Product Owner · Artificial Intelligence

PEDRO PESTANA

LLMs, agents and RAG in production

9 CONTAINERS11 TIMERS3 BACKUPS/DIASÃO PAULO
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01

About

Product Owner for AI at Ágora Investimentos. I work with LLMs, agents and multi-agent systems over financial market data.

I spec and I build. RAG in production, local fine-tuning, agents that run unattended and the infrastructure under them. The business degree from FGV-EAESP is what decides which of those is worth building.

13

Technical Certifications

11

Projects Shipped

80%

Time Reduction at CSN

02

Experience

Ágora Investimentos

Product Owner, Artificial Intelligence

LLMs, agents and multi-agent systems over financial data. RAG in production, product roadmap, and the bridge between the business and engineering

Aug/2026 → Present

Ágora Investimentos

Digital Products Intern

Multi-agent systems, RAG pipelines, fine-tuning, suitability models for fixed income classification

Aug/2025 → Aug/2026

CSN

Energy Planning Intern

Backoffice process automation, API integrations, AI agent structuring, OCR and VBA with 80% time reduction

Jan/2025 → Aug/2025

Liga de Logística FGV

Head of Human Resources

Led 25+ members, restructured selection processes and performance KPIs

Jul/2023 → Jul/2024
03

Projects

01

Consultor Financeiro

A multi-persona investment committee: you name the contribution and five chained stages run from macro allocation through due diligence to a final risk review, researching the market live, with the order sheet delivered on Telegram. Runs entirely on local hardware, on eleven systemd timers

FastAPI · SQLite · Multi-Agent · Telegram

Private Repo

02

Automação Residencial

Home Assistant, a custom dashboard and a Claude voice assistant across nine containers on a Raspberry Pi 4. The building shares one network with no router access and no IPv6, so a mesh VPN traverses the NAT; SSH accepts passwords only from the tailnet range and nftables scopes the panel ports to a single MAC

Home Assistant · Docker · MQTT · Tailscale · nftables

Private Repo

03

Portfolio AI

Portfolio management on a three-level agent hierarchy. An orchestrator delegates to market and asset specialists, on top of an ensemble of XGBoost, BiLSTM-Attention and Temporal Fusion Transformer, with B3 data scraped live and walk-forward validation

FastAPI · React · XGBoost · PyTorch · Playwright

04

CVM Analyzer

Local compliance platform for CVM documents (FRE, DFP, FCA, IPE): 156-item normative checklist, semantic diff between versions and multi-agent RAG chat per company

Python · RAG · Multi-Agent · FastAPI

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Detector IA/ML/DL

Ensemble of 9 deep learning models (ViT, CLIP, SigLIP, EfficientNet) with forensic analysis, GPU accelerated

PyTorch · ViT · CLIP · SigLIP · EfficientNet

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SLM Setup Wizard

10-step automated pipeline to fine-tune a local SLM, from web scraping and GPT-4o-mini dataset generation to LoRA/QLoRA training and GGUF inference via llama.cpp

FastAPI · LoRA/QLoRA · llama.cpp · GGUF · React 19

07

8Patas

Veterinary platform that identifies the pet's breed from a photo and derives a care plan, a genetic-condition health profile and a preventive schedule from it. Supabase Edge Functions on Deno with row-level security

React 19 · Vite · Supabase · Deno · Vision

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Rede de Conselheiros CVM

Social network analysis of Brazilian listed companies' board members using public CVM data: Neo4j graph DB, Sigma.js WebGL visualization, Node2Vec embeddings and Random Forest link prediction

Neo4j · Sigma.js · Node2Vec · Random Forest · Python

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LLM Explorer

Interactive transformer architecture demonstration and LLM exploration tool

TypeScript · Next.js · React

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Smart AI Plant Controller

Self-watering planter on an ESP32-C3 with a custom two-layer PCB, capacitive soil probe and a pixel-art pet that reacts to the plant

ESP32-C3 · KiCad · OpenSCAD · FastAPI · Supabase

11

Canal Dark

Automated video clipping pipeline with ad boost management across 4 channels

Next.js · Python · Supabase

Private Repo

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Tech Stack

Generative AI & NLP

OpenAI APIClaude APIDeepSeekRAGAgentic RAGMulti-Agent SystemsMCPTool UseStructured OutputsLangChainEmbeddingsVector StoresSemantic DiffFine-tuningLoRA/QLoRALocal SLMGGUFllama.cpp

Deep Learning & CV

PyTorchHuggingFace TransformersOpenCVViTSigLIPEfficientNetGradCAMModel Quantization

Data Science & Quant

PythonPandasNumPySciPyScikit-learnXGBoostLSTMOptunaTime SeriesPurged K-Fold CV

Data Engineering

SQLSQLAlchemyOracleWeb ScrapingPlaywrightCrawl4AIPyMuPDFSSE

Backend

FastAPIPostgreSQLSQLiteDockerNginxGit

Frontend

ReactTypeScriptNext.jsTailwind CSSViteThree.jsFramer Motion

Hardware

ESP32C++KiCadOpenSCADMQTTSensors

Business

ValuationFinancial ModelingFeasibility AnalysisAgile PM
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Business Cases

TC & Pinheiro Neto
Finance2025

Complete medical startup valuation using DCF, WACC and CAPEX projection, with legal deal structuring in partnership with Pinheiro Neto Advogados, one of Brazil's top law firms

P&G
Strategy2024

Quantitative market share analysis and strategic repositioning of the Vick VapoRub brand based on consumer behavior data and competitive landscape

SECOVI
Real Estate2024

Complete financial and commercial feasibility study for real estate development, including NPV, IRR and payback analysis

TDS-FGV
Technology2024

AI immersion program: hands-on projects in computer vision, robotics and autonomous driving developed in Python

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Credentials

Education

FGV-EAESP

Business Administration

Brazil's #1 Business School

2022 → 2026

Technical Certifications

Machine Learning Professional CertificateIBM
Introduction to Machine Learning SpecializationIBM
Machine Learning CapstoneIBM
Deep Learning & Reinforcement LearningIBM
Supervised ML: ClassificationIBM
Supervised ML: RegressionIBM
Unsupervised Machine LearningIBM
Exploratory Data Analysis for MLIBM
MLOps Tools: MLflow & Hugging FaceDuke
MLOps Platforms: SageMaker & Azure MLDuke
AI for Knowledge WorkersUC Davis
Ethical HackerCisco
Getting Started with AI on Jetson NanoNVIDIA

ANBIMA Certifications

Gestão de CarteirasRiscos FinanceirosFIDCÍndices de Renda Fixa

Languages

English, C2 ProficientEF SET 78/100
Portuguese, native

Let's
talk.

© 2026 Pedro Pestana