Glau Santana — Engineering leadership · Software architecture · AI
Engenharia
com Propósito.
Engineering with purpose.
I build and lead engineering organizations in fintech and payments — and I research what happens to software architecture when machines write the code.
About
Leadership, architecture and AI.
Glau Santana is a Head of Engineering with fifteen years across fintech, payments, marketplaces, and adtech. She leads cross-functional squads building large-scale loyalty and payments platforms, and is a doctoral researcher at the Polytechnic School of the University of São Paulo (EPUSP).
Her research adapts the Architecture Tradeoff Analysis Method (ATAM) for software generated by large language models — asking how we keep architectural intent intact when code is written by machines. Her work sits where engineering leadership, software architecture, and AI meet, and it carries one conviction: engineering with purpose.
- Role
- Head of Engineering · loyalty & payments platform
- Focus
- Software architecture · AI-assisted development · Engineering leadership
- Research
- PhD candidate, EPUSP / USP (PPGEE) — ATAM-LLM
- Education
- Executive MBA, Fordham Gabelli · MSc, IPT
- Based in
- São Paulo, Brazil
- Previously
- iFood · B2W / Americanas · Dasa · Itaú · Bradesco
Writing
Selected essays
Essay · Mulheres × Tecnologia2026 · PT / EN
Mulheres na tecnologia: não basta um lugar à mesa
Uma reflexão sobre força feminina, jornada dupla, autossabotagem, valorização e a transformação da presença em voz e poder de decisão.
Ler em português →
Essay · Women × Technology2026 · English
Women in technology: a seat at the table is not enough
A reflection on the double shift, self-sabotage, recognition, and the need to turn presence into voice and decision-making power.
Read in English →
Essay · Engineering Leadership2026
Arquitetura de Gente: por que agilidade real começa no time, não no framework
Frameworks não compensam fronteiras de time mal desenhadas. Team Topologies, Lei de Conway e a arquitetura organizacional por trás da agilidade real.
Read on Medium →
Essay · Architecture × AI2026
Functionally Correct, Architecturally Broken: The Blind Spot in AI-Generated Code
Our models write code that compiles, passes its tests, and ships — and quietly erode the architecture underneath. Why we're measuring the wrong thing, and how to make architectural drift a number.
Research essay · ATAM-LLM
Research
ATAM-LLM
My doctoral work adapts ATAM so that architecture steers code generation rather than being discovered after the fact. Architectural constraints are elicited, translated into prompt instructions before a model writes code, and then verified through static analysis and production telemetry.
Architectural Drift Index (IDA)The measurable distance between the architecture you decided on — Intent — and what production actually does — Reality.
The thesis: squads that generate code under architectural constraints produce measurably lower drift than squads working from free-form prompts.
Master's dissertation · 2014
A Roadmap for Identifying and Treating Non-Functional Requirements in Scrum Projects Through ATAM Practices
MSc in Software Engineering · Instituto de Pesquisas Tecnológicas (IPT), São Paulo
The dissertation proposed a roadmap that brings ATAM's architecture evaluation into the agile flow of Scrum, surfacing non-functional risks before code is written and monitoring them through delivery and production.
Mentorship
Mentoria de Gestão Tech
A mentorship program preparing women for leadership in engineering — across management, architecture, and software craft. Opening the path for the next generation of women who lead with purpose.