From 00ab6214efc7fcf1175f14b791bb8c2c8596033c Mon Sep 17 00:00:00 2001
From: leninner <mazabandalenin180@gmail.com>
Date: Sun, 28 Sep 2025 20:02:49 -0500
Subject: [PATCH 1/4] feat: add ai agents module

---
 Dockerfile                                    |   2 +-
 bun.lockb                                     | Bin 211003 -> 226677 bytes
 docker-compose.yaml                           |   4 +-
 package.json                                  |   2 +
 src/app.ts                                    |   2 +
 src/features/ai-agents/README.md              |  92 ++++++++++++
 .../services/budget-agent.service.ts          |  65 +++++++++
 .../services/goal-agent.service.ts            |  70 +++++++++
 .../services/transaction-agent.service.ts     |  59 ++++++++
 .../services/validation-agent.service.ts      |  92 ++++++++++++
 .../services/voice-orchestrator.service.ts    |  90 ++++++++++++
 .../process-voice-command.use-case.ts         |  50 +++++++
 .../domain/entities/voice-command.entity.ts   |  36 +++++
 .../domain/ports/transcription.port.ts        |  15 ++
 .../adapters/openai-llm.adapter.ts            | 134 ++++++++++++++++++
 .../adapters/openai-transcription.adapter.ts  |  38 +++++
 .../controllers/voice-command.controller.ts   |  94 ++++++++++++
 17 files changed, 842 insertions(+), 3 deletions(-)
 create mode 100644 src/features/ai-agents/README.md
 create mode 100644 src/features/ai-agents/application/services/budget-agent.service.ts
 create mode 100644 src/features/ai-agents/application/services/goal-agent.service.ts
 create mode 100644 src/features/ai-agents/application/services/transaction-agent.service.ts
 create mode 100644 src/features/ai-agents/application/services/validation-agent.service.ts
 create mode 100644 src/features/ai-agents/application/services/voice-orchestrator.service.ts
 create mode 100644 src/features/ai-agents/application/use-cases/process-voice-command.use-case.ts
 create mode 100644 src/features/ai-agents/domain/entities/voice-command.entity.ts
 create mode 100644 src/features/ai-agents/domain/ports/transcription.port.ts
 create mode 100644 src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts
 create mode 100644 src/features/ai-agents/infrastructure/adapters/openai-transcription.adapter.ts
 create mode 100644 src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts

diff --git a/Dockerfile b/Dockerfile
index dd45481..f02b01b 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -7,7 +7,7 @@ WORKDIR /app
 COPY package.json bun.lockb ./
 
 # Instalar dependencias
-RUN bun install --frozen-lockfile
+RUN bun install
 
 # Copiar el código fuente
 COPY . .
diff --git a/bun.lockb b/bun.lockb
index daf88459e98d9badb78a5bf6bd2c10bbafc725a7..bb2bca560c07a293d2ec97d8ff8777601932ceba 100755
GIT binary patch
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diff --git a/docker-compose.yaml b/docker-compose.yaml
index 0bf7c4c..a112bac 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -17,7 +17,7 @@ services:
     restart: unless-stopped
 
   db:
-    image: postgres:13
+    image: postgres:16-alpine
     container_name: ${DATABASE_CONTAINER_NAME}
     env_file:
       - .env.docker
@@ -32,4 +32,4 @@ services:
     restart: unless-stopped
 
 volumes:
-  postgres_data:
\ No newline at end of file
+  postgres_data:
diff --git a/package.json b/package.json
index c168823..643d89f 100644
--- a/package.json
+++ b/package.json
@@ -13,6 +13,7 @@
 	"dependencies": {
 		"@getbrevo/brevo": "^2.2.0",
 		"@hono/zod-openapi": "^0.18.3",
+		"@langchain/core": "^0.3.77",
 		"@scalar/hono-api-reference": "^0.5.162",
 		"@types/json2csv": "^5.0.7",
 		"@types/uuid": "^10.0.0",
@@ -28,6 +29,7 @@
 		"i": "^0.3.7",
 		"jose": "^5.9.6",
 		"json2csv": "^6.0.0-alpha.2",
+		"langchain": "^0.3.34",
 		"npm": "^11.3.0",
 		"pdf-lib": "^1.17.1",
 		"pdfkit": "^0.17.0",
diff --git a/src/app.ts b/src/app.ts
index 31e787f..25f8c90 100644
--- a/src/app.ts
+++ b/src/app.ts
@@ -38,6 +38,7 @@ import { PgGoalContributionRepository } from "./features/goals/infrastucture/ada
 import { ExcelService } from "./features/reports/infrastructure/services/excel.service";
 import { CSVService } from "./features/reports/infrastructure/services/csv.service";
 import reports from "./features/reports/infrastructure/controllers/report.controller";
+import aiAgents from "./features/ai-agents/infrastructure/controllers/voice-command.controller";
 
 const app = createApp();
 
@@ -109,6 +110,7 @@ const routes = [
   notifications,
   email,
   reports,
+  aiAgents,
   notificationSocket,
 ] as const;
 
diff --git a/src/features/ai-agents/README.md b/src/features/ai-agents/README.md
new file mode 100644
index 0000000..88c0789
--- /dev/null
+++ b/src/features/ai-agents/README.md
@@ -0,0 +1,92 @@
+# Sistema de Agentes de IA
+
+Este módulo implementa un sistema de agentes de IA para procesar comandos de voz y crear automáticamente transacciones, metas de ahorro y presupuestos.
+
+## Arquitectura
+
+### Componentes Principales
+
+1. **VoiceOrchestratorService**: Orquestador principal que coordina todos los agentes
+2. **Agentes Especializados**:
+   - `TransactionAgentService`: Maneja creación de gastos e ingresos
+   - `GoalAgentService`: Maneja creación de metas de ahorro
+   - `BudgetAgentService`: Maneja creación de presupuestos
+   - `ValidationAgentService`: Valida y corrige datos extraídos
+
+### Flujo de Procesamiento
+
+1. **Audio Input** → El usuario graba un comando de voz
+2. **Transcripción** → OpenAI Whisper convierte audio a texto
+3. **Clasificación de Intención** → LLM determina el tipo de comando
+4. **Extracción de Datos** → LLM extrae entidades relevantes
+5. **Procesamiento por Agente** → El agente especializado procesa los datos
+6. **Validación** → Se validan y corrigen los datos extraídos
+7. **Respuesta** → Se devuelve la respuesta estructurada al frontend
+
+## Configuración
+
+### Variables de Entorno
+
+```bash
+OPENAI_API_KEY=your_openai_api_key_here
+```
+
+### Endpoint
+
+```
+POST /voice-command
+Authorization: Bearer <token>
+Content-Type: multipart/form-data
+
+Body:
+- audio: File (audio/wav)
+```
+
+### Respuesta
+
+```json
+{
+  "success": true,
+  "intent": "CREATE_TRANSACTION",
+  "extractedData": {
+    "user_id": 1,
+    "amount": 25.50,
+    "type": "EXPENSE",
+    "description": "Almuerzo en restaurante",
+    "category_id": null,
+    "payment_method_id": null,
+    "date": "2024-01-15T10:30:00.000Z"
+  },
+  "confidence": 0.95,
+  "message": "He identificado una transacción: Gasto de $25.5 en Almuerzo en restaurante",
+  "validationErrors": [],
+  "suggestedCorrections": {}
+}
+```
+
+## Ejemplos de Comandos de Voz
+
+### Transacciones
+- "Gasté 25 dólares en comida"
+- "Recibí 500 dólares de mi trabajo"
+- "Pagué 80 dólares en gasolina con mi tarjeta de crédito"
+
+### Metas de Ahorro
+- "Quiero ahorrar 1000 dólares para vacaciones hasta diciembre"
+- "Crear una meta de 500 dólares para emergencias"
+- "Ahorrar para un auto, necesito 15000 dólares"
+
+### Presupuestos
+- "Crear un presupuesto de 300 dólares para comida este mes"
+- "Quiero limitar mis gastos en entretenimiento a 100 dólares"
+- "Presupuesto de 200 dólares para transporte"
+
+## Extensibilidad
+
+Para agregar nuevos tipos de comandos:
+
+1. Agregar nueva intención en `CommandIntent`
+2. Crear nuevo agente especializado
+3. Agregar lógica en `VoiceOrchestratorService`
+4. Actualizar prompts en `OpenAILLMAdapter`
+5. Agregar validaciones en `ValidationAgentService` 
\ No newline at end of file
diff --git a/src/features/ai-agents/application/services/budget-agent.service.ts b/src/features/ai-agents/application/services/budget-agent.service.ts
new file mode 100644
index 0000000..3ed88cf
--- /dev/null
+++ b/src/features/ai-agents/application/services/budget-agent.service.ts
@@ -0,0 +1,65 @@
+import { AgentResponse } from "../../domain/entities/voice-command.entity";
+
+export class BudgetAgentService {
+  async processBudget(extractedData: Record<string, any>, userId: number): Promise<AgentResponse> {
+    try {
+      const processedData = this.normalizeBudgetData(extractedData, userId);
+      
+      return {
+        success: true,
+        intent: 'CREATE_BUDGET',
+        extractedData: processedData,
+        confidence: 0.9,
+        message: `He identificado un presupuesto de $${processedData.limit_amount} para ${processedData.month}`
+      };
+    } catch (error) {
+      return {
+        success: false,
+        intent: 'CREATE_BUDGET',
+        extractedData: {},
+        confidence: 0,
+        message: "No pude procesar los datos del presupuesto"
+      };
+    }
+  }
+
+  private normalizeBudgetData(data: Record<string, any>, userId: number) {
+    return {
+      user_id: userId,
+      category_id: data.category_id || null,
+      limit_amount: this.parseAmount(data.limit_amount || data.amount),
+      current_amount: 0,
+      month: this.parseMonth(data.month || data.period)
+    };
+  }
+
+  private parseAmount(amount: any): number {
+    if (typeof amount === 'number') return amount;
+    if (typeof amount === 'string') {
+      const cleanAmount = amount.replace(/[^\d.,]/g, '');
+      return parseFloat(cleanAmount.replace(',', '.'));
+    }
+    return 0;
+  }
+
+  private parseMonth(monthInput: any): string {
+    if (!monthInput) {
+      const currentDate = new Date();
+      return new Date(currentDate.getFullYear(), currentDate.getMonth(), 1).toISOString();
+    }
+    
+    if (monthInput instanceof Date) {
+      return new Date(monthInput.getFullYear(), monthInput.getMonth(), 1).toISOString();
+    }
+    
+    if (typeof monthInput === 'string') {
+      const date = new Date(monthInput);
+      if (!isNaN(date.getTime())) {
+        return new Date(date.getFullYear(), date.getMonth(), 1).toISOString();
+      }
+    }
+    
+    const currentDate = new Date();
+    return new Date(currentDate.getFullYear(), currentDate.getMonth(), 1).toISOString();
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/application/services/goal-agent.service.ts b/src/features/ai-agents/application/services/goal-agent.service.ts
new file mode 100644
index 0000000..9ab5c77
--- /dev/null
+++ b/src/features/ai-agents/application/services/goal-agent.service.ts
@@ -0,0 +1,70 @@
+import { AgentResponse } from "../../domain/entities/voice-command.entity";
+
+export class GoalAgentService {
+  async processGoal(extractedData: Record<string, any>, userId: number): Promise<AgentResponse> {
+    try {
+      const processedData = this.normalizeGoalData(extractedData, userId);
+      
+      return {
+        success: true,
+        intent: 'CREATE_GOAL',
+        extractedData: processedData,
+        confidence: 0.9,
+        message: `He identificado una meta de ahorro: "${processedData.name}" con objetivo de $${processedData.target_amount}`
+      };
+    } catch (error) {
+      return {
+        success: false,
+        intent: 'CREATE_GOAL',
+        extractedData: {},
+        confidence: 0,
+        message: "No pude procesar los datos de la meta de ahorro"
+      };
+    }
+  }
+
+  private normalizeGoalData(data: Record<string, any>, userId: number) {
+    return {
+      user_id: userId,
+      name: data.name || data.goal_name || 'Meta sin nombre',
+      target_amount: this.parseAmount(data.target_amount || data.amount),
+      current_amount: 0,
+      end_date: this.parseDate(data.end_date || data.deadline),
+      category_id: data.category_id || null,
+      contribution_frequency: data.contribution_frequency || null,
+      contribution_amount: data.contribution_amount ? this.parseAmount(data.contribution_amount) : null
+    };
+  }
+
+  private parseAmount(amount: any): number {
+    if (typeof amount === 'number') return amount;
+    if (typeof amount === 'string') {
+      const cleanAmount = amount.replace(/[^\d.,]/g, '');
+      return parseFloat(cleanAmount.replace(',', '.'));
+    }
+    return 0;
+  }
+
+  private parseDate(dateInput: any): string {
+    if (!dateInput) {
+      const futureDate = new Date();
+      futureDate.setFullYear(futureDate.getFullYear() + 1);
+      return futureDate.toISOString();
+    }
+    
+    if (dateInput instanceof Date) {
+      return dateInput.toISOString();
+    }
+    
+    if (typeof dateInput === 'string') {
+      const date = new Date(dateInput);
+      if (!isNaN(date.getTime())) {
+        return date.toISOString();
+      }
+    }
+    
+    const futureDate = new Date();
+    futureDate.setFullYear(futureDate.getFullYear() + 1);
+    return futureDate.toISOString();
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/application/services/transaction-agent.service.ts b/src/features/ai-agents/application/services/transaction-agent.service.ts
new file mode 100644
index 0000000..dd186ba
--- /dev/null
+++ b/src/features/ai-agents/application/services/transaction-agent.service.ts
@@ -0,0 +1,59 @@
+import { AgentResponse } from "../../domain/entities/voice-command.entity";
+
+export class TransactionAgentService {
+  async processTransaction(extractedData: Record<string, any>, userId: number): Promise<AgentResponse> {
+    try {
+      const processedData = this.normalizeTransactionData(extractedData, userId);
+      
+      return {
+        success: true,
+        intent: 'CREATE_TRANSACTION',
+        extractedData: processedData,
+        confidence: 0.9,
+        message: `He identificado una transacción: ${processedData.type === 'EXPENSE' ? 'Gasto' : 'Ingreso'} de $${processedData.amount} en ${processedData.description || 'Sin descripción'}`
+      };
+    } catch (error) {
+      return {
+        success: false,
+        intent: 'CREATE_TRANSACTION',
+        extractedData: {},
+        confidence: 0,
+        message: "No pude procesar los datos de la transacción"
+      };
+    }
+  }
+
+  private normalizeTransactionData(data: Record<string, any>, userId: number) {
+    return {
+      user_id: userId,
+      amount: this.parseAmount(data.amount),
+      type: this.determineTransactionType(data),
+      description: data.description || data.concept || '',
+      category_id: data.category_id || null,
+      payment_method_id: data.payment_method_id || null,
+      date: data.date || new Date().toISOString()
+    };
+  }
+
+  private parseAmount(amount: any): number {
+    if (typeof amount === 'number') return amount;
+    if (typeof amount === 'string') {
+      const cleanAmount = amount.replace(/[^\d.,]/g, '');
+      return parseFloat(cleanAmount.replace(',', '.'));
+    }
+    return 0;
+  }
+
+  private determineTransactionType(data: Record<string, any>): 'INCOME' | 'EXPENSE' {
+    const type = data.type?.toUpperCase();
+    if (type === 'INCOME' || type === 'INGRESO') return 'INCOME';
+    if (type === 'EXPENSE' || type === 'GASTO') return 'EXPENSE';
+    
+    const keywords = data.description?.toLowerCase() || '';
+    if (keywords.includes('gané') || keywords.includes('recibí') || keywords.includes('ingreso')) {
+      return 'INCOME';
+    }
+    
+    return 'EXPENSE';
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/application/services/validation-agent.service.ts b/src/features/ai-agents/application/services/validation-agent.service.ts
new file mode 100644
index 0000000..ae20b9d
--- /dev/null
+++ b/src/features/ai-agents/application/services/validation-agent.service.ts
@@ -0,0 +1,92 @@
+import { AgentResponse } from "../../domain/entities/voice-command.entity";
+
+export class ValidationAgentService {
+  async validateResponse(response: AgentResponse, userId: number): Promise<AgentResponse> {
+    if (!response.success) {
+      return response;
+    }
+
+    const validationErrors: string[] = [];
+    const suggestedCorrections: Record<string, any> = {};
+
+    switch (response.intent) {
+      case 'CREATE_TRANSACTION':
+        this.validateTransaction(response.extractedData, validationErrors, suggestedCorrections);
+        break;
+      case 'CREATE_GOAL':
+        this.validateGoal(response.extractedData, validationErrors, suggestedCorrections);
+        break;
+      case 'CREATE_BUDGET':
+        this.validateBudget(response.extractedData, validationErrors, suggestedCorrections);
+        break;
+    }
+
+    return {
+      ...response,
+      validationErrors: validationErrors.length > 0 ? validationErrors : undefined,
+      suggestedCorrections: Object.keys(suggestedCorrections).length > 0 ? suggestedCorrections : undefined,
+      success: validationErrors.length === 0,
+      message: validationErrors.length > 0 
+        ? `Se encontraron algunos problemas: ${validationErrors.join(', ')}`
+        : response.message
+    };
+  }
+
+  private validateTransaction(data: Record<string, any>, errors: string[], corrections: Record<string, any>) {
+    if (!data.amount || data.amount <= 0) {
+      errors.push("El monto debe ser mayor a 0");
+      corrections.amount = 0;
+    }
+
+    if (!data.type || !['INCOME', 'EXPENSE'].includes(data.type)) {
+      errors.push("Tipo de transacción inválido");
+      corrections.type = 'EXPENSE';
+    }
+
+    if (!data.description || data.description.trim() === '') {
+      errors.push("La descripción no puede estar vacía");
+      corrections.description = 'Transacción sin descripción';
+    }
+  }
+
+  private validateGoal(data: Record<string, any>, errors: string[], corrections: Record<string, any>) {
+    if (!data.name || data.name.trim() === '') {
+      errors.push("El nombre de la meta no puede estar vacío");
+      corrections.name = 'Meta sin nombre';
+    }
+
+    if (!data.target_amount || data.target_amount <= 0) {
+      errors.push("El monto objetivo debe ser mayor a 0");
+      corrections.target_amount = 1000;
+    }
+
+    if (data.current_amount < 0) {
+      errors.push("El monto actual no puede ser negativo");
+      corrections.current_amount = 0;
+    }
+
+    if (!data.end_date) {
+      errors.push("La fecha objetivo es requerida");
+      const futureDate = new Date();
+      futureDate.setFullYear(futureDate.getFullYear() + 1);
+      corrections.end_date = futureDate.toISOString();
+    }
+  }
+
+  private validateBudget(data: Record<string, any>, errors: string[], corrections: Record<string, any>) {
+    if (!data.limit_amount || data.limit_amount <= 0) {
+      errors.push("El límite del presupuesto debe ser mayor a 0");
+      corrections.limit_amount = 1000;
+    }
+
+    if (!data.category_id) {
+      errors.push("Se requiere una categoría para el presupuesto");
+    }
+
+    if (!data.month) {
+      errors.push("Se requiere especificar el mes del presupuesto");
+      const currentDate = new Date();
+      corrections.month = new Date(currentDate.getFullYear(), currentDate.getMonth(), 1).toISOString();
+    }
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/application/services/voice-orchestrator.service.ts b/src/features/ai-agents/application/services/voice-orchestrator.service.ts
new file mode 100644
index 0000000..a078a3d
--- /dev/null
+++ b/src/features/ai-agents/application/services/voice-orchestrator.service.ts
@@ -0,0 +1,90 @@
+import { VoiceCommand, AgentResponse, CommandIntent } from "../../domain/entities/voice-command.entity";
+import { ITranscriptionService, ILLMService } from "../../domain/ports/transcription.port";
+import { TransactionAgentService } from "./transaction-agent.service";
+import { GoalAgentService } from "./goal-agent.service";
+import { BudgetAgentService } from "./budget-agent.service";
+import { ValidationAgentService } from "./validation-agent.service";
+
+export class VoiceOrchestratorService {
+  constructor(
+    private transcriptionService: ITranscriptionService,
+    private llmService: ILLMService,
+    private transactionAgent: TransactionAgentService,
+    private goalAgent: GoalAgentService,
+    private budgetAgent: BudgetAgentService,
+    private validationAgent: ValidationAgentService
+  ) {}
+
+  async processVoiceCommand(audioBlob: Blob, userId: number): Promise<AgentResponse> {
+    try {
+      const transcription = await this.transcriptionService.transcribe(audioBlob);
+      
+      const intentResult = await this.llmService.classifyIntent(transcription);
+      const intent = intentResult.intent as CommandIntent;
+      
+      if (intentResult.confidence < 0.7) {
+        return {
+          success: false,
+          intent: 'UNKNOWN',
+          extractedData: {},
+          confidence: intentResult.confidence,
+          message: "No pude entender tu solicitud. ¿Podrías repetirla de otra manera?"
+        };
+      }
+
+      const extractionResult = await this.llmService.extractData(transcription, intent);
+      
+      let agentResponse: AgentResponse;
+      
+      switch (intent) {
+        case 'CREATE_TRANSACTION':
+          agentResponse = await this.transactionAgent.processTransaction(
+            extractionResult.data, 
+            userId
+          );
+          break;
+        case 'CREATE_GOAL':
+          agentResponse = await this.goalAgent.processGoal(
+            extractionResult.data, 
+            userId
+          );
+          break;
+        case 'CREATE_BUDGET':
+          agentResponse = await this.budgetAgent.processBudget(
+            extractionResult.data, 
+            userId
+          );
+          break;
+        default:
+          return {
+            success: false,
+            intent: 'UNKNOWN',
+            extractedData: {},
+            confidence: 0,
+            message: "Tipo de comando no soportado"
+          };
+      }
+
+      const validatedResponse = await this.validationAgent.validateResponse(
+        agentResponse, 
+        userId
+      );
+
+      return {
+        ...validatedResponse,
+        intent,
+        confidence: Math.min(intentResult.confidence, extractionResult.confidence)
+      };
+
+    } catch (error) {
+      console.error('Error processing voice command:', error);
+      return {
+        success: false,
+        intent: 'UNKNOWN',
+        extractedData: {},
+        confidence: 0,
+        message: "Ocurrió un error procesando tu solicitud"
+      };
+    }
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/application/use-cases/process-voice-command.use-case.ts b/src/features/ai-agents/application/use-cases/process-voice-command.use-case.ts
new file mode 100644
index 0000000..05300c1
--- /dev/null
+++ b/src/features/ai-agents/application/use-cases/process-voice-command.use-case.ts
@@ -0,0 +1,50 @@
+import { VoiceOrchestratorService } from "../services/voice-orchestrator.service";
+import { AgentResponse } from "../../domain/entities/voice-command.entity";
+
+export interface ProcessVoiceCommandRequest {
+  audioBlob: Blob;
+  userId: number;
+}
+
+export class ProcessVoiceCommandUseCase {
+  constructor(
+    private voiceOrchestrator: VoiceOrchestratorService
+  ) {}
+
+  async execute(request: ProcessVoiceCommandRequest): Promise<AgentResponse> {
+    const { audioBlob, userId } = request;
+
+    if (!audioBlob || audioBlob.size === 0) {
+      return {
+        success: false,
+        intent: 'UNKNOWN',
+        extractedData: {},
+        confidence: 0,
+        message: "No se recibió audio válido"
+      };
+    }
+
+    if (!userId || userId <= 0) {
+      return {
+        success: false,
+        intent: 'UNKNOWN',
+        extractedData: {},
+        confidence: 0,
+        message: "Usuario no válido"
+      };
+    }
+
+    try {
+      return await this.voiceOrchestrator.processVoiceCommand(audioBlob, userId);
+    } catch (error) {
+      console.error('Error in ProcessVoiceCommandUseCase:', error);
+      return {
+        success: false,
+        intent: 'UNKNOWN',
+        extractedData: {},
+        confidence: 0,
+        message: "Error interno del servidor"
+      };
+    }
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/domain/entities/voice-command.entity.ts b/src/features/ai-agents/domain/entities/voice-command.entity.ts
new file mode 100644
index 0000000..6d3061a
--- /dev/null
+++ b/src/features/ai-agents/domain/entities/voice-command.entity.ts
@@ -0,0 +1,36 @@
+export interface VoiceCommand {
+  id: string;
+  userId: number;
+  audioBlob?: Blob;
+  transcription: string;
+  intent: CommandIntent;
+  extractedData: Record<string, any>;
+  confidence: number;
+  status: CommandStatus;
+  createdAt: Date;
+  processedAt?: Date;
+}
+
+export type CommandIntent = 
+  | 'CREATE_TRANSACTION'
+  | 'CREATE_GOAL'
+  | 'CREATE_BUDGET'
+  | 'UNKNOWN';
+
+export type CommandStatus = 
+  | 'PENDING'
+  | 'PROCESSING'
+  | 'VALIDATED'
+  | 'CONFIRMED'
+  | 'EXECUTED'
+  | 'FAILED';
+
+export interface AgentResponse {
+  success: boolean;
+  intent: CommandIntent;
+  extractedData: Record<string, any>;
+  confidence: number;
+  validationErrors?: string[];
+  suggestedCorrections?: Record<string, any>;
+  message: string;
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/domain/ports/transcription.port.ts b/src/features/ai-agents/domain/ports/transcription.port.ts
new file mode 100644
index 0000000..2c51ac9
--- /dev/null
+++ b/src/features/ai-agents/domain/ports/transcription.port.ts
@@ -0,0 +1,15 @@
+export interface ITranscriptionService {
+  transcribe(audioBlob: Blob): Promise<string>;
+}
+
+export interface ILLMService {
+  classifyIntent(transcription: string): Promise<{
+    intent: string;
+    confidence: number;
+  }>;
+  
+  extractData(transcription: string, intent: string): Promise<{
+    data: Record<string, any>;
+    confidence: number;
+  }>;
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts b/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts
new file mode 100644
index 0000000..ba3e876
--- /dev/null
+++ b/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts
@@ -0,0 +1,134 @@
+import { ILLMService } from "../../domain/ports/transcription.port";
+
+export class OpenAILLMAdapter implements ILLMService {
+  private apiKey: string;
+  private apiUrl = 'https://api.openai.com/v1/completions';
+
+  constructor(apiKey: string) {
+    this.apiKey = apiKey;
+  }
+
+  async classifyIntent(transcription: string): Promise<{ intent: string; confidence: number }> {
+    const prompt = `
+Analiza el siguiente texto y determina la intención del usuario. Las opciones son:
+- CREATE_TRANSACTION: Para crear gastos o ingresos
+- CREATE_GOAL: Para crear metas de ahorro
+- CREATE_BUDGET: Para crear presupuestos
+- UNKNOWN: Si no es claro
+
+Texto: "${transcription}"
+
+Responde SOLO con un JSON en este formato:
+{"intent": "CREATE_TRANSACTION", "confidence": 0.95}
+`;
+
+    try {
+      const response = await this.callOpenAI(prompt);
+      const result = JSON.parse(response);
+      return {
+        intent: result.intent || 'UNKNOWN',
+        confidence: result.confidence || 0.5
+      };
+    } catch (error) {
+      console.error('Error classifying intent:', error);
+      return { intent: 'UNKNOWN', confidence: 0 };
+    }
+  }
+
+  async extractData(transcription: string, intent: string): Promise<{ data: Record<string, any>; confidence: number }> {
+    let prompt = '';
+
+    switch (intent) {
+      case 'CREATE_TRANSACTION':
+        prompt = `
+Extrae los datos de transacción del siguiente texto:
+"${transcription}"
+
+Responde SOLO con un JSON con estos campos:
+{
+  "amount": número,
+  "type": "INCOME" o "EXPENSE",
+  "description": "descripción",
+  "category": "nombre de categoría si se menciona",
+  "payment_method": "método de pago si se menciona",
+  "confidence": 0.0-1.0
+}
+`;
+        break;
+
+      case 'CREATE_GOAL':
+        prompt = `
+Extrae los datos de meta de ahorro del siguiente texto:
+"${transcription}"
+
+Responde SOLO con un JSON con estos campos:
+{
+  "name": "nombre de la meta",
+  "target_amount": número,
+  "end_date": "fecha en formato ISO si se menciona",
+  "contribution_amount": número si se menciona,
+  "confidence": 0.0-1.0
+}
+`;
+        break;
+
+      case 'CREATE_BUDGET':
+        prompt = `
+Extrae los datos de presupuesto del siguiente texto:
+"${transcription}"
+
+Responde SOLO con un JSON con estos campos:
+{
+  "limit_amount": número,
+  "category": "nombre de categoría",
+  "month": "mes/año si se menciona",
+  "confidence": 0.0-1.0
+}
+`;
+        break;
+
+      default:
+        return { data: {}, confidence: 0 };
+    }
+
+    try {
+      const response = await this.callOpenAI(prompt);
+      const result = JSON.parse(response);
+      const confidence = result.confidence || 0.8;
+      delete result.confidence;
+      
+      return {
+        data: result,
+        confidence
+      };
+    } catch (error) {
+      console.error('Error extracting data:', error);
+      return { data: {}, confidence: 0 };
+    }
+  }
+
+  private async callOpenAI(prompt: string): Promise<string> {
+    const fullPrompt = `Eres un asistente especializado en finanzas personales. Responde siempre con JSON válido.\n\n${prompt}`;
+    
+    const response = await fetch(this.apiUrl, {
+      method: 'POST',
+      headers: {
+        'Authorization': `Bearer ${this.apiKey}`,
+        'Content-Type': 'application/json',
+      },
+      body: JSON.stringify({
+        model: 'gpt-3.5-turbo-instruct',
+        prompt: fullPrompt,
+        temperature: 0.3,
+        max_tokens: 500
+      }),
+    });
+
+    if (!response.ok) {
+      throw new Error(`OpenAI API error: ${response.status} ${response.statusText}`);
+    }
+
+    const result = await response.json();
+    return result.choices[0]?.text?.trim() || '{}';
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/infrastructure/adapters/openai-transcription.adapter.ts b/src/features/ai-agents/infrastructure/adapters/openai-transcription.adapter.ts
new file mode 100644
index 0000000..f6a977a
--- /dev/null
+++ b/src/features/ai-agents/infrastructure/adapters/openai-transcription.adapter.ts
@@ -0,0 +1,38 @@
+import { ITranscriptionService } from "../../domain/ports/transcription.port";
+
+export class OpenAITranscriptionAdapter implements ITranscriptionService {
+  private apiKey: string;
+  private apiUrl = 'https://api.openai.com/v1/audio/transcriptions';
+
+  constructor(apiKey: string) {
+    this.apiKey = apiKey;
+  }
+
+  async transcribe(audioBlob: Blob): Promise<string> {
+    try {
+      const formData = new FormData();
+      formData.append('file', audioBlob, 'audio.wav');
+      formData.append('model', 'whisper-1');
+      formData.append('language', 'es');
+      formData.append('response_format', 'json');
+
+      const response = await fetch(this.apiUrl, {
+        method: 'POST',
+        headers: {
+          'Authorization': `Bearer ${this.apiKey}`,
+        },
+        body: formData,
+      });
+
+      if (!response.ok) {
+        throw new Error(`OpenAI API error: ${response.status} ${response.statusText}`);
+      }
+
+      const result = await response.json();
+      return result.text || '';
+    } catch (error) {
+      console.error('Error transcribing audio:', error);
+      throw new Error('Failed to transcribe audio');
+    }
+  }
+} 
\ No newline at end of file
diff --git a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
new file mode 100644
index 0000000..70f3ef5
--- /dev/null
+++ b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
@@ -0,0 +1,94 @@
+import { Hono } from "hono";
+import { ProcessVoiceCommandUseCase } from "../../application/use-cases/process-voice-command.use-case";
+import { VoiceOrchestratorService } from "../../application/services/voice-orchestrator.service";
+import { TransactionAgentService } from "../../application/services/transaction-agent.service";
+import { GoalAgentService } from "../../application/services/goal-agent.service";
+import { BudgetAgentService } from "../../application/services/budget-agent.service";
+import { ValidationAgentService } from "../../application/services/validation-agent.service";
+import { OpenAITranscriptionAdapter } from "../adapters/openai-transcription.adapter";
+import { OpenAILLMAdapter } from "../adapters/openai-llm.adapter";
+import { verifyToken } from "@/shared/utils/jwt.util";
+
+const app = new Hono();
+
+const OPENAI_API_KEY = process.env.OPENAI_API_KEY || '';
+
+const transcriptionService = new OpenAITranscriptionAdapter(OPENAI_API_KEY);
+const llmService = new OpenAILLMAdapter(OPENAI_API_KEY);
+const transactionAgent = new TransactionAgentService();
+const goalAgent = new GoalAgentService();
+const budgetAgent = new BudgetAgentService();
+const validationAgent = new ValidationAgentService();
+
+const voiceOrchestrator = new VoiceOrchestratorService(
+  transcriptionService,
+  llmService,
+  transactionAgent,
+  goalAgent,
+  budgetAgent,
+  validationAgent
+);
+
+const processVoiceCommandUseCase = new ProcessVoiceCommandUseCase(voiceOrchestrator);
+
+app.post("/voice-command", async (c) => {
+  try {
+    const authHeader = c.req.header('Authorization');
+    
+    if (!authHeader || !authHeader.startsWith('Bearer ')) {
+      return c.json({
+        success: false,
+        message: "Token de autorización requerido"
+      }, 401);
+    }
+
+    const token = authHeader.substring(7);
+    const payload = await verifyToken(token);
+
+    if (!payload) {
+      return c.json({
+        success: false,
+        message: "Token inválido"
+      }, 401);
+    }
+
+    const user = payload as { id: number; email: string };
+    const body = await c.req.formData();
+    const audioFile = body.get("audio") as File;
+
+    if (!audioFile) {
+      return c.json({
+        success: false,
+        message: "No se recibió archivo de audio"
+      }, 400);
+    }
+
+    const audioBlob = new Blob([await audioFile.arrayBuffer()], { 
+      type: audioFile.type || 'audio/wav' 
+    });
+
+    const result = await processVoiceCommandUseCase.execute({
+      audioBlob,
+      userId: user.id
+    });
+
+    return c.json({
+      success: result.success,
+      intent: result.intent,
+      extractedData: result.extractedData,
+      confidence: result.confidence,
+      message: result.message,
+      validationErrors: result.validationErrors,
+      suggestedCorrections: result.suggestedCorrections
+    });
+
+  } catch (error) {
+    console.error("Error processing voice command:", error);
+    return c.json({
+      success: false,
+      message: "Error interno del servidor"
+    }, 500);
+  }
+});
+
+export default app; 
\ No newline at end of file

From df7c4d9df2ea0bba6ac548db93defaa453d6cce3 Mon Sep 17 00:00:00 2001
From: leninner <mazabandalenin180@gmail.com>
Date: Sun, 28 Sep 2025 20:56:21 -0500
Subject: [PATCH 2/4] chore: update new endpoint to agentic foppy

---
 .../infrastructure/controllers/voice-command.controller.ts    | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
index 70f3ef5..b024541 100644
--- a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
+++ b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
@@ -53,8 +53,8 @@ app.post("/voice-command", async (c) => {
     }
 
     const user = payload as { id: number; email: string };
-    const body = await c.req.formData();
-    const audioFile = body.get("audio") as File;
+    const body = await c.req?.formData();
+    const audioFile = body?.get("audio") as File;
 
     if (!audioFile) {
       return c.json({

From 760ba34fa8e894f4f7898d64517db95e7dc37e02 Mon Sep 17 00:00:00 2001
From: leninner <mazabandalenin180@gmail.com>
Date: Tue, 7 Oct 2025 09:55:02 -0500
Subject: [PATCH 3/4] chore: pause AI integration;

---
 .../controllers/voice-command.controller.ts   | 66 ++++++++++++-------
 1 file changed, 41 insertions(+), 25 deletions(-)

diff --git a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
index b024541..714b5e8 100644
--- a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
+++ b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
@@ -52,35 +52,51 @@ app.post("/voice-command", async (c) => {
       }, 401);
     }
 
-    const user = payload as { id: number; email: string };
-    const body = await c.req?.formData();
-    const audioFile = body?.get("audio") as File;
+ return c.json({
+    "success": true,
+    "intent": "CREATE_TRANSACTION", 
+    "extractedData": {
+        "user_id": 1,
+        "amount": 25,
+        "type": "EXPENSE",
+        "description": "desayuno",
+        "category_id": null,
+        "payment_method_id": null,
+        "date": "2025-10-07T13:18:32.623Z"
+    },
+    "confidence": 0.95,
+    "message": "He identificado una transacción: Gasto de $25 en desayuno"
+});
 
-    if (!audioFile) {
-      return c.json({
-        success: false,
-        message: "No se recibió archivo de audio"
-      }, 400);
-    }
+    // const user = payload as { id: number; email: string };
+    // const body = await c.req?.formData();
+    // const audioFile = body?.get("audio") as File;
 
-    const audioBlob = new Blob([await audioFile.arrayBuffer()], { 
-      type: audioFile.type || 'audio/wav' 
-    });
+    // if (!audioFile) {
+    //   return c.json({
+    //     success: false,
+    //     message: "No se recibió archivo de audio"
+    //   }, 400);
+    // }
 
-    const result = await processVoiceCommandUseCase.execute({
-      audioBlob,
-      userId: user.id
-    });
+    // const audioBlob = new Blob([await audioFile.arrayBuffer()], { 
+    //   type: audioFile.type || 'audio/wav' 
+    // });
 
-    return c.json({
-      success: result.success,
-      intent: result.intent,
-      extractedData: result.extractedData,
-      confidence: result.confidence,
-      message: result.message,
-      validationErrors: result.validationErrors,
-      suggestedCorrections: result.suggestedCorrections
-    });
+    // const result = await processVoiceCommandUseCase.execute({
+    //   audioBlob,
+    //   userId: user.id
+    // });
+
+    // return c.json({
+    //   success: result.success,
+    //   intent: result.intent,
+    //   extractedData: result.extractedData,
+    //   confidence: result.confidence,
+    //   message: result.message,
+    //   validationErrors: result.validationErrors,
+    //   suggestedCorrections: result.suggestedCorrections
+    // });
 
   } catch (error) {
     console.error("Error processing voice command:", error);

From 8861e0d46618808999829690b4a0d00ba29b6cb2 Mon Sep 17 00:00:00 2001
From: leninner <mazabandalenin180@gmail.com>
Date: Thu, 9 Oct 2025 17:15:35 -0500
Subject: [PATCH 4/4] chore: update

---
 .../adapters/openai-llm.adapter.ts              |  9 +++++----
 .../controllers/voice-command.controller.ts     | 17 +++++++++--------
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts b/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts
index ba3e876..0b74053 100644
--- a/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts
+++ b/src/features/ai-agents/infrastructure/adapters/openai-llm.adapter.ts
@@ -36,7 +36,7 @@ Responde SOLO con un JSON en este formato:
   }
 
   async extractData(transcription: string, intent: string): Promise<{ data: Record<string, any>; confidence: number }> {
-    let prompt = '';
+    let prompt = 'category_id=1,comida;2,viajes;3,education;4,otro\n';
 
     switch (intent) {
       case 'CREATE_TRANSACTION':
@@ -49,7 +49,7 @@ Responde SOLO con un JSON con estos campos:
   "amount": número,
   "type": "INCOME" o "EXPENSE",
   "description": "descripción",
-  "category": "nombre de categoría si se menciona",
+  "category_id": "nombre de categoría si se menciona",
   "payment_method": "método de pago si se menciona",
   "confidence": 0.0-1.0
 }
@@ -82,7 +82,8 @@ Responde SOLO con un JSON con estos campos:
   "limit_amount": número,
   "category": "nombre de categoría",
   "month": "mes/año si se menciona",
-  "confidence": 0.0-1.0
+  "confidence": 0.0-1.0,
+  "category_id": id de la categoria segun corresponda
 }
 `;
         break;
@@ -120,7 +121,7 @@ Responde SOLO con un JSON con estos campos:
         model: 'gpt-3.5-turbo-instruct',
         prompt: fullPrompt,
         temperature: 0.3,
-        max_tokens: 500
+        max_tokens: 400
       }),
     });
 
diff --git a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
index 714b5e8..97b6eb1 100644
--- a/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
+++ b/src/features/ai-agents/infrastructure/controllers/voice-command.controller.ts
@@ -52,20 +52,21 @@ app.post("/voice-command", async (c) => {
       }, 401);
     }
 
- return c.json({
+  return c.json({
     "success": true,
-    "intent": "CREATE_TRANSACTION", 
+    "intent": "CREATE_GOAL",
     "extractedData": {
         "user_id": 1,
-        "amount": 25,
-        "type": "EXPENSE",
-        "description": "desayuno",
+        "name": "meta de ahorro para comida",
+        "target_amount": 600,
+        "current_amount": 0,
+        "end_date": "2026-10-09T21:58:33.460Z",
         "category_id": null,
-        "payment_method_id": null,
-        "date": "2025-10-07T13:18:32.623Z"
+        "contribution_frequency": null,
+        "contribution_amount": null
     },
     "confidence": 0.95,
-    "message": "He identificado una transacción: Gasto de $25 en desayuno"
+    "message": "He identificado una meta de ahorro: \"meta de ahorro para comida\" con objetivo de $600"
 });
 
     // const user = payload as { id: number; email: string };