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Atuo fortemente na integração de IA aplicada ao negócio, desde chatbots inteligentes e agentes autônomos até sistemas de detecção visual em tempo real, além de sólida experiência em segurança de infraestrutura, protegendo aplicações contra o volume crescente de bots e scanners automatizados que exploram vulnerabilidades na internet 24/7. ? Inteligência Artificial, LLMs & LangChain Desenvolvimento de Agentes Inteligentes e Chatbots Context-Aware com memória usando LangChain. Implementação de RAG (Retrieval-Augmented Generation) com dados proprietários e vetorização eficiente. Engenharia de Prompt avançada e orquestração de modelos (OpenAI, Anthropic). Integração de LLMs com pipelines backend, automações e sistemas de atendimento omnichannel. ?️ Visão Computacional & Deep Learning (YOLO11) Desenvolvimento e treinamento de modelos de detecção de objetos com YOLO11 (Ultralytics). Criação de datasets personalizados, rotulagem, data augmentation e validação. 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Integração com Mercado Pago. Gestão de checkout, planos recorrentes e tratamento seguro de transações financeiras. ☁️ DevOps, Infraestrutura & Segurança Especialista em Docker, orquestração e pipelines de deploy em nuvem (AWS / GCP). Segurança de Containers: hardening de imagens, redução de superfície de ataque e auditoria de runtime. Nginx Hardening: proteção contra exploits comuns, bots maliciosos, rate limiting e WAF. Defesa ativa contra scanners automatizados e ataques de força bruta. 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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. 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