About Obversary Studios LLC
Obversary Studios isn’t a lab. It’s a substrate.
I started it in 2023 — not to look big, but to have the legal and operational scaffolding to do serious research as a single person. An LLC gives you access to enterprise tiers, real cloud infrastructure, software at scale that you can’t get to as just a name. I needed to see how systems behave at the scale they’re actually deployed at — not the theory of it, the actual of it. The studio is the wrapper that lets me reach that view.
I’ve never gone to school for this. Instead, at 17, I had the chance to live fully independently in New Haven and took my first real job in a high-impact psychiatric setting for substance abuse — working the operations side, getting promoted, eventually running staff older than me. That environment teaches you things no classroom does: how to read people in crisis, how to hold a system together when the stakes are real, how to manage adults when you’re still a kid yourself. It’s where I learned that operations isn’t paperwork — it’s the substrate that lets serious work happen at all.
From there the path wound through hospitality at Yale, technical sales at Apple, hotel operations, sales ops at a relocation firm, ops management at a private golf club — and running through all of it, since middle school, has been caddying. I’m 31. I caddy in Westchester County, NY — some of the most exclusive country clubs in the country — and that work has funded a life where I’ve gotten to choose what I learn instead of having a career choose for me.
That choice eventually pointed at computers. Specifically, at AI systems — what’s real about them and what isn’t. The ecosystem and its parts, the right way, from the ground up. I’d been around titans of industry on golf courses for years, naturally good at speaking, half-pursuing sales, and finding it empty. Reading the grain of a green and reading the grain of a system turned out to use the same muscle — and only one of them felt like the work I actually wanted to do for the rest of my life.
So I started documenting. First privately, then publicly. Notes became projects, projects became architecture, architecture became a thesis: build AI systems whose memory, mistakes, and judgment stay observable — so behavior is easier to inspect, evaluate, and improve than when it hides inside a black box.
Everything published here grows out of that thesis. The memory substrate work, the failure-induced benchmarks, the evaluation harnesses, the agent skeletons, the PDF intelligence stack, the security and prompt-injection research, the math boundaries — all of it is one practice, organized as a studio because organization is what lets the work compound instead of disappearing.
Obversary Studios is funded by golf bags and built in the hours between loops. If that sounds unconventional, it is. But it’s also why the work is honest. There’s no incentive here except curiosity, no deadline except the next thing worth learning, and no audience to please except the one that cares about the same questions.
If that’s you, welcome. The documentation is the front door.
— Brian Moran
Obversary Studios LLC