By Andrew Leonenko
Leonenko Group builds software by treating agentic AI as the operating model, not as a feature or a novelty. Agents handle the mechanical parts of shipping a product, from writing code to generating content to running day to day operations, while a person decides what is worth building and whether the result is good enough to release. This is how a very small team runs several live products at once.
What does agentic AI mean here
Agentic AI means AI systems that can take multi-step actions on their own, using tools, rather than only answering a single prompt. In practice that means an agent can read a codebase, make an edit, run the tests, generate the marketing copy, produce the images, and deploy the result, all as connected steps toward a goal. The studio orchestrates these agents through the Model Context Protocol and a set of custom MCP servers, so the same tooling that a person uses in a chat window is also available to an autonomous agent. The value is not that AI writes code. The value is that it can carry a task from intent to finished output without a human doing every intermediate step by hand.
How does a small team ship multiple products
A small team ships multiple products by removing the parts of software work that do not require judgment. Most of the effort in running a product is not the interesting decision. It is the setup, the boilerplate, the content pipeline, the deploy, the monitoring, the repetitive fixes. When agents absorb that layer, one person can hold several products in their head and still move each of them forward in a given week. Leonenko Group runs multiple products that are live today, including FaithWise and DreamTide, on this model. The team stays small on purpose, because a small team with good tooling has less coordination cost than a large team with the same tooling.
Is AI the driver or the engine
AI is the engine, and human taste is the driver. This distinction matters more than any single tool. An agent can produce ten versions of a screen, but it cannot tell you which one feels calm, which one respects the person using it, or whether the product should exist at all. Those are taste decisions, and taste is the thing the studio protects. Every product ships with a person reviewing the output, cutting what is mediocre, and holding the bar for what carries the company name. Speed only matters if the result is something worth being proud of.
What infrastructure makes this possible
The studio runs on self-hosted infrastructure so that agents have real tools to act with, not just a chat box. Content generation, image generation, and local model inference run on the studio's own hardware, which keeps costs predictable and keeps sensitive work off third party services. Custom MCP servers connect agents to the things a product actually needs, such as DNS, email, storage, and deploy pipelines, so operational work stays inside the same agent workflow instead of being scattered across dashboards. This is the quiet part of the operating model. Good infrastructure is what turns a clever demo into something you can run every day.
Where the human always stays in the loop
A person stays in the loop at every point where a decision affects quality, trust, or the people who use the product. Agents draft, but a person decides what ships. Agents can generate content, but a person owns the voice. Agents can touch operations, but anything that could send a message to a real person, move money, or change something a user relies on requires explicit human approval. This is not a limitation to be optimized away. It is the design. The goal is not to remove people from software. The goal is to remove the busywork so the people can spend their attention on the parts that only people can do.
Why this approach
The point of building this way is to make it possible for a studio to own its products end to end without needing to become a large company to do it. Owning the incentives is only useful if you can also afford to run the products well. Agentic AI is what closes that gap. It lets a studio stay independent, ship carefully, and keep the human judgment at the center where it belongs.
Andrew Leonenko
Founder, Leonenko Group LLC