
Closing the Loop on Product Quality
Clade — AI Senior Product Manager. Connected enterprise trial observations to engineering fixes and expanded E2E coverage at approximately one-fifth of the previous solution's cost.
Julio Lavalle
10+ years building and scaling products, from founding 3 fintech companies across Latin America to leading AI-native enterprise products and shipping alongside engineering globally.
Currently building StableFlow · Rio de Janeiro, Brazil
Snapshot · 31 Oct 2026
How to build products with AI as of October 2026. Each dot is a source or signal from the research, placed on the layer it shapes and the era it came from. Select a dot to read it.
Ring = layer, inner → outerAngle = era, clockwise from oldest
This is a live synthesis of what I'm hearing and reading about AI as it changes month to month. It's my personal synthesis, built on the sources I choose, and I update this chart every week.

Clade — AI Senior Product Manager. Connected enterprise trial observations to engineering fixes and expanded E2E coverage at approximately one-fifth of the previous solution's cost.

MiBolsillo — Co-founded and scaled an Open Finance platform connecting financial data, alternative underwriting, and a marketplace of third-party providers.

Conecta Pro — An API-driven Open Finance platform that let financial institutions embed their own product marketplace instead of building one.

An open-source feedback board, built to turn CI/CD, migrations, and PR-based development from resume keywords into things I've actually done.

A cross-border stablecoin payment prototype for LATAM freelancers — hands-on with USDC, wallets, testnet transactions, and on/off-ramps.
From ambiguity to shipped product.
Turn ambiguous problems into clear product decisions, align teams around outcomes, and stay close to execution from discovery through production.
From probabilistic systems to reliable experiences.
Design AI products around real model capabilities and constraints — then build the evaluation, guardrails, and feedback loops required to make them reliable in production.
Close enough to engineering to prototype, investigate and ship.
Prototype with AI coding tools to test product ideas before engineering investment, then work directly across APIs, data models, logs, PRs, tests, and production systems to investigate problems and ship alongside the team.
Deep financial product and infrastructure experience.
Built consumer and B2B financial products across Open Finance, lending, and marketplaces, including infrastructure connecting financial institutions, data, and third-party providers.

About
Building MiBolsillo from zero and scaling it across Latin America shaped how I work today: close to customers, comfortable with ambiguity, and willing to move between strategy and technical execution. Since then, I've built Open Finance infrastructure at Conecta Pro and AI-native products at Clade. Today, I'm particularly interested in the increasingly blurry boundary between product and engineering — and how AI enables small, strong teams to build and ship things that previously required much larger organizations. I also write research on AI and finance alongside this work.
Based in Rio de Janeiro · Built across LATAM · Worked globally