Gustavo Marcos

Gustavo Marcos

Senior AI Software Engineer
Brazil
English, Portuguese
Contract Remote

نبذة عني

Senior AI and Full-Stack Software Engineer with 10+ years of experience delivering production AI applications, scalable backend platforms, and cloud-based SaaS products. Specialized in LLM applications, RAG pipelines, mu…

الخبرة

Senior AI Software Engineer

CWI Software | Porto Alegre, Rio Grande do Sul, Brazil | Remote | Full-time · Porto Alegre , Rio Grande do Sul , Brazil
Aug 2023 - May 2026 · 2 سنوات 9 أشهر

Led technical delivery of 3 production AI software systems, owning architecture, backend services, frontend workflows, cloud deployment, observability, and production support. Engineered a real estate AI assistant with LangChain, LangGraph, Python, React, Pinecone, LLMs, and external data sources, enabling property search, AI chat, lead qualification, visit scheduling, and CRM follow-up management. Orchestrated a 4-agent workflow for property search, user conversation, interest confirmation, and scheduling, guiding users from property discovery to booked visits in one production experience. Launched LLM-powered applications with OpenAI, Claude, Gemini, and OpenRouter, improving response quality, reliability, cost control, and low-latency performance for production users. Increased AI answer relevance by 30% through RAG pipelines with Pinecone, FAISS, Chroma, and Qdrant, grounding responses in structured and unstructured business data. Automated daily activity reporting across 5 sources - Slack, Google Drive, GitHub, chat history, and internal data - using React, Django, Python, SQL, REST APIs, LangChain, and background jobs. Architected scalable backend services with Python, FastAPI, and Node.js for AI-powered SaaS platforms, improving delivery consistency across product workflows. Delivered 4 responsive frontend dashboards and user-facing workflows using React, Next.js, JavaScript, and TypeScript, shortening internal review time by 25%. Strengthened deployment reliability by containerizing services with Docker and managing cloud releases through AWS, Azure, GCP, and CI/CD pipelines. Cut production debugging time by 35% by implementing structured logging, Sentry monitoring, and error tracking for faster issue detection and maintenance. Mentored 2 junior developers during project handover, documenting architecture decisions, support procedures, and production maintenance workflows.

AI / Machine Learning Software Engineer

ClickIT | Saltillo, Coahuila, Mexico| Remote | Contract · Saltillo , Coahuila de Zaragoza , Mexico
Jun 2020 - Mar 2023 · 2 سنوات 9 أشهر

Produced AI and machine learning software solutions for prediction, data processing, decision support, and workflow optimization across production web applications. Created ML pipelines with Python, pandas, NumPy, scikit-learn, and XGBoost, covering preprocessing, feature engineering, training, evaluation, deployment, and monitoring. Deployed a computer vision people-counting system with Python, OpenCV, YOLO, PyTorch, FastAPI, React, SQL, Docker, and cloud infrastructure to track 6 operational metrics: occupancy, crowded zones, queue size, entrance counts, exit counts, and peak traffic. Integrated prediction services into production applications through REST APIs and backend services, improving access to model outputs for business users and internal teams. Implemented backend services for AI and data-driven applications using Python, FastAPI, Django, Node.js, PostgreSQL, and MongoDB. Partnered with engineering, product, and DevOps teams to move ML workflows from prototype to production-ready services with repeatable deployment processes. Lowered manual deployment effort by 30% by publishing backend and ML services with Docker, AWS, CI/CD pipelines, and cloud infrastructure.

Full-Stack Software Engineer

F10 Software | Curitiba, Paraná, Brazil | Remote | Full-time · Curitiba , Paraná , Brazil
Dec 2014 - Jan 2020 · 5 سنوات 1 شهر

Built full-stack enterprise applications using C#, ASP.NET MVC, .NET Framework, Razor, JavaScript, Node.js, React, SQL Server, and REST APIs. Launched an e-commerce platform for 2 user groups - customers and business admins - with React, Next.js, Python, Node.js, SQL, REST APIs, payment flows, analytics tracking, and admin dashboards. Implemented backend logic using C#, ASP.NET MVC, object-oriented programming, REST APIs, JSON, and XML for internal enterprise systems. Managed Entity Framework, EDM, LINQ, and SQL Server work for database modeling, queries, reporting workflows, and business data operations. Delivered frontend interfaces with Razor, WPF, JavaScript, Ajax, and React, strengthening usability across internal enterprise tools. Connected local systems with external databases and internal business applications through RESTful services using JSON and XML data transfer. Decreased manual reporting effort by 40% by creating DTS and SSIS workflows and scheduling automated reports with SQL Server Agent jobs. Enhanced application stability and form completion success by 25% through Ajax-based submissions, unit tests, debugging practices, and maintenance.

المشاريع

AI-Powered Real Estate Assistant

Confidential Client
المدة : 06-Jan-2025 - 27-May-2026

Built a production AI-powered real estate platform using React, Python (FastAPI), LangChain, LangGraph, and Pinecone. Designed a multi-agent workflow for property search, conversational assistance, lead qualification, and appointment scheduling. Developed the frontend, backend, RAG pipeline, vector search, and cloud deployment while optimizing response accuracy and user experience.

Autonomous Daily Reporting AI

CWI Software
المدة : 07-Aug-2024 - 13-Apr-2026

Developed an AI system that automatically generated daily work reports by analyzing user activities and conversations. Built with Python, FastAPI, LangChain, LangGraph, and OpenAI APIs. Designed agent workflows, prompt orchestration, and backend services to improve reporting accuracy and reduce manual effort.

AI-Powered E-commerce Platform

CWI Software
المدة : 06-Sep-2023 - 18-Sep-2025

Built scalable full-stack e-commerce features using React, Next.js, TypeScript, Python, PostgreSQL, Docker, and AWS. Developed product search, recommendation features, backend services, dashboards, and cloud infrastructure while improving performance, reliability, and user experience.

المهارات

LLM Applications RAG Pipelines Multi-Agent Systems LangChain LangGraph Prompt Engineering Model Evaluation Vector Search Data Transformation Batch Processing AWS Neptune OpenSearch Elasticsearch Graph-Based Modeling Data Indexing Semantic Search Python FastAPI Django Node.js C# ASP.NET MVC REST APIs GraphQL Microservices API Architecture React Next.js JavaScript TypeScript Razor WPF Ajax HTML CSS AWS Azure GCP Docker CI/CD Sentry Observability PostgreSQL MongoDB SQL Server NoSQL pandas NumPy scikit-learn XGBoost
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