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Os resultados visuais são incorporados diretamente no relatório PDF final. Interface Gráfica (GUI) e UX: Construção de uma interface desktop responsiva com PySide6 (Qt for Python), focada na usabilidade para carregamento de arquivos (templates, dados, imagens), configuração de parâmetros de geração (idioma, modelo, estrutura), visualização de prévias em HTML e monitoramento do progresso. Arquitetura Multilíngue: Sistema configurável para geração de relatórios em diversos idiomas, ajustando prompts e potencialmente o pós-processamento. Pipeline de Processamento de Dados: Implementação de rotinas para extração e normalização de dados de múltiplas fontes: Extração de texto de PDFs utilizando PyMuPDF, com fallback para OCR (EasyOCR) em documentos baseados em imagem. Parsing e conversão de dados tabulares de arquivos CSV e Excel (XLSX) usando Pandas. Processamento de entrada de texto livre e identificação de metadados de arquivos de imagem. Geração e Estilização de Documentos PDF: Conversão de conteúdo intermediário (Markdown) para PDF via WeasyPrint, aplicando estilos CSS customizáveis (cores, fontes, layout) e permitindo a incorporação de logos da empresa. Retrieval-Augmented Generation (RAG): Implementação de um sistema RAG opcional utilizando ChromaDB como vector store e Google Generative AI Embeddings. Permite consultar uma base de conhecimento interna para enriquecer o conteúdo gerado pela IA com informações contextuais relevantes, aumentando a precisão e a especificidade do relatório. Gerenciamento de Processamento Assíncrono: Utilização de QThreadPool e workers QRunnable para executar tarefas computacionalmente intensivas (chamadas à API do LLM, processamento de imagem, I/O de arquivos) em threads separadas, garantindo a fluidez e responsividade contínua da interface principal. Interação com API e Gerenciamento de Recursos: Implementação de estratégias de retry com backoff exponencial para lidar com erros transitórios da API (e.g., ResourceExhausted, ServiceUnavailable). Contagem de tokens de entrada (Tiktoken) e mecanismos de truncamento para operar dentro dos limites da API do LLM. Validação de Saída: Implementação de validadores (regex, lógica estrutural) para verificar a qualidade da saída do LLM, detectando problemas como placeholders não substituídos ou tabelas Markdown malformadas, e acionando retentativas de geração se necessário. 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Me he especializado en Laravel, Vue.js y Flutter, brindando soluciones escalables y seguras. En Pagos Electrónicos de Guatemala, participé en el desarrollo y mantenimiento de una plataforma de pagos con integración a sistemas bancarios y pasarelas internacionales. Implementé mejoras que redujeron en un 50% el tiempo de carga y fortalecieron la seguridad en las transacciones. En otros proyectos, he creado APIs RESTful, sistemas de autenticación OAuth2 y funcionalidades completas de administración (CRUD) con estructuras limpias y mantenibles. También he trabajado en la migración de proyectos desde versiones antiguas de Laravel y Vue hacia las más recientes, asegurando continuidad operativa. 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Utilicé Java, Python y SQL Server para desarrollar procedimientos almacenados y scripts para la previsión de ventas. Implementé soluciones en la nube con Azure, mejorando la escalabilidad y disponibilidad del sistema en un 30%. Además, creé documentación técnica detallada y optimicé los costos de mantenimiento al implementar prácticas de estandarización. -------------------------------- Atomic Labs – Ciudad de México Software Developer Lead | Software Architect Abr 2018 – Jun 2022 Lideré el desarrollo de microservicios y APIs RESTful utilizando Node.js y Spring Boot para una plataforma de dispersión de pagos integrada con un Data Warehouse en AWS. Este proyecto redujo los tiempos de transacción en un 17%. También supervisé la creación de una plataforma de onboarding bancario que incrementó la adquisición de usuarios en un 40%. Utilicé herramientas de contenedorización y despliegue continuo como Docker y configuré pipelines de CI/CD para mejorar la eficiencia del desarrollo. -------------------------------- Rescata – Ciudad de México Chief Technology Officer Nov 2016 – Mar 2018 Supervisé el desarrollo de productos tecnológicos enfocados en la automatización de procesos internos mediante Python y Java. Implementé soluciones basadas en AWS para analizar datos de puntos de venta, mejorando la toma de decisiones en tiempo real. Mis responsabilidades también incluyeron la negociación con proveedores de tecnología y la reducción de costos operativos en un 15% a través de la optimización de plataformas de telecomunicaciones y facturación electrónica. -------------------------------- Softec – Ciudad de México Senior Software Developer May 2014 – Nov 2016 Desarrollé servicios backend para el proyecto de Pensiones Digitales del IMSS utilizando Java y SQL. 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