For over two decades, Chile has been one of Latin America’s fastest-growing tech hubs. It has successfully attracted startups and international investors, yet it has done so while operating under one of the region’s weakest privacy frameworks—a law written in 1999, long before cloud computing, social media, or AI even existed.

Imagine you’ve raised your child in a structured, safety-conscious home with regular meals, balanced screen time, and firm curfews. That’s Brazil’s LGPD: a privacy framework that sets clear boundaries, routines, and safeguards. Now, imagine sending that same child to a friend’s house where the rules are looser—unlimited candy, late nights, and minimal oversight. That’s closer to Chile’s outdated privacy law or Mexico’s LFPDPPP: systems that still rely heavily on “informed consent,” even when the subject may not fully understand the long-term risks.

Modern generative models are trained on staggering volumes of data—hundreds of billions of parameters. Each prediction is pure probability, math stacked on math to decide what comes next. But then we intervene. Through Reinforcement Learning from Human Feedback (RLHF), we re-shape those probabilities to fit our tone, our values, and our sense of right and wrong.

In any system, people follow the face of authority, not the abstract rules. In this case, the "authority" was a third-party contractor hired by our federally funded non-profit. He was a vendor who didn’t follow half of our safety protocols and ignored our training frameworks. He simply told the students: “Here’s how I do it, now get to it!”

In cybersecurity and governance, few things feel more repetitive than documenting data lineage.
Tracking where data originates, who touches it, how it transforms, and where it ultimately resides.
It’s necessary, yet it often feels like bureaucratic noise endless fields, records, and audit trails.

Imagine an AI companion that’s fundamentally different from what we have today.
Your conversations live on your own server. The neural network connects through a decentralized ledger, governance is public and user-controlled, not corporate. You start talking to this AI at fifteen. It’s still there at thirty, fifty, eighty.
It holds the entire map of who you’ve been. Every phase, contradiction, pattern. Responses immaculately personalized to your actual life, your history, values, blind spots.

Cybersecurity is often viewed as a fragmented list of technical requirements, but in reality, it is a living system of interconnected governance. Inspired by the CISSP (Certified Information Systems Security Professional) framework, this project uses a "Property Management" analogy to illustrate how these eight critical domains function together. By visualizing digital security through the lens of physical infrastructure, we transform abstract technical silos into an intuitive, manageable system for business leaders and creative founders.

There's a version of me that is exactly the person I now work to protect people from becoming. She was eighteen, releasing music videos on YouTube, signing up for every platform with the same recycled password, never reading terms of service, never thinking about what trail she was leaving across the internet. I wasn't malicious. I was just a creative. And in the creative world, nobody expects you to think like a compliance officer — until the moment that absence of structure becomes a liability you can't recover from.