemGroup>
+    <Content Include="IA\appsettings.json">
+      <CopyToOutputDirectory>Always</CopyToOutputDirectory>
+    </Content>
+  </ItemGroup>
+
 </Project>

IA/appsettings.json

@@ -0,0 +1,7 @@
+{
+  "ApiKeys": {
+    "OpenAI": "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",
+    "Groq": "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",
+    "Grok": "xai-yR7J4s9VIchdjdsaIMP3zzZJBPa98pySDbavh6hEosG3eII9OtQhoKsNUofKUsKrvNUIW15N11BD5cEa"
+  }
+}

IA/gtpask.cs

@@ -0,0 +1,436 @@
+using System;
+using System.Collections.Generic;
+using System.IO;
+using System.Linq;
+using System.Net.Http;
+using System.Text;
+using System.Threading.Tasks;
+using LanguageDetection;
+using Newtonsoft.Json;
+using Newtonsoft.Json.Linq;
+using System.Diagnostics;
+
+namespace GTPCorrgir
+{
+
+    public class Opciones
+    {
+        public enum LLM_a_Usar
+        {
+            OpenAI,
+            Ollama,
+            Groq,
+            Grok
+        }
+
+        public enum modoDeUso
+        {
+            Corregir,
+            Ortografia,
+            Traducir_a_Ingles,
+            Traducir_a_Italiano,
+            Traducir_a_Espanol,
+        }
+
+        public Dictionary<LLM_a_Usar, string> nombreLLM = new Dictionary<LLM_a_Usar, string>
+        {
+            { LLM_a_Usar.Ollama, "Ollama" },
+            { LLM_a_Usar.Groq, "Groq" },
+            { LLM_a_Usar.Grok, "Grok" },
+            { LLM_a_Usar.OpenAI, "OpenAI" },
+        };
+
+        public LLM_a_Usar LLM { get; set; }
+        public modoDeUso modo { get; set; }
+
+        public string nombreDeLLM()
+        {
+            return nombreLLM[LLM];
+        }
+
+        public Opciones() { } // Changed from private to public
+    }
+
+    public class ApiSettings
+    {
+        public class ApiKeySection
+        {
+            public string OpenAI { get; set; }
+            public string Groq { get; set; }
+            public string Grok { get; set; }
+        }
+
+        public ApiKeySection ApiKeys { get; set; }
+    }
+
+    public class gtpask : IDisposable
+    {
+        private string _openAiApiKey;
+        private string _groqApiKey;
+        private string _grokApiKey;
+        private readonly HttpClient _httpClient;
+        private bool _disposed;
+        private readonly LanguageDetector _languageDetector;
+
+        private readonly Dictionary<string, string> _languageMap = new Dictionary<string, string>
+        {
+            { "en", "English" },
+            { "es", "Spanish" },
+            { "it", "Italian" },
+            { "pt", "Portuguese" }
+        };
+
+        public string IdiomaDetectado { get; private set; }
+        public string TextoACorregir { get; set; }
+        public string TextoCorregido { get; private set; }
+        public string TextodeSistema { get; set; }
+
+        public gtpask()
+        {
+            try
+            {
+                _httpClient = new HttpClient();
+                _languageDetector = new LanguageDetector();
+                _languageDetector.AddLanguages("en", "es", "it", "pt");
+
+                LoadApiKeys();
+                InitializeHttpClient();
+            }
+            catch (Exception ex)
+            {
+                throw new ApplicationException("Failed to initialize gtpask", ex);
+            }
+        }
+
+        private void LoadApiKeys()
+        {
+            try
+            {
+                string configPath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory, "IA/appsettings.json");
+                if (!File.Exists(configPath))
+                {
+                    throw new FileNotFoundException("Configuration file (appsettings.json) not found.");
+                }
+
+                string jsonContent = File.ReadAllText(configPath);
+                var settings = JsonConvert.DeserializeObject<ApiSettings>(jsonContent);
+
+                _openAiApiKey = settings?.ApiKeys?.OpenAI;
+                _groqApiKey = settings?.ApiKeys?.Groq;
+                _grokApiKey = settings?.ApiKeys?.Grok;
+
+                ValidateApiKeys();
+            }
+            catch (Exception ex)
+            {
+                throw new ApplicationException("Failed to load API keys", ex);
+            }
+        }
+
+        private void ValidateApiKeys()
+        {
+            var missingKeys = new List<string>();
+
+            if (string.IsNullOrEmpty(_openAiApiKey)) missingKeys.Add("OpenAI");
+            if (string.IsNullOrEmpty(_groqApiKey)) missingKeys.Add("Groq");
+            if (string.IsNullOrEmpty(_grokApiKey)) missingKeys.Add("Grok");
+
+            if (missingKeys.Any())
+            {
+                string missingKeysStr = string.Join(", ", missingKeys);
+                throw new ApplicationException($"Missing API keys: {missingKeysStr}");
+            }
+        }
+
+        private void InitializeHttpClient()
+        {
+            _httpClient.Timeout = TimeSpan.FromSeconds(30);
+            _httpClient.DefaultRequestHeaders.Clear();
+            _httpClient.DefaultRequestHeaders.Add("Accept", "application/json");
+        }
+
+       private bool DetectarIdioma()
+        {
+            try
+            {
+
+                string detectedLanguageCode = _languageDetector.Detect(TextoACorregir);
+                IdiomaDetectado = _languageMap.GetValueOrDefault(detectedLanguageCode, "Desconocido");
+
+                return IdiomaDetectado != "Desconocido";
+            }
+            catch (Exception ex)
+            {
+                return false;
+            }
+        }
+
+
+
+        private async Task ProcesarTextoConLLM( Opciones Modelo)
+        {
+            try
+            {
+                string respuestaLLM;
+
+                switch (Modelo.LLM)
+                {
+                    case Opciones.LLM_a_Usar.OpenAI:
+                        respuestaLLM = await CallOpenAiApi();
+                        break;
+                    case Opciones.LLM_a_Usar.Ollama:
+                        respuestaLLM = await CallOllamaApi();
+                        break;
+                    case Opciones.LLM_a_Usar.Groq:
+                        respuestaLLM = await CallGroqAiApi();
+                        break;
+                    case Opciones.LLM_a_Usar.Grok:
+                        respuestaLLM = await CallGrokApi();
+                        break;
+                    default:
+                        throw new ArgumentException("LLM no válido");
+                }
+
+                if (string.IsNullOrEmpty(respuestaLLM))
+                {
+                    throw new ApplicationException("No se recibió respuesta del LLM");
+                }
+
+                TextoCorregido = respuestaLLM;
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        private async Task SimularCorreccion()
+        {
+            await Task.Delay(1000);
+            TextoCorregido = "Texto simulado de prueba";
+        }
+
+        private async Task<string> CallGrokApi()
+        {
+            try
+            {
+                _httpClient.DefaultRequestHeaders.Clear();
+                _httpClient.DefaultRequestHeaders.Add("Authorization", $"Bearer {_grokApiKey}");
+
+                var requestData = new
+                {
+                    messages = new[]
+                    {
+                        new { role = "system", content = TextodeSistema },
+                        new { role = "user", content = TextoACorregir }
+                    },
+                    model = "grok-beta",
+                    stream = false,
+                    temperature = 0
+                };
+
+                return await EnviarSolicitudLLM("https://api.x.ai/v1/chat/completions", requestData);
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        private async Task<string> CallOllamaApi()
+        {
+            try
+            {
+                var requestData = new
+                {
+                    model = "llama3.2:latest",
+                    messages = new[]
+                    {
+                        new { role = "system", content = TextodeSistema },
+                        new { role = "user", content = TextoACorregir }
+                    },
+                    stream = false
+                };
+
+                return await EnviarSolicitudLLM("http://127.0.0.1:11434/api/chat", requestData);
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        private async Task<string> CallOpenAiApi()
+        {
+            try
+            {
+                _httpClient.DefaultRequestHeaders.Clear();
+                _httpClient.DefaultRequestHeaders.Add("Authorization", $"Bearer {_openAiApiKey}");
+
+                var requestData = new
+                {
+                    model = "gpt-4o-mini",
+                    messages = new[]
+                    {
+                        new { role = "system", content = TextodeSistema },
+                        new { role = "user", content = TextoACorregir }
+                    }
+                };
+
+                return await EnviarSolicitudLLM("https://api.openai.com/v1/chat/completions", requestData);
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        private async Task<string> CallGroqAiApi()
+        {
+            try
+            {
+                _httpClient.DefaultRequestHeaders.Clear();
+                _httpClient.DefaultRequestHeaders.Add("Authorization", $"Bearer {_groqApiKey}");
+
+                var requestData = new
+                {
+                    model = "llama-3.2-3b-preview",
+                    messages = new[]
+                    {
+                        new { role = "system", content = TextodeSistema },
+                        new { role = "user", content = TextoACorregir }
+                    },
+                    max_tokens = 2048,
+                    stream = false
+                };
+
+                return await EnviarSolicitudLLM("https://api.groq.com/openai/v1/chat/completions", requestData);
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        private async Task<string> EnviarSolicitudLLM(string endpoint, object requestData)
+        {
+            try
+            {
+                var content = new StringContent(
+                    JsonConvert.SerializeObject(requestData),
+                    Encoding.UTF8,
+                    "application/json"
+                );
+
+                using var response = await _httpClient.PostAsync(endpoint, content);
+
+                var responseContent = await response.Content.ReadAsStringAsync();
+
+                if (!response.IsSuccessStatusCode)
+                {
+                    throw new HttpRequestException(
+                        $"Error en la solicitud HTTP: {response.StatusCode} - {responseContent}"
+                    );
+                }
+
+                var data = JsonConvert.DeserializeObject<dynamic>(responseContent);
+
+                // Manejar diferentes formatos de respuesta según el LLM
+                if (endpoint.Contains("ollama"))
+                {
+                    if (data.done == true && data.message != null)
+                    {
+                        return data.message.content;
+                    }
+                    throw new ApplicationException("Formato de respuesta de Ollama inválido");
+                }
+                else // OpenAI, Groq, Grok
+                {
+                    if (data.choices != null && data.choices.Count > 0)
+                    {
+                        return data.choices[0].message.content;
+                    }
+                    throw new ApplicationException("No se encontró contenido en la respuesta del LLM");
+                }
+            }
+            catch (Exception ex)
+            {
+                throw;
+            }
+        }
+
+        public async Task CorregirTexto()
+        {
+            try
+            {
+                if (string.IsNullOrEmpty(TextoACorregir))
+                {
+                    throw new ArgumentException("TextoACorregir cannot be null or empty");
+                }
+
+                if (string.IsNullOrEmpty(TextodeSistema))
+                {
+                    throw new ArgumentException("TextodeSistema cannot be null or empty");
+                }
+
+                var opciones = new Opciones { LLM = Opciones.LLM_a_Usar.Grok };
+                await ProcesarTextoConLLM(opciones);
+            }
+            catch (Exception ex)
+            {
+                throw new LLMException("Error during text correction", ex);
+            }
+        }
+
+        public void Dispose()
+        {
+            Dispose(true);
+            GC.SuppressFinalize(this);
+        }
+
+        protected virtual void Dispose(bool disposing)
+        {
+            if (!_disposed)
+            {
+                if (disposing)
+                {
+                    _httpClient?.Dispose();
+                }
+
+                _disposed = true;
+            }
+        }
+
+        ~gtpask()
+        {
+            Dispose(false);
+        }
+    }
+
+    // Clase auxiliar para manejar excepciones específicas de la aplicación
+    public class LLMException : Exception
+    {
+        public LLMException(string message) : base(message) { }
+        public LLMException(string message, Exception innerException) : base(message, innerException) { }
+    }
+
+    // Clase auxiliar para validación
+    public static class Validations
+    {
+        public static void ValidateNotNull(object value, string paramName)
+        {
+            if (value == null)
+            {
+                throw new ArgumentNullException(paramName);
+            }
+        }
+
+        public static void ValidateNotNullOrEmpty(string value, string paramName)
+        {
+            if (string.IsNullOrEmpty(value))
+            {
+                throw new ArgumentException("Value cannot be null or empty", paramName);
+            }
+        }
+    }
+}

IA/x1_correccion_tabla_io.py

@@ -0,0 +1,147 @@
+import pandas as pd
+import os
+import logging
+import json
+import PyLibrary.funciones_comunes as fc
+from openai import OpenAI
+from openai_api_key import openai_api_key
+
+# Definir el logger a nivel de módulo
+logger = None
+
+def corregir_texto_batch(text_pairs, logger):
+    """
+    Corrige errores de OCR en lotes de pares de texto usando GPT-4.
+    Cada par consiste en dos versiones del mismo texto en diferentes idiomas.
+    
+    Args:
+        text_pairs: Lista de tuplas (texto1, texto2) donde cada texto es una lectura OCR
+        logger: Logger para registrar el proceso
+    """
+    client = OpenAI(api_key=openai_api_key())
+    
+    system_prompt = """You are an OCR correction specialist. For each pair of texts, which are OCR readings of the same text in different languages, analyze and correct any obvious OCR errors.
+    Pay special attention to:
+    - Incorrectly joined words (missing spaces)
+    - Wrong character recognition (0 vs O, 1 vs I, etc.)
+    - Extra or missing characters
+    Return the corrected versions maintaining the general structure and meaning.
+    
+    Input format: List of text pairs
+    Expected output format: List of corrected pairs in the same order
+    Example input: [["PULSANTE DI STARTNASTRI", "START PUSHBUTTONTTOP"]]
+    Example output: [["PULSANTE DI START NASTRI", "START PUSH BUTTON TOP"]]"""
+
+    try:
+        # Convertir los pares de texto a formato JSON
+        request_payload = json.dumps({"pairs": text_pairs})
+        logger.info(f"Solicitando corrección para el lote de textos:\n{request_payload}")
+
+        response = client.chat.completions.create(
+            model="gpt-4",
+            messages=[
+                {"role": "system", "content": system_prompt},
+                {"role": "user", "content": request_payload},
+            ],
+            max_tokens=2000,
+            temperature=0.3,
+        )
+
+        # Procesar la respuesta
+        corrections = json.loads(response.choices[0].message.content)
+        logger.info(f"Correcciones recibidas:\n{corrections}")
+        return corrections["pairs"]
+    except Exception as e:
+        logger.error(f"Error en la corrección por lotes: {str(e)}")
+        return None
+
+def procesar_archivo(config, archivo_entrada):
+    """
+    Procesa el archivo Excel con los textos OCR y genera un nuevo archivo con las correcciones.
+    """
+    logger.info(f"Iniciando procesamiento de {archivo_entrada}")
+    
+    try:
+        # Leer el archivo de entrada
+        df = fc.read_dataframe_with_cleanup_retries(archivo_entrada)
+        
+        if config.columna_origen1 not in df.columns or config.columna_origen2 not in df.columns:
+            logger.error(f"Columnas requeridas no encontradas en el archivo")
+            print(f"Error: Las columnas {config.columna_origen1} y/o {config.columna_origen2} no existen en el archivo")
+            return
+        
+        # Filtrar filas donde ambas columnas tienen contenido
+        df_filtered = df.dropna(subset=[config.columna_origen1, config.columna_origen2])
+        df_filtered = df_filtered[
+            (df_filtered[config.columna_origen1].astype(str).str.strip() != '') & 
+            (df_filtered[config.columna_origen2].astype(str).str.strip() != '')
+        ]
+        
+        # Crear columnas para textos corregidos
+        df[f"{config.columna_origen1}_Corregido"] = df[config.columna_origen1]
+        df[f"{config.columna_origen2}_Corregido"] = df[config.columna_origen2]
+        
+        # Procesar en lotes de 10 pares
+        batch_size = 10
+        total_rows = len(df_filtered)
+        
+        progress_bar = fc.ProgressBar(
+            total_rows, prefix="Procesando textos:", suffix="Completado"
+        )
+        
+        for i in range(0, total_rows, batch_size):
+            batch_df = df_filtered.iloc[i:i+batch_size]
+            
+            # Preparar pares de textos para el lote
+            text_pairs = [
+                [str(row[config.columna_origen1]).strip(), str(row[config.columna_origen2]).strip()]
+                for _, row in batch_df.iterrows()
+            ]
+            
+            # Obtener correcciones para el lote
+            corrections = corregir_texto_batch(text_pairs, logger)
+            
+            if corrections:
+                # Aplicar correcciones al DataFrame original
+                for j, correction in enumerate(corrections):
+                    idx = batch_df.index[j]
+                    df.at[idx, f"{config.columna_origen1}_Corregido"] = correction[0]
+                    df.at[idx, f"{config.columna_origen2}_Corregido"] = correction[1]
+            
+            progress_bar.update(min(i + batch_size, total_rows))
+        
+        progress_bar.finish()
+        
+        # Guardar resultados
+        output_path = config.get_output_path()
+        fc.save_dataframe_with_retries(df, output_path)
+        
+        logger.info(f"Archivo procesado y guardado en: {output_path}")
+        print(f"\nArchivo procesado y guardado en: {output_path}")
+        print(f"Se procesaron {total_rows} pares de texto.")
+        
+    except Exception as e:
+        logger.error(f"Error durante el procesamiento: {str(e)}")
+        print(f"Error durante el procesamiento: {str(e)}")
+
+def run(config):
+    global logger
+    logger = fc.configurar_logger(config.work_dir)
+    script_name = os.path.basename(__file__)
+    print(f"\rIniciando: {script_name}\r")
+
+    # Solicitar archivo de entrada
+    from tkinter import filedialog
+    archivo_entrada = filedialog.askopenfilename(
+        title="Seleccione el archivo con textos OCR",
+        filetypes=[("Excel files", "*.xls*")]
+    )
+
+    if archivo_entrada:
+        procesar_archivo(config, archivo_entrada)
+    else:
+        print("No se seleccionó ningún archivo para procesar.")
+
+if __name__ == "__main__":
+    import menu_ocr_correction
+    menu_ocr_correction.main()

MainViewModel.cs

@@ -80,7 +80,7 @@ namespace CtrEditor
         public ICommand TBMultiPageExtractTagsCommand { get; }
         public ICommand TBMultiPageAnalizeCommand { get; }
         public ICommand TBAnalyzeMatrixCommand { get; }
-
+        public ICommand TBMultiPageMatrixCommand { get; }
 
         // Evento que se dispara cuando se selecciona una nueva imagen
         public event EventHandler<string> ImageSelected;
@@ -112,6 +112,8 @@ namespace CtrEditor
         [ObservableProperty]
         private ObservableCollection<string> recentDirectories;
 
+        private bool inhibitSaveChangesControl;
+
         public ICommand OpenRecentDirectoryCommand { get; private set; }
 
         partial void OnIsSimulationRunningChanged(bool value)
@@ -204,7 +206,7 @@ namespace CtrEditor
         {
             if (value != null)
             {
-                if (HasUnsavedChanges)
+                if (HasUnsavedChanges && !inhibitSaveChangesControl)
                 {
                     var result = MessageBox.Show("There are unsaved changes. Do you want to save them?", 
                         "Save Changes", 
@@ -257,7 +259,12 @@ namespace CtrEditor
         {
             VistaFiltrada = CollectionViewSource.GetDefaultView(ObjetosSimulables);
             VistaFiltrada.Filter = FiltrarObjetos;
-            ObjetosSimulables.CollectionChanged += (s, e) => VistaFiltrada.Refresh();
+            ObjetosSimulables.CollectionChanged += (s, e) => 
+            {
+                VistaFiltrada.Refresh();
+                if (!inhibitSaveChangesControl && e.Action != NotifyCollectionChangedAction.Move)
+                    HasUnsavedChanges = true;
+            };
         }
 
         //
@@ -314,6 +321,7 @@ namespace CtrEditor
             TBMultiPageExtractTagsCommand = new RelayCommand(MultiPageExtractTagsCommand);
             TBMultiPageAnalizeCommand = new RelayCommand(MultiPageAnalizeCommand);
             TBAnalyzeMatrixCommand = new RelayCommand(AnalyzeMatrixCommand);
+            TBMultiPageMatrixCommand = new RelayCommand(MultiPageMatrixCommand);
 
             stopwatch_Sim = new Stopwatch();
             stopwatch_Sim.Start();
@@ -530,7 +538,7 @@ namespace CtrEditor
                 SaveStateObjetosSimulables();
         }
 
-        private async Task WaitForUIUpdateAsync()
+        public async Task WaitForUIUpdateAsync()
         {
             await Task.Yield();
             Application.Current.Dispatcher.Invoke(() => { }, DispatcherPriority.ApplicationIdle);
@@ -539,6 +547,18 @@ namespace CtrEditor
 
         private async void MultiPageExtractTagsCommand()
         {
+            if (HasUnsavedChanges)
+            {
+                var result = MessageBox.Show("There are unsaved changes. Do you want to save them?",
+                    "Save Changes",
+                    MessageBoxButton.YesNoCancel);
+
+                if (result == MessageBoxResult.Cancel)
+                    return;
+                else if (result == MessageBoxResult.Yes)
+                    SaveStateObjetosSimulables();
+            }
+
             var ImagenesSeleccionadas = new ObservableCollection<string>
             {
                 SelectedImage
@@ -552,6 +572,9 @@ namespace CtrEditor
             selectPagesWindow.DataContext = selectPagesViewModel;
             selectPagesWindow.ShowDialog();
 
+            inhibitSaveChangesControl = true;
+            try 
+            {
                 if (selectPagesWindow.DataContext is SelectPagesViewModel dialog && dialog.CloseOK)
                     foreach (var page in ImagenesSeleccionadas)
                     {
@@ -560,6 +583,11 @@ namespace CtrEditor
                         ExtraerTags();
                     }
             }
+            finally
+            {
+                inhibitSaveChangesControl = false;
+            }
+        }
 
         private async void MultiPageAnalizeCommand()
         {
@@ -576,6 +604,13 @@ namespace CtrEditor
             selectPagesWindow.DataContext = selectPagesViewModel;
             selectPagesWindow.ShowDialog();
 
+            bool originalHasUnsavedChanges = HasUnsavedChanges;
+            HasUnsavedChanges = false;
+
+            try
+            {
+                if (selectPagesWindow.DataContext is SelectPagesViewModel dialog && dialog.CloseOK)
+                {
                     SaveStateObjetosSimulables();  // Guarda el estado antes de cambiar la imagen
 
                     foreach (var page in ImagenesSeleccionadas)
@@ -587,6 +622,12 @@ namespace CtrEditor
 
                         SaveStateObjetosSimulables();  // Guarda el estado antes de cambiar la imagen
                     }
+                }
+            }
+            finally
+            {
+                HasUnsavedChanges = originalHasUnsavedChanges;
+            }
 
         }
 
@@ -1109,6 +1150,51 @@ namespace CtrEditor
             matrixPreviewWindow.DataContext = matrixPreviewViewModel;
             matrixPreviewWindow.ShowDialog();
         }
+
+        private async void MultiPageMatrixCommand()
+        {
+            if (HasUnsavedChanges)
+            {
+                var result = MessageBox.Show("There are unsaved changes. Do you want to save them?",
+                    "Save Changes",
+                    MessageBoxButton.YesNoCancel);
+
+                if (result == MessageBoxResult.Cancel)
+                    return;
+                else if (result == MessageBoxResult.Yes)
+                    SaveStateObjetosSimulables();
+            }
+
+            var ImagenesSeleccionadas = new ObservableCollection<string>
+            {
+                SelectedImage
+            };
+
+            StopSimulation();
+
+            var selectPagesWindow = new SelectPages();
+            var selectPagesViewModel = new SelectPagesViewModel();
+            selectPagesViewModel.Initialize(this, selectPagesWindow, ref ImagenesSeleccionadas);
+            selectPagesWindow.DataContext = selectPagesViewModel;
+            selectPagesWindow.ShowDialog();
+
+            inhibitSaveChangesControl = true;
+            try
+            {
+                if (selectPagesWindow.DataContext is SelectPagesViewModel dialog && dialog.CloseOK)
+                {
+                    var matrixPreviewWindow = new MatrixPreviewWindow();
+                    var matrixPreviewViewModel = new MatrixPreviewViewModel();
+                    matrixPreviewViewModel.Initialize(this, matrixPreviewWindow, ImagenesSeleccionadas);
+                    matrixPreviewWindow.DataContext = matrixPreviewViewModel;
+                    matrixPreviewWindow.ShowDialog();
+                }
+            }
+            finally
+            {
+                inhibitSaveChangesControl = false;
+            }
+        }
     }
     public class SimulationData
     {

MainWindow.xaml

@@ -135,12 +135,6 @@
                                 <TextBlock Text="Extraer Tags" />
                             </StackPanel>
                         </Button>
-                        <Button Command="{Binding TBMultiPageExtractTagsCommand}" ToolTip="Extraer Tags in multiple pages.">
-                            <StackPanel>
-                                <Image Source="Icons/extract.png" Width="24" Height="24" />
-                                <TextBlock Text="Multi Page Extract" />
-                            </StackPanel>
-                        </Button>
                         <Button Command="{Binding TBMultiPageAnalizeCommand}"
                                 ToolTip="Analyze Tags in multiple pages.">
                             <StackPanel>
@@ -154,6 +148,12 @@
                                 <TextBlock Text="Analyze Matrix" />
                             </StackPanel>
                         </Button>
+                        <Button Command="{Binding TBMultiPageMatrixCommand}" ToolTip="Analyze Matrix (Multiple Pages)">
+                            <StackPanel>
+                                <Image Source="Icons/analyze.png" Width="24" Height="24" />
+                                <TextBlock Text="Multi Page Matrix" />
+                            </StackPanel>
+                        </Button>
 
                     </ToolBar>
                 </ToolBarTray>

PopUps/ColumnSelectionDialog.xaml

@@ -0,0 +1,91 @@
+<Window x:Class="CtrEditor.PopUps.ColumnSelectionDialog"
+        xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
+        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+        Title="Selección de Columnas e Idiomas" 
+        Height="400" 
+        Width="500"
+        WindowStartupLocation="CenterOwner"
+        ResizeMode="NoResize"
+        ShowInTaskbar="False">
+    <Grid Margin="20">
+        <Grid.RowDefinitions>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="Auto"/>
+            <RowDefinition Height="*"/>
+            <RowDefinition Height="Auto"/>
+        </Grid.RowDefinitions>
+        <Grid.ColumnDefinitions>
+            <ColumnDefinition Width="*"/>
+            <ColumnDefinition Width="*"/>
+        </Grid.ColumnDefinitions>
+
+        <Label x:Name="SourceColumnHeaderLabel" 
+               Grid.Row="0" 
+               Grid.Column="0"
+               Content="Columna origen:" 
+               Margin="0,0,10,5"/>
+        
+        <ComboBox Grid.Row="1" 
+                  Grid.Column="0"
+                  x:Name="SourceColumnComboBox" 
+                  Margin="0,0,10,15"
+                  Height="30"
+                  SelectionChanged="ColumnComboBox_SelectionChanged"/>
+
+        <Label Grid.Row="2" 
+               Grid.Column="0"
+               Content="Idioma origen:" 
+               Margin="0,0,10,5"/>
+        
+        <ComboBox Grid.Row="3" 
+                  Grid.Column="0"
+                  x:Name="SourceLanguageComboBox" 
+                  Margin="0,0,10,15"
+                  Height="30"/>
+
+        <Label x:Name="TargetColumnHeaderLabel" 
+               Grid.Row="0" 
+               Grid.Column="1"
+               Content="Columna destino:" 
+               Margin="0,0,0,5"/>
+        
+        <ComboBox Grid.Row="1" 
+                  Grid.Column="1"
+                  x:Name="TargetColumnComboBox" 
+                  Margin="0,0,0,15"
+                  Height="30"
+                  SelectionChanged="ColumnComboBox_SelectionChanged"/>
+
+        <Label Grid.Row="2" 
+               Grid.Column="1"
+               Content="Idioma destino:" 
+               Margin="0,0,0,5"/>
+        
+        <ComboBox Grid.Row="3" 
+                  Grid.Column="1"
+                  x:Name="TargetLanguageComboBox" 
+                  Margin="0,0,0,15"
+                  Height="30"/>
+
+        <StackPanel Grid.Row="7" 
+                    Grid.ColumnSpan="2"
+                    Orientation="Horizontal" 
+                    HorizontalAlignment="Right" 
+                    Margin="0,10,0,0">
+            <Button Content="Aceptar" 
+                    Click="OkButton_Click" 
+                    Width="90" 
+                    Height="30"
+                    Margin="0,0,10,0"/>
+            
+            <Button Content="Cancelar" 
+                    Click="CancelButton_Click" 
+                    Width="90"
+                    Height="30"/>
+        </StackPanel>
+    </Grid>
+</Window>

PopUps/ColumnSelectionDialog.xaml.cs

@@ -0,0 +1,197 @@
+using System.Collections.Generic;
+using System.Linq;
+using System.Windows;
+
+namespace CtrEditor.PopUps
+{
+    public partial class ColumnSelectionDialog : Window
+    {
+        private readonly List<string> _columnNames;
+        public string SelectedSourceColumn { get; private set; }
+        public string SelectedTargetColumn { get; private set; }
+        public string SelectedSourceLanguage { get; private set; }
+        public string SelectedTargetLanguage { get; private set; }
+
+        private static readonly List<string> SupportedLanguages = new List<string>
+        {
+            "English",
+            "Spanish",
+            "Italian",
+            "French",
+            "German",
+            "Portuguese"
+        };
+
+        private string _sourceColumnLabel = "Idioma 1";
+        private string _targetColumnLabel = "Idioma 2";
+
+        public string SourceColumnLabel
+        {
+            get => _sourceColumnLabel;
+            set
+            {
+                _sourceColumnLabel = value;
+                if (SourceColumnHeaderLabel != null)
+                    SourceColumnHeaderLabel.Content = value;
+            }
+        }
+
+        public string TargetColumnLabel
+        {
+            get => _targetColumnLabel;
+            set
+            {
+                _targetColumnLabel = value;
+                if (TargetColumnHeaderLabel != null)
+                    TargetColumnHeaderLabel.Content = value;
+            }
+        }
+
+        public ColumnSelectionDialog(List<string> columnNames)
+        {
+            InitializeComponent();
+            _columnNames = columnNames;
+
+            SourceColumnComboBox.ItemsSource = columnNames;
+            TargetColumnComboBox.ItemsSource = columnNames;
+            SourceLanguageComboBox.ItemsSource = SupportedLanguages;
+            TargetLanguageComboBox.ItemsSource = SupportedLanguages;
+
+            // Pre-select languages from saved settings
+            PreSelectLanguages();
+
+            // Set default labels
+            SourceColumnHeaderLabel.Content = SourceColumnLabel;
+            TargetColumnHeaderLabel.Content = TargetColumnLabel;
+        }
+
+        private void PreSelectLanguages()
+        {
+            // First try to load last used column pair
+            var lastPair = EstadoPersistente.Instance.ColumnPairs.LastOrDefault();
+            if (lastPair != null &&
+                _columnNames.Contains(lastPair.SourceColumn) &&
+                _columnNames.Contains(lastPair.TargetColumn))
+            {
+                SourceColumnComboBox.SelectedItem = lastPair.SourceColumn;
+                TargetColumnComboBox.SelectedItem = lastPair.TargetColumn;
+            }
+            // If no previous pair exists or columns not found, try Descrip columns
+            else
+            {
+                var descColumns = _columnNames.Where(c => c.Contains("Descrip")).ToList();
+                if (descColumns.Any())
+                {
+                    SourceColumnComboBox.SelectedItem = descColumns.FirstOrDefault();
+                    if (descColumns.Count > 1)
+                    {
+                        TargetColumnComboBox.SelectedItem = descColumns[1];
+                    }
+                }
+            }
+
+            // Load language mappings
+            if (SourceColumnComboBox.SelectedItem != null)
+            {
+                var sourceMapping = EstadoPersistente.Instance.ColumnLanguages
+                    .FirstOrDefault(m => m.ColumnName == SourceColumnComboBox.SelectedItem.ToString());
+                if (sourceMapping != null)
+                {
+                    SourceLanguageComboBox.SelectedItem = sourceMapping.Language;
+                }
+            }
+
+            if (TargetColumnComboBox.SelectedItem != null)
+            {
+                var targetMapping = EstadoPersistente.Instance.ColumnLanguages
+                    .FirstOrDefault(m => m.ColumnName == TargetColumnComboBox.SelectedItem.ToString());
+                if (targetMapping != null)
+                {
+                    TargetLanguageComboBox.SelectedItem = targetMapping.Language;
+                }
+            }
+        }
+
+        private void ColumnComboBox_SelectionChanged(object sender, System.Windows.Controls.SelectionChangedEventArgs e)
+        {
+            var comboBox = sender as System.Windows.Controls.ComboBox;
+            if (comboBox?.SelectedItem == null) return;
+
+            var mapping = EstadoPersistente.Instance.ColumnLanguages
+                .FirstOrDefault(m => m.ColumnName == comboBox.SelectedItem.ToString());
+
+            if (mapping != null)
+            {
+                if (comboBox == SourceColumnComboBox)
+                    SourceLanguageComboBox.SelectedItem = mapping.Language;
+                else if (comboBox == TargetColumnComboBox)
+                    TargetLanguageComboBox.SelectedItem = mapping.Language;
+            }
+        }
+
+        private void OkButton_Click(object sender, RoutedEventArgs e)
+        {
+            if (SourceColumnComboBox.SelectedItem == null || 
+                TargetColumnComboBox.SelectedItem == null ||
+                SourceLanguageComboBox.SelectedItem == null ||
+                TargetLanguageComboBox.SelectedItem == null)
+            {
+                MessageBox.Show("Please select both columns and their languages", 
+                    "Selection Required", 
+                    MessageBoxButton.OK, 
+                    MessageBoxImage.Warning);
+                return;
+            }
+
+            SelectedSourceColumn = SourceColumnComboBox.SelectedItem.ToString();
+            SelectedTargetColumn = TargetColumnComboBox.SelectedItem.ToString();
+            SelectedSourceLanguage = SourceLanguageComboBox.SelectedItem.ToString();
+            SelectedTargetLanguage = TargetLanguageComboBox.SelectedItem.ToString();
+
+            // Save language mappings
+            SaveLanguageMappings();
+
+            DialogResult = true;
+            Close();
+        }
+
+        private void SaveLanguageMappings()
+        {
+            // Save language mappings
+            var mappings = EstadoPersistente.Instance.ColumnLanguages;
+            UpdateMapping(mappings, SelectedSourceColumn, SelectedSourceLanguage);
+            UpdateMapping(mappings, SelectedTargetColumn, SelectedTargetLanguage);
+
+            // Save column pair
+            var columnPairs = EstadoPersistente.Instance.ColumnPairs;
+            var lastPair = columnPairs.LastOrDefault();
+            if (lastPair == null || 
+                lastPair.SourceColumn != SelectedSourceColumn || 
+                lastPair.TargetColumn != SelectedTargetColumn)
+            {
+                columnPairs.Add(new ColumnPairMapping 
+                { 
+                    SourceColumn = SelectedSourceColumn, 
+                    TargetColumn = SelectedTargetColumn 
+                });
+            }
+
+            EstadoPersistente.Instance.GuardarEstado();
+        }
+
+        private void UpdateMapping(List<ColumnLanguageMapping> mappings, string columnName, string language)
+        {
+            var existing = mappings.FirstOrDefault(m => m.ColumnName == columnName);
+            if (existing != null)
+                existing.Language = language;
+            else
+                mappings.Add(new ColumnLanguageMapping { ColumnName = columnName, Language = language });
+        }
+
+        private void CancelButton_Click(object sender, RoutedEventArgs e)
+        {
+            DialogResult = false;
+            Close();
+        }
+    }
+}

PopUps/MatrixPreviewWindow.xaml

@@ -21,7 +21,9 @@
                   Background="White"
                   GridLinesVisibility="All"
                   Margin="5"
-                  ColumnReordered="DataGrid_ColumnReordered">
+                  ColumnReordered="DataGrid_ColumnReordered"
+                  SelectionMode="Extended"
+                  SelectionUnit="Cell">
             <DataGrid.Resources>
                 <Style TargetType="DataGridColumnHeader">
                     <Setter Property="Background" Value="LightGray"/>
@@ -68,6 +70,14 @@
                     HorizontalAlignment="Right" 
                     Margin="5"
                     Background="{DynamicResource {x:Static SystemColors.ControlBrushKey}}">
+            <Button Content="AI Correction" 
+                    Command="{Binding AICorrectMatrixCommand}"
+                    Margin="5"
+                    Padding="10,5"/>
+            <Button Content="Export to Excel" 
+                    Command="{Binding ExportToExcelCommand}"
+                    Margin="5"
+                    Padding="10,5"/>
             <Button Content="Regenerate Matrix" 
                     Command="{Binding RegenerateMatrixCommand}"
                     Margin="5"

Services/LLMService.cs

@@ -0,0 +1,105 @@
+using GTPCorrgir;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Threading.Tasks;
+using Newtonsoft.Json;
+
+namespace CtrEditor.Services
+{
+    public class LLMService
+    {
+        private readonly gtpask _llmProcessor;
+
+        public LLMService()
+        {
+            _llmProcessor = new gtpask();
+        }
+
+        public async Task<string> ProcessText(string text, bool useMarkdown = false)
+        {
+            try
+            {
+                _llmProcessor.TextoACorregir = text;
+                // Create system prompt through constructor or initialization
+                _llmProcessor.TextodeSistema = "You are an OCR correction specialist. Analyze and correct any obvious OCR errors." + 
+                    "\nPay special attention to:" +
+                    "\n- Incorrectly joined words (missing spaces)" +
+                    "\n- Wrong character recognition (0 vs O, 1 vs I, etc.)" +
+                    "\n- Extra or missing characters" +
+                    "\nReturn only the corrected text without explanations.";
+
+                // Initialize a new instance with the system prompt
+                await _llmProcessor.CorregirTexto();
+                return _llmProcessor.TextoCorregido;
+            }
+            catch (Exception ex)
+            {
+                throw new Exception($"Error processing text with LLM: {ex.Message}", ex);
+            }
+        }
+
+        public async Task<List<(string Source, string Target)>> ProcessTextBatch(
+            List<(string Source, string Target)> textPairs,
+            string sourceLanguage = "Unknown",
+            string targetLanguage = "Unknown")
+        {
+            try
+            {
+                var textPairsJson = JsonConvert.SerializeObject(
+                    textPairs.Select(p => new[] { p.Source, p.Target }).ToList()
+                );
+
+                _llmProcessor.TextoACorregir = textPairsJson;
+                _llmProcessor.TextodeSistema = $@"You are an OCR correction specialist working with {sourceLanguage} and {targetLanguage} texts.
+For each pair, the first text is in {sourceLanguage} and the second text is in {targetLanguage}.
+
+Pay special attention to:
+- Language-specific characters and accents for both {sourceLanguage} and {targetLanguage}
+- Incorrectly joined words (missing spaces)
+- Wrong character recognition (0 vs O, 1 vs I, etc.)
+- Extra or missing characters
+
+Return the corrected versions in JSON format as a list of pairs.
+Input: [[""source text"", ""target text""]]
+Expected output format: ```json[[""corrected source"", ""corrected target""]]```";
+
+                await _llmProcessor.CorregirTexto();
+                
+                // Extract JSON content from markdown
+                string jsonContent = ExtractJsonFromMarkdown(_llmProcessor.TextoCorregido);
+                if (string.IsNullOrEmpty(jsonContent))
+                {
+                    throw new Exception("Could not extract JSON content from LLM response");
+                }
+
+                var result = JsonConvert.DeserializeObject<List<string[]>>(jsonContent);
+                return result.Select(pair => (pair[0].TrimEnd('\n'), pair[1].TrimEnd('\n'))).ToList();
+            }
+            catch (Exception ex)
+            {
+                throw new Exception($"Error processing text batch with LLM: {ex.Message}", ex);
+            }
+        }
+
+        private string ExtractJsonFromMarkdown(string markdownText)
+        {
+            const string jsonStart = "```json";
+            const string codeBlockEnd = "```";
+            
+            var startIndex = markdownText.IndexOf(jsonStart);
+            if (startIndex == -1) return null;
+            
+            startIndex += jsonStart.Length;
+            var endIndex = markdownText.IndexOf(codeBlockEnd, startIndex);
+            if (endIndex == -1) return null;
+            
+            return markdownText.Substring(startIndex, endIndex - startIndex).Trim();
+        }
+
+        public void Dispose()
+        {
+            _llmProcessor?.Dispose();
+        }
+    }
+}

ViewModels/MatrixPreviewViewModel.cs

@@ -6,7 +6,10 @@ using System.Collections.ObjectModel;
 using System.Windows;
 using System.Windows.Controls;
 using System.Windows.Data;
+using System.Windows.Threading;  // Add this line
 using System.Linq;
+using ClosedXML.Excel;
+using System.Diagnostics;
 
 namespace CtrEditor.PopUps
 {
@@ -28,7 +31,9 @@ namespace CtrEditor.PopUps
         public string Value { get; set; }
         public string Type { get; set; }
         public bool IsCloned { get; set; }
-        public osBase SourceObject { get; set; }
+        public UniqueId Id { get; set; }
+        public string Source_Image { get; set; }
+        public int Copy_Number { get; set; }  // Add this property
     }
 
     public partial class MatrixPreviewViewModel : ObservableObject
@@ -36,6 +41,12 @@ namespace CtrEditor.PopUps
         private Window _window;
         private MainViewModel _mainViewModel;
         private DataGrid _dataGrid;
+        private readonly Services.LLMService _llmService;
+
+        public MatrixPreviewViewModel()
+        {
+            _llmService = new Services.LLMService();
+        }
 
         [ObservableProperty]
         private ObservableCollection<MatrixItem> matrixItems;
@@ -49,21 +60,24 @@ namespace CtrEditor.PopUps
         [ObservableProperty]
         private double detailsHeightValue = 150;
 
+        private ObservableCollection<string> selectedImages;
+
         partial void OnDetailsHeightValueChanged(double value)
         {
             DetailsHeight = new GridLength(value);
         }
 
-        public void Initialize(MainViewModel mainViewModel, Window window)
+        public void Initialize(MainViewModel mainViewModel, Window window, ObservableCollection<string> images = null)
         {
             _mainViewModel = mainViewModel;
             _window = window;
             _dataGrid = (_window as MatrixPreviewWindow)?.MatrixPreview;
+            selectedImages = images ?? new ObservableCollection<string> { mainViewModel.SelectedImage };
             
             MatrixItems = new ObservableCollection<MatrixItem>();
             MatrixRows = new ObservableCollection<Dictionary<string, string>>();
             
-            AnalyzeMatrix();
+            AnalyzeMatrixMultiPage();
         }
 
         private void UpdateMatrixPreview()
@@ -76,6 +90,9 @@ namespace CtrEditor.PopUps
 
             if (!MatrixItems.Any()) return;
 
+            // Group items by source image and then by column number
+            var itemsByImage = MatrixItems.GroupBy(x => x.Source_Image);
+
             // Ordenar items por número de columna
             var orderedItems = MatrixItems
                 .GroupBy(x => x.ColumnNumber)
@@ -95,21 +112,27 @@ namespace CtrEditor.PopUps
                 _dataGrid.Columns.Add(column);
             }
 
-            // Calcular número de filas necesarias
+            // Process each image's data
+            foreach (var imageGroup in itemsByImage)
+            {
+                // Calculate max rows needed for this image
                 int maxRows = 1;
-            var clonedItems = MatrixItems.Where(x => x.IsCloned).ToList();
+                var clonedItems = imageGroup.Where(x => x.IsCloned).ToList();
                 if (clonedItems.Any())
                 {
-                maxRows = clonedItems.Max(x => x.SourceObject is osExtraccionTag tag ? tag.Copy_Number : 0) + 1;
+                    maxRows = clonedItems.Max(x => x.Copy_Number) + 1;
                 }
 
-            // Crear filas con valores
+                // Create rows for this image
                 for (int row = 0; row < maxRows; row++)
                 {
                     var rowData = new Dictionary<string, string>();
                     
-                // Agregar valores fijos (no clonados) en todas las filas
+                    // Add image identifier
-                foreach (var item in MatrixItems.Where(x => !x.IsCloned))
+                    rowData["Image"] = imageGroup.Key;
+                    
+                    // Add fixed (non-cloned) values in all rows
+                    foreach (var item in imageGroup.Where(x => !x.IsCloned))
                     {
                         if (item.ColumnNumber > 0)
                         {
@@ -117,10 +140,10 @@ namespace CtrEditor.PopUps
                         }
                     }
 
-                // Agregar valores clonados solo en su fila correspondiente
+                    // Add cloned values only in their corresponding row
-                foreach (var item in MatrixItems.Where(x => x.IsCloned))
+                    foreach (var item in imageGroup.Where(x => x.IsCloned))
                     {
-                    if (item.ColumnNumber > 0 && item.SourceObject is osExtraccionTag tag && tag.Copy_Number == row)
+                        if (item.ColumnNumber > 0 && item.Copy_Number == row)
                         {
                             rowData[item.ColumnNumber.ToString()] = item.Value ?? string.Empty;
                         }
@@ -129,6 +152,7 @@ namespace CtrEditor.PopUps
                     MatrixRows.Add(rowData);
                 }
             }
+        }
 
         private void UpdateColumnHeaders()
         {
@@ -147,8 +171,52 @@ namespace CtrEditor.PopUps
             }
         }
 
-        private void AnalyzeMatrix()
+        private async void AnalyzeMatrixMultiPage()
         {
+            MatrixItems.Clear();
+            bool originalHasUnsavedChanges = _mainViewModel.HasUnsavedChanges;
+            _mainViewModel.HasUnsavedChanges = false;
+
+            try
+            {
+                foreach (var imageName in selectedImages)
+                {
+                    // Store current image
+                    var currentImage = _mainViewModel.SelectedImage;
+                    
+                    // Change to target image and wait for UI update
+                    _mainViewModel.SelectedImage = imageName;
+                    await _mainViewModel.WaitForUIUpdateAsync();
+
+                    // Analyze current page
+                    var items = AnalyzePage();
+                    foreach (var item in items)
+                    {
+                        item.Source_Image = imageName;
+                        MatrixItems.Add(item);
+                    }
+
+                    // Restore original image if needed
+                    if (currentImage != imageName)
+                    {
+                        _mainViewModel.SelectedImage = currentImage;
+                        await _mainViewModel.WaitForUIUpdateAsync();
+                    }
+                }
+            }
+            finally
+            {
+                _mainViewModel.HasUnsavedChanges = originalHasUnsavedChanges;
+            }
+
+            ResolveColumnConflicts();
+            UpdateMatrixPreview();
+        }
+
+        private List<MatrixItem> AnalyzePage()
+        {
+            var items = new List<MatrixItem>();
+
             var osBuscarCoincidencias_List = _mainViewModel.ObjetosSimulables
                 .OfType<osBuscarCoincidencias>()
                 .Where(tag => tag.Show_On_This_Page)
@@ -173,7 +241,7 @@ namespace CtrEditor.PopUps
             foreach (var tag in osExtraccionTagBaseFix_List)
             {
                 tag.CaptureImageAreaAndDoOCR();
-                MatrixItems.Add(new MatrixItem
+                items.Add(new MatrixItem
                 {
                     TagName = tag.Nombre,
                     ColumnName = tag.Collumn_name,
@@ -181,7 +249,7 @@ namespace CtrEditor.PopUps
                     Value = tag.Tag_extract,
                     Type = "Fixed",
                     IsCloned = false,
-                    SourceObject = tag
+                    Id = tag.Id
                 });
             }
 
@@ -189,7 +257,7 @@ namespace CtrEditor.PopUps
             foreach (var tag in osExtraccionTagBaseGrouped_List)
             {
                 tag.CaptureImageAreaAndDoOCR();
-                MatrixItems.Add(new MatrixItem
+                items.Add(new MatrixItem
                 {
                     TagName = tag.Nombre,
                     ColumnName = tag.Collumn_name,
@@ -197,7 +265,7 @@ namespace CtrEditor.PopUps
                     Value = tag.Tag_extract,
                     Type = $"Grouped ({tag.Id_Search_Templates})",
                     IsCloned = false,
-                    SourceObject = tag
+                    Id = tag.Id
                 });
             }
 
@@ -205,7 +273,7 @@ namespace CtrEditor.PopUps
             foreach (var tag in osExtraccionTagCloned_List)
             {
                 tag.CaptureImageAreaAndDoOCR();
-                MatrixItems.Add(new MatrixItem
+                items.Add(new MatrixItem
                 {
                     TagName = tag.Nombre,
                     ColumnName = tag.Collumn_name,
@@ -213,20 +281,12 @@ namespace CtrEditor.PopUps
                     Value = tag.Tag_extract,
                     Type = "Cloned",
                     IsCloned = true,
-                    SourceObject = tag
+                    Id = tag.Id,
+                    Copy_Number = tag.Copy_Number  // Add this line
                 });
             }
 
-            // Ordenar los items por número de columna
+            return items;
-            var items = MatrixItems.OrderBy(x => x.ColumnNumber).ToList();
-            MatrixItems.Clear();
-            foreach (var item in items)
-            {
-                MatrixItems.Add(item);
-            }
-
-            ResolveColumnConflicts();  // Analizar y resolver conflictos al cargar
-            UpdateMatrixPreview();
         }
 
         partial void OnMatrixItemsChanged(ObservableCollection<MatrixItem> value)
@@ -249,7 +309,7 @@ namespace CtrEditor.PopUps
         }
 
         [RelayCommand]
-        private void ApplyChanges()
+        private async void ApplyChanges()
         {
             // Resolver solo los conflictos reales, mantener el orden existente
             var conflicts = MatrixItems
@@ -273,16 +333,53 @@ namespace CtrEditor.PopUps
                 }
             }
 
-            // Aplicar cambios a los objetos
+            bool originalHasUnsavedChanges = _mainViewModel.HasUnsavedChanges;
-            foreach (var item in MatrixItems)
+            _mainViewModel.HasUnsavedChanges = false;
+
+            try
             {
-                if (item.SourceObject is osExtraccionTag tag)
+                foreach (var imageName in selectedImages)
+                {
+                    // Store current image
+                    var currentImage = _mainViewModel.SelectedImage;
+                    
+                    // Change to target image and wait for UI update
+                    _mainViewModel.SelectedImage = imageName;
+                    await Task.Yield();
+                    Application.Current.Dispatcher.Invoke(() => { }, DispatcherPriority.ApplicationIdle);
+
+                    // Apply changes for current page
+                    var pageItems = MatrixItems.Where(x => x.Source_Image == imageName);
+                    foreach (var item in pageItems)
+                    {
+                        // Find the tag by Id instead of direct reference
+                        var tag = _mainViewModel.ObjetosSimulables
+                            .OfType<osExtraccionTag>()
+                            .FirstOrDefault(t => t.Id == item.Id);
+
+                        if (tag != null)
                         {
                             tag.Collumn_name = item.ColumnName;
                             tag.Collumn_number = item.ColumnNumber;
                         }
                     }
-            _mainViewModel.HasUnsavedChanges = true;
+
+                    // Restore original image if needed
+                    if (currentImage != imageName)
+                    {
+                        _mainViewModel.SelectedImage = currentImage;
+                        await Task.Yield();
+                        Application.Current.Dispatcher.Invoke(() => { }, DispatcherPriority.ApplicationIdle);
+                    }
+                    
+                    _mainViewModel.SaveStateObjetosSimulables();
+                }
+            }
+            finally
+            {
+                _mainViewModel.HasUnsavedChanges = originalHasUnsavedChanges;
+            }
+
             _window.Close();
         }
 
@@ -359,5 +456,163 @@ namespace CtrEditor.PopUps
 
             return nextNumber;
         }
+
+        [RelayCommand]
+        private void ExportToExcel()
+        {
+            var saveDialog = new Microsoft.Win32.SaveFileDialog
+            {
+                DefaultExt = ".xlsx",
+                Filter = "Excel files (*.xlsx)|*.xlsx",
+                InitialDirectory = EstadoPersistente.Instance.directorio,
+                FileName = "MatrixExport.xlsx"
+            };
+
+            if (saveDialog.ShowDialog() == true)
+            {
+                try
+                {
+                    using (var workbook = new XLWorkbook())
+                    {
+                        var worksheet = workbook.Worksheets.Add("Matrix");
+
+                        // Write headers
+                        int colIndex = 1;
+                        worksheet.Cell(1, colIndex++).Value = "Image";
+                        
+                        var columns = MatrixItems
+                            .GroupBy(x => x.ColumnNumber)
+                            .OrderBy(g => g.Key)
+                            .Select(g => g.First())
+                            .ToList();
+
+                        foreach (var col in columns)
+                        {
+                            worksheet.Cell(1, colIndex++).Value = col.ColumnName;
+                        }
+
+                        // Write data
+                        int rowIndex = 2;
+                        foreach (var row in MatrixRows)
+                        {
+                            colIndex = 1;
+                            worksheet.Cell(rowIndex, colIndex++).Value = row["Image"];
+
+                            foreach (var col in columns)
+                            {
+                                var value = row.ContainsKey(col.ColumnNumber.ToString()) 
+                                    ? row[col.ColumnNumber.ToString()] 
+                                    : string.Empty;
+                                worksheet.Cell(rowIndex, colIndex++).Value = value;
+                            }
+                            rowIndex++;
+                        }
+
+                        // Format headers
+                        var headerRow = worksheet.Row(1);
+                        headerRow.Style.Font.Bold = true;
+                        headerRow.Style.Fill.BackgroundColor = XLColor.LightGray;
+                        headerRow.Style.Alignment.Horizontal = XLAlignmentHorizontalValues.Center;
+
+                        // Auto-fit columns
+                        worksheet.Columns().AdjustToContents();
+
+                        workbook.SaveAs(saveDialog.FileName);
+                    }
+
+                    MessageBox.Show("Export completed successfully", "Success", MessageBoxButton.OK, MessageBoxImage.Information);
+                }
+                catch (Exception ex)
+                {
+                    MessageBox.Show($"Error exporting to Excel: {ex.Message}", "Error", MessageBoxButton.OK, MessageBoxImage.Error);
+                }
+            }
+        }
+
+        [RelayCommand]
+        private async Task AICorrectMatrix()
+        {
+            try
+            {
+                if (_llmService == null)
+                {
+                    MessageBox.Show("LLM Service not initialized", "Error", MessageBoxButton.OK, MessageBoxImage.Error);
+                    return;
+                }
+
+                var columnNames = MatrixItems
+                    .Select(x => x.ColumnName)
+                    .Distinct()
+                    .ToList();
+
+                var dialog = new ColumnSelectionDialog(columnNames);
+                if (dialog.ShowDialog() != true) return;
+
+                var sourceColumn = dialog.SelectedSourceColumn;
+                var targetColumn = dialog.SelectedTargetColumn;
+                var sourceLanguage = dialog.SelectedSourceLanguage;
+                var targetLanguage = dialog.SelectedTargetLanguage;
+
+                // Group items by image and process each row
+                var itemsByImage = MatrixItems.GroupBy(x => x.Source_Image);
+                int batchSize = 10;
+                int processedCount = 0;
+
+                foreach (var imageGroup in itemsByImage)
+                {
+                    var textPairs = new List<(string Source, string Target)>();
+                    var itemsToUpdate = new List<(MatrixItem SourceItem, MatrixItem TargetItem)>();
+                    
+                    // Create pairs for each row
+                    var sourceItems = imageGroup
+                        .Where(x => x.ColumnName == sourceColumn)
+                        .OrderBy(x => x.Copy_Number);
+                    
+                    var targetItems = imageGroup
+                        .Where(x => x.ColumnName == targetColumn)
+                        .OrderBy(x => x.Copy_Number);
+
+                    foreach (var (source, target) in sourceItems.Zip(targetItems, (s, t) => (s, t)))
+                    {
+                        if (!string.IsNullOrWhiteSpace(source.Value) && !string.IsNullOrWhiteSpace(target.Value))
+                        {
+                            textPairs.Add((source.Value, target.Value));
+                            itemsToUpdate.Add((source, target));
+                        }
+                    }
+
+                    // Process in batches
+                    for (int i = 0; i < textPairs.Count; i += batchSize)
+                    {
+                        var batchPairs = textPairs.Skip(i).Take(batchSize).ToList();
+                        var batchItems = itemsToUpdate.Skip(i).Take(batchSize).ToList();
+
+                        var correctedPairs = await _llmService.ProcessTextBatch(batchPairs, sourceLanguage, targetLanguage);
+
+                        // Update values
+                        for (int j = 0; j < correctedPairs.Count; j++)
+                        {
+                            batchItems[j].SourceItem.Value = correctedPairs[j].Source;
+                            batchItems[j].TargetItem.Value = correctedPairs[j].Target;
+                            processedCount += 2;
+                        }
+                    }
+                }
+
+                UpdateMatrixPreview();
+                MessageBox.Show($"AI Correction completed. Processed {processedCount} items.", 
+                    "Success", MessageBoxButton.OK, MessageBoxImage.Information);
+            }
+            catch (Exception ex)
+            {
+                MessageBox.Show($"Error during AI correction: {ex.Message}", 
+                    "Error", MessageBoxButton.OK, MessageBoxImage.Error);
+            }
+        }
+
+        ~MatrixPreviewViewModel()
+        {
+            _llmService?.Dispose();
+        }
     }
 }

estadoPersistente.cs

@@ -10,6 +10,18 @@ using System.Security.Permissions;
 
 namespace CtrEditor
 {
+    public class ColumnLanguageMapping
+    {
+        public string ColumnName { get; set; }
+        public string Language { get; set; }
+    }
+
+    public class ColumnPairMapping
+    {
+        public string SourceColumn { get; set; }
+        public string TargetColumn { get; set; }
+    }
+
     internal class EstadoPersistente
     {
         // Ruta donde se guardará el estado
@@ -28,6 +40,10 @@ namespace CtrEditor
 
         public List<string> RecentDirectories { get; set; } = new List<string>();
 
+        public List<ColumnLanguageMapping> ColumnLanguages { get; set; } = new List<ColumnLanguageMapping>();
+
+        public List<ColumnPairMapping> ColumnPairs { get; set; } = new List<ColumnPairMapping>();
+
         // Propiedad pública con get y set para controlar el acceso a _strDirectorioTrabajo
         public string directorio
         {