Marcos Nespolo

Marcos Nespolo

AI Product Engineer

Coding since 2011 · Product Engineer for B2B SaaS · Applied AI postgrad

Marcos Nespolo, AI Product Engineer
15+Years coding
5Years building B2B SaaS

Featured projects

Side projects, end-to-end

Solo builds where I explore Applied AI in real product contexts. Designed, coded and shipped end-to-end.

Lume
In progress

Lume

Exploring AI tools for clinical workflows

  • Concept exploring RAG for clinical context
  • Designed and prototyped end-to-end
  • Solo build, fully owned
Next.jsClaude APIPostgrespgvector
Atlantis
Archived

Atlantis

Aquarium fish-compatibility recommender · UFPR graduation project

  • Curated fish-species database
  • Compatibility checks across tank conditions
  • Built during graduation at UFPR
ReactNode.jsPostgres
HamonizAi
Production

HamonizAi

Wine recommender by food pairing — classical NLP, no LLMs

  • spaCy + rapidfuzz pipeline parses free-text queries
  • 1,688 wines scored on 4 transparent components
  • 101 dishes hand-curated from sommelier literature
PythonspaCyFastAPISQLiteNext.js

Journey

A trajectory told in moments

Not a timeline. Just the moments that shaped how I work.

Experience

Career timeline

Roles, companies, and how the stack evolved.

Troquecommerce logo

Troquecommerce

Frontend → Full-Stack → Product Engineer

2021 — presentCurrent
~5 years
  • Led discovery meetings with enterprise clients, translating feedback into technical specifications and roadmaps
  • Owned UI/UX and full-stack architecture, from the MVP to optimizing REST APIs and database structures
  • Authored technical documentation for APIs and integrations, and facilitated agile ceremonies to align product and engineering
  • Mentored developers and scaled the platform, which today serves 1,800+ customers as the segment leader in Brazil
TypeScriptNext.jsReactNode.jsSupabasePostgreSQLTailwind
Nelogica logo

Nelogica

Frontend Developer · Home Broker (crypto)

2022
8 months
  • Built the frontend for a new Home Broker product focused on the cryptocurrency market
  • Ensured minimal latency and high performance in a mission-critical system with thousands of simultaneous users
  • Shipped new features on a weekly basis, collaborating directly with UI/UX teams
JavaScriptVue.jsSCSSHTML5
LinkYou Software logo

LinkYou Software

Python Developer

2021
4 months
  • Built Python microservices for order tracking, integrating e-commerce APIs, ERPs, and shipping carriers
  • Led the redesign of the company's visual identity, combining development and design skills
PythonMicroservicesDesignREST APIs
Brazilian Army logo

Brazilian Army

3rd Sergeant — IT Section (last 3 years)

2014 — 2021
8 years
  • Managed IT infrastructure for 3 years, administering Linux systems, virtual machines, and backup routines
  • Developed two mission-critical internal systems (Django and PHP/MySQL) to streamline unit operations
  • Served as an instructor, helping train ~720 soldiers and 110 corporals in high-pressure environments
LinuxDjangoPHPMySQLIT Infrastructure
IFPR · CNPq Junior Researcher logo

IFPR · CNPq Junior Researcher

Full-Stack Web Developer

2012 — 2013
1 year
  • Contributed as a researcher and developer to AVIAO (Intelligent Virtual Environment for Guided Learning)
  • Implemented dynamic AJAX-based interfaces, gaining early practical experience with UI ergonomics
JavaScriptjQueryPHPSQLHTML5CSS3

Volunteer work

Outside the keyboard

Rotaract Club

2025

Rotaract Club

Treasurer

Treasurer of the local club. Coordinated finances for community service projects.

WWOOF New Zealand

2023 · 8 months

WWOOF New Zealand

Wwoofer

Two host stays — Hare Krishna community in Wellington (vegan kitchen) and a French family near Christchurch. Built a car-booking system for the temple.

ACRIDAS

2020

ACRIDAS

Volunteer

Donations campaign for at-risk children at the Christian Association of Social Assistance, Curitiba.

TETO (TECHO)

2016

TETO (TECHO)

Volunteer · Coleta

One-day fundraising mobilization for TETO's housing programs.

Education

Academic background

Five programs across federal universities and military training.

Universidade Federal do Paraná (UFPR) logo

Universidade Federal do Paraná (UFPR)

Postgraduate · Applied Artificial Intelligence

2024 — 2025A · 90/100
  • Machine learning, deep learning, and Big Data tooling with Python and R
  • Computer vision and end-to-end ML projects with TensorFlow
  • Ethics and societal impact of AI systems
Universidade Federal do Paraná (UFPR) logo

Universidade Federal do Paraná (UFPR)

Postgraduate · Agile Software Development

2024 — 2025A · 94/100
  • Agile methodologies, software architecture, automated testing
  • DevOps with CI/CD pipelines and continuous deployment
  • Web and mobile delivery with strong UX focus, grounded in real case studies
Universidade Federal do Paraná (UFPR) logo

Universidade Federal do Paraná (UFPR)

Associate Degree · Systems Analysis and Development

2018 — 2023
  • Scrum/Kanban, NoSQL, governance; Java, PHP, C, React Native
  • Capstone: full-stack React + Node.js + MongoDB system
  • User-centered design as a guiding lens
Brazilian Army Sergeant School logo

Brazilian Army Sergeant School

Sergeant Technician · Army Material (Metallurgy)

2014 — 2015
  • Metallurgy, weapon-system maintenance and fabrication
  • Military logistics and operations under pressure
  • Leadership, discipline, and teamwork as core values
Instituto Federal do Paraná (IFPR) logo

Instituto Federal do Paraná (IFPR)

Technician · Computer Science / Software Development

2011 — 2013
  • Databases, programming (C, Java, PHP, HTML/CSS, OOP), UML
  • Built ACAT in C# — 1st place, Innovation, IFPR's first Science Fair
  • Deployed a Samba server at the database lab for student collaboration

Skills

Day-to-day stack

Tools and frameworks I reach for. Not a coursebook list.

AI / ML

Claude APIOpenAI APIVercel AI SDKRAGpgvectorZod

Frontend

TypeScriptReactNext.jsTailwind CSSshadcn/uiMotion

Backend

Node.jsPythonSupabasePostgreSQLREST APIs

Cloud / DevOps

VercelDockerGitHub ActionsLinux

Tools

GitFigmaLinearCursorGitHub