Trey Bvndo@trey8ight

python dev

Since the pandemic started, I’ve been creating something most people wouldn’t dream of: a digital Ontology of Upward Mobility—a defense mechanism built on data most ignore. Sifting through court records and the skeletons buried in the education system, I pulled together a framework for survival and self-protection. From this came a card game, a deck of questions, each one sharp enough to peel back layers people usually hide. Some of these questions go straight for trauma, stigma, the reasons people lie, especially in dating. It’s a game designed to expose deception by cornering people into confronting what they’d rather keep hidden. And then came the library: a digital arsenal of 2,600 books, each linked to the answers people give in the game, a self-expanding network of information. This isn’t just a collection; it’s a library tailored to its user, shaped by personal insights, each title pointing toward a deeper understanding of how to navigate, survive, protect. I made it as a finalist at lablab.ai with this concept, but that’s not the point. Now, I’m showing others how to build their own defenses—teaching ontology, knowledge management, guiding people to construct their own personal AI libraries, frameworks that don’t just inform but shield. My books walk them through it, helping them shape a digital armor loaded with answers, ready for the complexities they’ll face. This is why I fit this role: I understand what it means to protect, to make technology a barrier against deception and hidden agendas. AI, as I’ve designed it, isn’t just a tool—it’s a weapon against the darkness people carry, a way to see, to safeguard, to stay ahead of what would otherwise consume them.