Solo founder (2025–2026)
Built a Slack-first compliance evidence platform from scratch — architecture, RAG pipeline, audit reporting, production deployment. Validated with CISOs. Shut down after finding the pain existed but lacked buyer urgency.
Marcos Defendi
Staff Software Engineer / Architect
I've spent most of my career deep in backend infrastructure — distributed systems, real-time messaging, API design, and the architectural decisions that quietly determine whether a system holds up or falls apart. This site is where I think out loud.
About
I've led backend teams, done system-wide architectural analyses presented to engineering leadership, and most recently spent six months building a compliance platform from scratch as a solo founder — from architecture to production. It didn't find the market fit I was looking for, but I learned a lot about building alone and shipping under uncertainty.
I'm interested in systems that scale without becoming incomprehensible, teams that ship without losing coherence, and writing that makes technical decisions visible to the people who have to live with them.
Principles
A Repository pattern isn't over-engineering — it's the right complexity that buys time to decide with more data. Simplicity disguised as shortcuts is just debt with interest.
Invisible, hard to diagnose, and it destroys systems and teams even when everyone has good intentions. It's the kind of problem that can sink a company before anyone names it.
Every choice closes doors. If you don't make that explicit, someone will discover it the hard way, at the worst possible moment.
When one or two people become untouchable, they become bottlenecks. Concentrated knowledge is both a technical and organizational risk.
The team helps decide the foundations, but the critical parts have explicit protection everyone understands. Freedom without structure in the wrong places is just distributed chaos.
Putting it in text forces linearity. The gaps that survive conversation and code reviews tend to surface the moment you have to explain the reasoning from beginning to end.
Experience
Built a Slack-first compliance evidence platform from scratch — architecture, RAG pipeline, audit reporting, production deployment. Validated with CISOs. Shut down after finding the pain existed but lacked buyer urgency.
Led a backend org of ~15 engineers. Designed a federated messaging bridge based on the Matrix protocol. Conducted a system-wide architectural analysis and presented findings and remediation roadmap to CTO and CPO.
Re-architected an over-engineered scheduling platform. Led backend foundation for a creator economy product on AWS serverless — structured it so two junior engineers could build on top and ship to production.
Contributed to core APIs of a large-scale open-source messaging platform (TypeScript/Node.js, MongoDB). Participated in major refactoring efforts toward modularity. Earlier, built an e-learning platform that cut storage costs by 30%.
Writing
Contact
Whether it's about something on this site, a problem you're thinking through, or just a conversation worth having — feel free to reach out.