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A solução integra Large Language Models (LLMs), via API Google Generative AI e framework Langchain, com técnicas avançadas de processamento de imagem (progressão de idade facial), utilizando uma interface gráfica intuitiva (PySide6) para orquestrar o processo. A ferramenta processa templates PDF e diversas fontes de dados (texto, CSV, XLSX, imagens) para gerar relatórios PDF finais, estilizados e multilíngues. Implementações Técnicas e Funcionalidades Chave: Geração de Conteúdo por IA: Utilização de LLMs (Google Gemini via Langchain) para síntese dinâmica de texto, adaptando o conteúdo com base em templates PDF, dados de entrada heterogêneos e configurações de estrutura definidas pelo usuário (títulos, seções, contextos específicos). Processamento de Imagem Avançado: Integração de modelos de visão computacional (baseados em PyTorch e Dlib) para análise e manipulação de imagens, especificamente para gerar projeções de progressão de idade facial. 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. Tecnologias Principais: Linguagem: Python IA & LLM: Google Generative AI API, Langchain, Google Embeddings Visão Computacional & Imagem: PyTorch, Dlib, Pillow, EasyOCR GUI: PySide6 (Qt for Python) Processamento de Dados: Pandas, PyMuPDF (fitz), Openpyxl, NumPy Geração de Documentos: WeasyPrint, Markdown Banco de Dados Vetorial: ChromaDB Utilitários: Tiktoken, Dotenv, Requests, Appdirs Impacto Técnico: O projeto demonstra proficiência na integração de sistemas de IA de ponta (linguagem e visão) com desenvolvimento de software tradicional (GUI, manipulação de arquivos). Supera desafios técnicos como o gerenciamento de processos assíncronos, a orquestração de múltiplas APIs e bibliotecas, o tratamento de diversos formatos de dados e a implementação de mecanismos de validação e resiliência em pipelines de IA. 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He liderado proyectos para sectores públicos y privados en Colombia y el exterior, desarrollando desde sistemas de facturación electrónica y plataformas de impuestos, hasta soluciones SaaS, e-commerce y aplicaciones integradas con WhatsApp, Stripe y Google Calendar. ? ¿Por qué trabajar conmigo? Me considero un desarrollador fullstack todoterreno: domino el backend, el frontend y el diseño de arquitecturas eficientes. Pero más allá del código, lo mío es crear soluciones que funcionan y escalan. Combino lógica, diseño y estrategia digital, entregando productos listos para producción que cumplen objetivos reales del negocio. ? Mis habilidades técnicas Frontend: HTML, CSS, JavaScript, Bootstrap, Tailwind, jQuery, AJAX Backend: PHP, Laravel, Lumen, APIs REST y SOAP Herramientas: Git, Postman, SoapUI, Figma, Linux, servidores Windows Bases de datos: MySQL, PostgreSQL, SQL Server Integraciones: Stripe, Mercado Pago, WhatsApp API, Google Calendar, Guesty ? Experiencia profesional destacada Ingeniero de Desarrollo – Realtech Ltda (2023 - actual): Integración de pasarelas de pago y APIs estratégicas para FEDEGAN, DIAN y gobiernos. Desarrollo de sistemas fiscales y facturación electrónica escalables. NTTDATA (2022 - 2023): Desarrollo y soporte para ENEL Codensa, Bodytech y Movistar. Resolución de bugs, diseño de funcionalidades y mejora de procesos. Lavenir Apps (2020 - 2022): Desarrollo de sistemas IVR para ETB. Creación de módulos de pago y APIs en Laravel y Lumen. ? Proyectos reales en producción Agendux – SaaS de citas online con WhatsApp y pagos. Hostella – Plataforma de alquiler con Stripe y Guesty. VoyConVos – Web app de viajes compartidos (en desarrollo). BingoRiffy – Bingo en vivo con pagos y validación en tiempo real. FEDEGAN – Plataforma nacional de impuestos ganaderos. DevCloud Partners – Sitio corporativo con panel autoadministrable y SEO. ? ¿Qué puedo ofrecerte? Soluciones llave en mano: diseño, backend, frontend, base de datos e integraciones. Compromiso total con los plazos, calidad y claridad en la comunicación. Visión de producto: desarrollo pensando en el negocio y la escalabilidad. Acompañamiento continuo post-lanzamiento. Estoy listo para ayudarte a construir algo increíble. ¿Hablamos?","logos":{"normal":{"url":"https://workana.s3.amazonaws.com/logos/9e3c5d7b1032ed78e11a420500b148f5/pk/yo_160_160.jpeg","width":160,"height":160},"thumb":{"url":"https://workana.s3.amazonaws.com/logos/9e3c5d7b1032ed78e11a420500b148f5/jy/yo_30_30.jpeg","width":30,"height":30},":original":{"url":"https://workana.s3.amazonaws.com/logos/9e3c5d7b1032ed78e11a420500b148f5/vh/yo.jpeg","width":719,"height":719},"profile":{"url":"https://workana.s3.amazonaws.com/logos/9e3c5d7b1032ed78e11a420500b148f5/tn/yo_192_192.jpeg","width":192,"height":192},"large":{"url":"https://workana.s3.amazonaws.com/logos/9e3c5d7b1032ed78e11a420500b148f5/ls/yo_300_300.jpeg","width":300,"height":300}},"country":"CO","lastActive":"2026-01-07 16:45:52","created":"2024-08-16 19:13:54","open":0,"active":0,"completed":"0","rating":"0.00","paid":0,"verifiedPaymentMethod":false,"worker":{"id":8804130,"slug":"michael-cardenas-5","canInvite":false,"skills":{"188":{"id":188},"274":{"id":274},"234":{"id":234},"685":{"id":685},"81":{"id":81},"362":{"id":362},"928":{"id":928},"67":{"id":67}},"history":"Ingeniero de Desarrollo - RealTech Ltda Agosto 2023 - Actualidad Lideré la integración de pasarelas de pago mediante APIs REST y SOAP, colaborando con entidades destacadas como FEDEGAN, DIAN y varias gobernaciones nacionales. Mi mayor logro fue el desarrollo de una API estratégica para la facturación electrónica, conectando a la DIAN, RealTech y la Universidad Distrital. Además, participé activamente en la toma de decisiones de desarrollo, implementando prácticas innovadoras tanto en backend como en frontend, utilizando tecnologías como PHP, Laravel, HTML, CSS, Bootstrap, y jQuery. Junior Software Engineer - NTTDATA Septiembre 2022 - Agosto 2023 Durante mi tiempo en NTTDATA, me enfoqué en la atención de clientes de renombre como ENEL Codensa, Bodytech y Telefónica Movistar. Participé activamente en la resolución de bugs y en el desarrollo de nuevas funcionalidades, manejando tanto frontend como backend. Además, colaboré en el diseño de interfaces utilizando herramientas como Figma, contribuyendo integralmente al ciclo de vida del desarrollo de software. Desarrollador Junior - Lavenir Apps Octubre 2020 - Septiembre 2022 Desarrollé un sistema IVR innovador para ETB, mejorando la experiencia del cliente y facilitando los pagos mediante la conexión con APIs clave. También fui parte esencial en el desarrollo de un módulo de pagos para servicios de hogar, utilizando tecnologías como HTML, CSS, Bootstrap, Javascript, AJAX, y jQuery, garantizando soluciones eficientes y efectivas.","rating":4.6299999999999999,"ranking":59,"position":{"position":"hero","next":null,"name":"Hero","description":"Hero es el máximo nivel de los freelancers de Workana. Nos enorgulleces. Tu experiencia, responsabilidad y profesionalismo hacen que te destaques, por eso tienes los mejores beneficios. ¡Sigue brillando! Leer más","explain":"El freelancer HERO ha llegado al nivel máximo en Workana. Si necesitas a un experto, no busques más. Un freelancer Hero ha demostrado que su talento, servicio y compromiso son excelentes. Trabajar con ellos es un placer. 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Se você procura um parceiro comprometido, que alia conhecimento técnico à visão estratégica, estou pronto para colaborar e agregar valor ao seu projeto, contribuindo para o crescimento e o sucesso do seu negócio.","logos":{"normal":{"url":"https://workana.s3.amazonaws.com/logos/f0a65f17e2b16064ccda5c10686c3b68/vj/avatar1_160_160.png","width":160,"height":160},"thumb":{"url":"https://workana.s3.amazonaws.com/logos/f0a65f17e2b16064ccda5c10686c3b68/ye/avatar1_30_30.png","width":30,"height":30},":original":{"url":"https://workana.s3.amazonaws.com/logos/f0a65f17e2b16064ccda5c10686c3b68/hy/avatar1.png","width":3769,"height":2865},"profile":{"url":"https://workana.s3.amazonaws.com/logos/f0a65f17e2b16064ccda5c10686c3b68/hn/avatar1_192_192.png","width":192,"height":192},"large":{"url":"https://workana.s3.amazonaws.com/logos/f0a65f17e2b16064ccda5c10686c3b68/up/avatar1_300_300.png","width":300,"height":300}},"country":"BR","lastActive":"2026-01-07 20:21:08","created":"2018-03-21 20:09:26","open":1,"active":0,"completed":"0","rating":"0.00","paid":0,"verifiedPaymentMethod":false,"worker":{"id":1004176,"slug":"gabriel-almeida-gomes","canInvite":false,"skills":{"362":{"id":362},"901":{"id":901},"1042":{"id":1042},"947":{"id":947},"234":{"id":234},"768":{"id":768},"246":{"id":246},"287":{"id":287},"274":{"id":274},"188":{"id":188},"67":{"id":67},"499":{"id":499},"525":{"id":525},"437":{"id":437}},"history":"Ao longo de minha trajetória profissional, atuei em diferentes empresas, consolidando expertise em Martech. Na The Great Schools Platform, desempenhei papel de Especialista em Martech, liderando estratégias digitais inovadoras. Na Hinc, conduzi testes A/B, criei dashboards e implementei soluções de automação, contribuindo significativamente para a otimização de campanhas. Na NSC Comunicação, coordenei iniciativas integradas de marketing digital e otimizei performance através de plataformas como Hotjar e Google Analytics, com destaque para projetos na indústria farmacêutica. Em experiências anteriores, na Franquias Ad Clinic, Nith Treinamentos e como Analista Pleno em Martech, desenvolvi sistemas web e implementei integrações tecnológicas, aprimorando processos e promovendo crescimento. Essa diversidade de experiências reforça minha capacidade de integrar estratégia, tecnologia e análise de dados para resultados excepcionais.","rating":5,"ranking":67,"position":{"position":"hero","next":null,"name":"Hero","description":"Hero es el máximo nivel de los freelancers de Workana. Nos enorgulleces. 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Leer más"},"completed":18,"hourlyRate":{"rate":150,"currency":"BRL"},"badges":[{"type":"membership_premium","profile":"worker","active":true},{"type":"bank_transfer","profile":"worker","active":true}],"shouldShowHireMeDialog":false},"profileUrl":"https://www.workana.com/freelancer/b54db7b38207777e15176fc5f5680826","logoUrl":"https://cf.workana.com/logos/f0a65f17e2b16064ccda5c10686c3b68/vj/avatar1_160_160.png","truncatedCompanyDescription":"Sou um profissional de desenvolvimento de software, formado em Sistemas de Informação pela Unisul e atualmente cursando pós-graduação na UNISUL, com foco em Ciência de Dados e Inteligência Artificial. 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