Nelson Joppi
@nelsonjoppi1
AI Engineer building scalable LLM platforms, agents, and data pipelines.
What I'm looking for
I’m an AI Engineer focused on scalable LLM platforms, agentic workflows, and production-ready data pipelines. I’m the core engineer behind VigIA, an award-recognized auditing platform that helps flag irregularities across R$ billions in procurement documents, and I’ve contributed to a revenue-impacting sales productivity copilot at Stone.
At the Court of Accounts of Santa Catarina, I led the redesign from RAG-only Q&A to a multi-task LLM platform for non-technical auditors. I built a generic LLM API plus a multi-step workflow executor (Q&A, summarization, classification, extraction), integrated GCP/Azure models, and productionized orchestration with Airflow + Spark/Hadoop—owning maintenance, code reviews, and the service/pipeline evolution.
At Stone, I conducted field discovery for Manezinho (a WhatsApp assistant for sales agents), shadowing agents, running 1:1s, and translating needs into workflows/intents and a prioritized backlog. I proposed hybrid intent routing (rules/regex fast-path + LLM) to improve quality while reducing latency/cost, and I designed statistically rigorous experimentation for revenue-impacting agent tools—defining KPIs, randomization strategy, variance estimates from historical funnels, and controls for time trends.
Earlier, at FEESC I grew from Research Assistant to ML Solutions Engineer, maintaining an ML plugin used by Petrobras geologists to train and apply lithology models end-to-end on well-log data (reaching ~80% accuracy in representative evaluations). I also built ML usability for domain experts through onboarding, UX/workflow iteration, and shipped grid search with safe defaults and guardrails—before that, I delivered React apps with Node.js APIs at Voltbras and developed a genetic algorithm for road network design during undergraduate research.
Experience
Work history, roles, and key accomplishments
Data Scientist
Stone
Jul 2025 - Present (11 months)
Conducted field discovery for Manezinho (Stone’s WhatsApp sales assistant), translating agent needs into prioritized intents/workflows. Proposed hybrid intent routing (rules/regex fast-path + LLM) and designed statistically rigorous experiments to evaluate how automated follow-ups affect replies and downstream conversion.
ML & LLM Engineer
Court of Accounts of Santa Catarina
May 2024 - Jun 2025 (1 year 1 month)
Core engineer behind VigIA, an AI platform used by auditors to flag irregularities and compliance risks across R$ billions in procurement documents. Led the redesign from RAG-only Q&A to a multi-task LLM platform using a generic LLM API and multi-step workflow executor, integrating GCP/Azure models and productionizing orchestration with Airflow + Spark/Hadoop.
ML Solutions Engineer
Feesc
Dec 2022 - Nov 2024 (1 year 11 months)
Maintained an ML plugin used by Petrobras geologists to train and apply lithology models end-to-end on well-log data, achieving ~80% accuracy in representative evaluations. Improved usability for non-ML domain experts through onboarding, iterative UX/workflow changes, and delivery of built-in grid search with safe defaults and guardrails.
Undergraduate Research Assistant
Universidade Federal de Santa Catarina
Sep 2021 - Aug 2022 (11 months)
Developed and refined a genetic algorithm for road network design using research-backed fitness heuristics.
Software Developer
Voltbras
Dec 2019 - Jan 2021 (1 year 1 month)
Built React applications and integrated them with backend Node.js APIs in a fast-paced startup environment.
Education
Degrees, certifications, and relevant coursework
Universidade Federal de Santa Catarina
Bachelor of Computer Science, Computer Science
Bachelor of Computer Science from the Universidade Federal de Santa Catarina, completed March 2024. Thesis focused on poker-playing AI using reinforcement learning, self-play, and game-theoretic search.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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