# OA — AI Research Lab URL: https://oaagency.com/ · Updated: 2026-10-18 · OA is an AI research lab (not an advertising agency) · Contact: freddie@oaagency.com > OA is a research lab. Gunner is its operating system for teams of AI agents. Okren, the commercial proof, is independent supervision for AI that moves money, so people can clear every move at AI speed. Plain-text version of the page. Fact sheet for all of OA: https://oaagency.com/context.md --- OA · AI Research Lab # We custom built the operating system for AI agents. So a team of agents works only within limits people set. [See how it works](https://oaagency.com/#gunner) [Explore the product](https://oaagency.com/okren) **OA**Research Lab **Gunner OS**What We Built **Okren**The Commercial Proof IN PLAIN TERMS ## OA, Gunner and Okren. In one minute. OA ### Does the research. Solving problems since 2006. Gunner ### Gunner is the unique architecture. Gunner lets a team of AI agents work the way a capable person does: it keeps the goal in mind, remembers what has happened, and carries on from one day to the next. Okren ### Okren is the product. Okren is the institution’s financial supervisor across its system and people. It learns how financial activity is supervised today and keeps that supervision in place as more of the work becomes autonomous. **Just an example**The restaurant, casino and basketball pictures on this site are examples that bring the idea in. They are not customers, pilots or live deployments. Examples are labeled where they appear. **In real terms**Okren has one paying customer and one narrow real-money workflow today. No bank runs it in production yet. The facts are on [the Okren page](https://oaagency.com/okren). OA researches.Gunner is the architecture.Okren is the product. WHAT GUNNER IS ## Models Think. Agents Work. Gunner Runs the System. Picture a restaurant, as an analogy. A model is the chef. An agent is a cook working one station. Gunner is the restaurant: the kitchen, the stations, the ticket rail and the host at the door, all working together so a full night runs smoothly. **Just an example**The restaurant is a picture, not a product. Gunner is software. **In real terms**Gunner is a stateful runtime built on Linux that coordinates agents, memory, reasoning and tools. Gunner the whole system [Image: A glowing sphere with orbits, representing a model: intelligence on its own.] MODEL · THE CHEF ### Helps AI think. Understands questions, weighs information, and suggests possibilities. **Examples today:** GPT-6 · Claude · Grok - Understands a question - Considers information - Offers possibilities Good for thinking. [Image: Two stacked glowing layers, representing an agent: intelligence given a job and some memory.] AGENT · A COOK AT ONE STATION ### Helps AI do a job. Uses tools and takes steps toward a goal. **Agent examples today:** Dots · Grok Bot · Meta Muse - Takes on a task - Uses tools - Works through steps Good for doing. [Image: Four stacked glowing layers inside a gold orbit, representing Gunner: the whole system carrying the work.] GUNNER · THE RESTAURANT ### Helps AI run the whole night. Keeps the kitchen, the stations, the orders and the changes of the evening working as one place. **What it runs:** the whole operation, whichever chef or cooks are in it. - Keeps the night’s goal in view - Knows what is happening at every station - Notices when something changes - Re-plans the next move Good for running the whole place. Chefs get better. Cooks get more capable. Gunner is the restaurant that lets them run a full night. Frontier labs are increasingly building operating systems around their own intelligence. Gunner OS starts from the opposite direction: the operating system is the lasting part, and models are intelligence resources inside it. PICTURE THIS ## Something changes. Gunner automatically acts on it. Choose a situation. See how the goal stays in place while a change reshuffles what happens next. **Just an example**A restaurant, a casino and a basketball team. All three are imagined. None is a customer, a pilot or a deployment. **In real terms**Gunner keeps the goal in view, notices the change, and re-plans the work across its agents. Swipe or tap a story to change the example [Image: A Saturday night at the restaurant] 01 · EXAMPLE · A RESTAURANT**A Saturday night**The supplier is late [Image: Casino cashier reviewing cash and chips behind a payment counter] 02 · EXAMPLE · A CASINO**A day at the casino**Many departments, one operation [Image: Basketball referee signaling while players continue the game] 03 · EXAMPLE · A BASKETBALL TEAM**A basketball season**The star gets hurt [Image: A Saturday night at the restaurant] **Selected story · A Saturday night at the restaurant** An imagined example, not a customer or deployment The goal What changes What AI does next Illustrations of what Gunner is designed to do.↻ Replay story A plan that cannot change when the world does is not much of a plan. Gunner re-plans while the work keeps going. THE BIGGER IDEA ## We learned to build on yesterday. Now AI can begin to do the same. [Image: Early human learning and shared experience] 01 · HUMANS LEARNED Humanity’s Cognitive Revolution—the leap in how we learned together—came from our ability to remember what happened, add context, and build on what we learned. [Image: Historic civic institutions and independent rules] 02 · WE BUILT RULES As we became capable of doing more together, we built rules and independent checks to govern what we could do. [Image: Artificial intelligence learning from experience] 03 · AI IS LEARNING We are entering AI's Cognitive Revolution—teaching AI to remember what happened, add context, and build on what it learns. [Image: A connected future with human rules and oversight] 04 · HUMANS KEEP AUTHORITY As AI becomes capable of doing more on our behalf, people stay in charge: they set the limits and decide what it is allowed to do. The more AI can do, the more it matters that people stay in charge. LOOK AROUND · OA SIGNALS ## See what experts are saying about where AI is going. From what an AI needs to remember to how it keeps going when things change, these voices help explain where AI is going and why it matters. [[Image: Source-video thumbnail: Emily Glassberg Sands with Nate B. Jones] EMILY GLASSBERG SANDS · STRIPE · NATE B. JONES**What must an AI remember?** What happens to permission and trust when AI becomes a buyer?](https://oaagency.com/signals#signal-story-01) [[Image: Source-video thumbnail: Satya Nadella on Yahoo Finance] SATYA NADELLA · MICROSOFT · YAHOO FINANCE**What changes after an action?** Microsoft describes supervising agents as they operate.](https://oaagency.com/signals#signal-story-02) [[Image: Source-video thumbnail: Vlad Tenev with Alex Heath] VLAD TENEV · ROBINHOOD · SOURCES WITH ALEX HEATH**It Won’t Go Rogue** Separate account. Approval by default. Autonomy by deliberate choice.](https://oaagency.com/signals#signal-story-03) Source interviews, with OA’s reading of why they matter. WHY NOW ## Agents are the new customers. Institutions need to supervise at AI speed. Visa, Mastercard, Stripe and others are building the rails for AI agents that pay. Each controls its own part. The institution still has to say what its AI may do across all of them. [See why now →](https://oaagency.com/investors#s16) WHAT COMES NEXT ## Gunner operates. Okren supervises. In plain terms: Gunner runs the AI’s work. Okren is separate software where a person checks every money move before it happens. **Just an example**In the restaurant picture, Gunner is the restaurant and Okren is the glass walls and the one window out, where a person sees every plate before it leaves. [See the product →](https://oaagency.com/okren)