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Nessa jornada, participei de projetos estratégicos e técnicos, liderando entregas que envolveram: Criação de Sistemas e Aplicações Web e mobile: Desenvolvimento de soluções personalizadas, desde sites institucionais, aplicativos web, mobile e plataformas educacionais com React e Vue, Next, até sistemas de backend robustos, sempre com foco em performance, usabilidade e escalabilidade. Desenvolvimento de E-commerces: Criação de lojas virtuais profissionais em plataformas como Nuvemshop, WooCommerce e Shopify, além do desenvolvimento de soluções de e-commerce totalmente personalizadas. Integrações de Sistemas e APIs: Conexão de sistemas via API REST e Webhooks com Node. Especializado na integração do ecossistema de e-commerce brasileiro, incluindo Bling (ERP), checkout (Pagamentos) e Frenet (Frete). Automações Inteligentes (RPA): Implementação de automações com Make, conectando CRMs (Brevo), Google Sheets, Notion e outras plataformas para otimizar processos e eliminar tarefas manuais. Automação de Comunicação: Desenvolvimento de fluxos com WATI para envio de mensagens automatizadas via Wtp, integrando com CRMs, formulários e sistemas internos. Infraestrutura e DevOps: Hospedagem e deploy automatizado em servidores privados (DigitalOcean) e plataformas de nuvem (Render, Vercel, Railway), utilizando Docker e pipelines de CI/CD para aplicações web e páginas dinâmicas. Análise de Dados e Business Intelligence: Criação de dashboards interativos com Power BI para visualização de dados e apoio à tomada de decisão estratégica. Estratégias Digitais: Criação de conteúdo estratégico para mídias sociais, vídeos institucionais e gestão de campanhas de tráfego pago (Meta Ads e Google Ads). O que começou como um hobby evoluiu para uma carreira sólida. 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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. Resulta em uma ferramenta funcional end-to-end que resolve um problema prático de automação.","rating":4.8899999999999997,"ranking":78,"position":{"position":"gold","next":{"name":"Platinum","next":"hero","description":"Platinum es el quinto nivel de Workana. ¡Estás llegando a la cima! Ahora más que nunca recuerda chequear tu actividad en la plataforma: ingresos, calificaciones y clientes satisfechos. ¡Sigue siendo un éxito! Leer más ","explain":"Un freelancer Platinum es realmente un profesional TOP. El talento Platinum conoce a sus clientes, sabe trabajar de manera remota y brinda un excelente servicio. Su carrera no para de crecer, y solamente le falta conocerte a ti. ¿Qué esperas para contratarlo? Leer más"},"name":"Gold","description":"Gold es el cuarto nivel de Workana. Estás a un paso de convertirte en un top freelancer y acceder a los mejores beneficios. Continúa el excepcional trabajo: ingresos, calificaciones y clientes satisfechos son la clave. Leer más","explain":"Un freelancer Gold ya ha trabajado con por lo menos 4 clientes diferentes y consiguió muy buenos resultados. Para estos profesionales, su reputación es muy importante. ¡No te pierdas la oportunidad de conocer su talento en tu próximo proyecto! Leer más"},"completed":7,"hourlyRate":{"rate":30,"currency":"BRL"},"badges":[],"shouldShowHireMeDialog":false},"profileUrl":"https://www.workana.com/freelancer/0817295dc5d05c5b5fc4617065871c04","logoUrl":"https://cf.workana.com/logos/4f3b5050b297383306944b4d7ddc1115/ix/1000084184_160_160.png","truncatedCompanyDescription":"Desenvolvedor Full Stack & IA Specialist LangChain · Python · React Native · Visão Computacional (YOLO11) Sobre mim Desenvolvedor sênior com mais de 5 anos de experiência, especializado na criação de ecossistemas d...","ratingData":{"label":"4.89 of 5.00","stars":4.8899999999999997},"countryData":{"country":"BR","name":"Brazil","class":"flag flag-br","url":"https://www.workana.com/freelancers/brazil?ref=freelancer_view","blankGif":"https://cf.wkncdn.com/static/assets/build/img/blank.4f4e80a62.gif"},"skillTags":[{"anchorText":"Web Development","anchorLink":"https://www.workana.com/hire/web-development-1","isCertified":false,"title":"Web Development - Freelancers"},{"anchorText":".NET","anchorLink":"https://www.workana.com/hire/net","isCertified":false,"title":".NET - Freelancers"},{"anchorText":"Python","anchorLink":"https://www.workana.com/hire/python","isCertified":false,"title":"Python - Freelancers"},{"anchorText":"Next.js","anchorLink":"https://www.workana.com/hire/next-js","isCertified":false,"title":"Next.js - Freelancers"},{"anchorText":"Node.js","anchorLink":"https://www.workana.com/hire/node-js","isCertified":false,"title":"Node.js - Freelancers"},{"anchorText":"E-commerce","anchorLink":"https://www.workana.com/hire/e-commerce-1","isCertified":false,"title":"E-commerce - Freelancers"},{"anchorText":"Artificial intelligence","anchorLink":"https://www.workana.com/hire/artificial-intelligence","isCertified":false,"title":"Artificial intelligence - Freelancers"},{"anchorText":"Web Scraping","anchorLink":"https://www.workana.com/hire/web-scraping","isCertified":false,"title":"Web Scraping - Freelancers"},{"anchorText":"Responsive Web Design","anchorLink":"https://www.workana.com/hire/responsive-web-design","isCertified":false,"title":"Responsive Web Design - Freelancers"},{"anchorText":"React Native","anchorLink":"https://www.workana.com/hire/react-native","isCertified":false,"title":"React Native - Freelancers"},{"anchorText":"JavaScript","anchorLink":"https://www.workana.com/hire/javascript","isCertified":false,"title":"JavaScript - Freelancers"},{"anchorText":"PostgresSQL","anchorLink":"https://www.workana.com/hire/postgressql","isCertified":false,"title":"PostgresSQL - Freelancers"},{"anchorText":"IT & Programming","anchorLink":"https://www.workana.com/hire/it-programming","isCertified":false,"title":"IT & Programming - Freelancers"}]}],"viewAllUrl":"https://www.workana.com/freelancers?ref=freelancer_view","g11n":{"title":"Other freelancers in our spotlight:","viewAll":"View all profiles","hire":"Hire","viewDetails":"View more","completedProjects":"Completed projects:"}},"backgrounds":{"show":false},"actions":{"directPaymentUrl":"https://www.workana.com/checkout/direct/37c132afe20617bd9a105dc6760aa709","directPaymentText":"Send direct payment"},"bannerAccelerator":null}