Portrait of Mickael Gueds

Mickael Gueds

Full Stack Developer · AI

About me

I'm a full stack developer who builds web products end to end, from the database to the interface. On the backend I work with Node.js and TypeScript, Go, Java/Spring Boot and Python on PostgreSQL; on the frontend, with React, Next.js and TypeScript, always backed by automated tests.

I ship AI to production and measure what matters: cost per answer, quality and latency. I've worked in healthcare, pharmacy retail and government. I'm based in Teresina, Brazil, finishing a Software Engineering degree (Dec 2026), with advanced English.

Stack & skills

Backend

APIs, integrations and business rules.

  • NestJS
  • Node.js
  • TypeScript
  • Go
  • Java
  • Spring Boot
  • Python
  • FastAPI

Frontend

Web interfaces and mobile applications.

  • React
  • Next.js
  • TypeScript
  • React Native

Data & AI

Relational data, RAG and computer vision.

  • PostgreSQL
  • MySQL
  • Prisma
  • Python
  • OpenCV

Cloud, CI/CD & observability

Cloud deployment, CI/CD and production monitoring.

  • AWS
  • Docker
  • GitHub Actions
  • Grafana
2.9×
cheaper AI answers, with identical results on 20 out of 20 questions
19.3% → 0.65%
wrongful AI refusals, measured by an automated 400-question evaluation
~35%
faster response times on Piauí State Public Security systems

Projects

Safe Academy

MedSafe · AI in a healthcare education app
Private project

AI assistant inside a React Native app that recommends clinical tools and answers from the correct drug leaflet, citing its source.

  • Prompt cut from ~17,900 to ~2,500 tokens with hybrid search (BM25 + embeddings): answers 2.9× cheaper
  • Prompt caching: 47% lower cost and 65% lower latency
  • Spring Boot migration proven with golden tests (2,115/2,115) and JUnit grown from 667 to 2,101 tests
  • React Native
  • TypeScript
  • Java
  • Spring Boot
  • MySQL
  • Embeddings
  • Grafana
  • Loki

Chico Delivery

Online pharmacy store
Private project

API and storefront in a monorepo, with payments, radius-based delivery and WhatsApp support.

  • Hexagonal architecture: 11 domain modules isolated from 11 swappable adapters
  • Pix and card payments (Pagar.me and Mercado Pago) behind one interface, with idempotent webhooks
  • 158 test files plus load tests
  • Node.js
  • Fastify
  • TypeScript
  • Next.js
  • PostgreSQL
  • Prisma
  • Zod
  • Docker

Praxia

3D reconstruction of properties
Private project

Platform that turns property videos into a 2D floor plan and a 3D model, with heavy processing on external GPUs.

  • API with 20+ endpoints and a job queue for GPU workers (Modal/RunPod)
  • Computer vision pipeline that picks the sharpest frames
  • 3D viewer and 2D floor plan editor, with 141 tests
  • Python
  • FastAPI
  • OpenCV
  • ffmpeg
  • three.js
  • Docker

GoX

Internal systems, data and AI
Private project

Frontends for internal systems, a RAG knowledge base and real-time integrations between systems.

  • 5 internal systems in React with 116 test files
  • Go job queue with concurrent workers (SKIP LOCKED) and RAG on pgvector
  • CI/CD with 344 Go test files and automatic deploys
  • React
  • TypeScript
  • Go
  • PostgreSQL
  • pgvector
  • MCP
  • GitHub Actions

InfinityMatriz

Study mentoring platform
Private project

Student, mentor and admin areas with scheduling, flashcards, reviews, meetings and metrics.

  • Typed API clients generated from the OpenAPI contract
  • KPI dashboard and engagement charts
  • Next.js
  • React
  • TypeScript
  • Orval
  • MSW
  • Recharts

TRIN

Piauí State Public Security Department
Private project

APIs and interfaces for large-scale government systems under high request volume.

  • ~35% faster responses with caching, pagination and query optimization
  • Modules refactored to Clean Architecture, with JWT authentication and RBAC
  • Next.js
  • TypeScript
  • SQL
  • JWT

Experience

  1. (HEAD → current)09/2026 – present

    AI Engineer @ MedSafe

    • Connected the React Native app to the Java/Spring Boot backend through an authenticated proxy with per-user quotas
    • Cut the prompt from ~17,900 to ~2,500 tokens, making each answer 2.9× cheaper
    • Built a 400-question automated evaluation and observability with Grafana and Loki
  2. 09/2026

    Full Stack Python Developer (freelance) @ Praxia

    • FastAPI REST API with 20+ endpoints and a processing queue for GPU workers
    • three.js 3D viewer and 2D floor plan editor, with 141 pytest tests
  3. (HEAD → current)08/2026 – present

    Backend Developer (freelance) @ Chico Delivery

    • Fastify API with hexagonal architecture and Zod contracts shared with Next.js
    • Pix and card payments via idempotent webhooks, WhatsApp, SMTP and S3 storage
  4. 03/2026 – 08/2026

    Software Engineer (Full Stack & AI) @ GoX

    • React and TypeScript frontends for 5 internal systems, with 116 test files
    • Go job queue, RAG pipeline on pgvector and webhook-based connectors
    • GitHub Actions CI/CD with 344 test files and automatic deploys
  5. 11/2025 – 06/2026

    Frontend Developer (freelance) @ InfinityMatriz

    • Student, mentor and admin areas in Next.js, with a KPI dashboard
    • Typed API clients with Orval, MSW mocks and forms with React Hook Form and Zod
  6. 04/2025 – 01/2026

    Full Stack Developer @ TRIN · Piauí State Public Security Department

    • REST APIs and Next.js interfaces for large-scale government systems
    • Cut response times by ~35% with caching, pagination and query optimization
  7. 06/2024 – 04/2025

    Data Analyst @ SEPLAN · Piauí State Planning Department

    • Python ETL pipelines (Pandas, NumPy) producing reports for public policy
  8. 2024 – 2026

    Backend Developer @ Direct Telecom

    • NestJS REST APIs for fleet, mileage, staff and messaging management, with PostgreSQL and Prisma
    • Cut manual operations by about 25% by automating business workflows

Contact

Open to full stack and AI engineering roles, on-site in Teresina or remote. Reach out however you prefer.