Try Kova – AI Assistant for Your Project and How I Work
I added something new to the site — Kova.
It’s an AI assistant designed to help you explore ideas before reaching out.
Most projects don’t start with clear requirements. They start with something vague — an idea, a direction, a “we need something like this”. At that stage, it’s not always obvious what’s realistic, how complex it is, or even where to begin.
Kova is there for that moment.
You can describe what you’re thinking about — even roughly — and it will help you think it through. Not as a generic chatbot, but as a system:
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Asks the right questions. Helps clarify what actually matters.
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Structures the idea. Turns something vague into something usable.
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Explains how it could be built. From concept to real implementation.
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Highlights tradeoffs. So you understand complexity and decisions early.
Under the hood, it’s a custom AI setup running on local resources — not just a light integration with a ready-made LLM product.
It combines a locally running model, prompt logic, safety checks, caching, and a RAG layer based on my actual work, projects, and approach.
That means it is built more like a small production system than a simple chatbot embed.
So instead of generic answers, you get something closer to how I would think through your problem in a real conversation.
At the same time, it’s important to set expectations. Kova is not ChatGPT, Claude, or a massive hosted AI platform. It runs on a more controlled, self-hosted setup, so responses can vary, and complex questions may take a moment.
But that is also the point: it is designed to be useful where it matters — helping you move from a vague idea to something more concrete.
It’s also useful beyond just project discussions.
If you’re considering working with me — as a client, recruiter, or collaborator — you can use Kova to quickly understand how I think, what I focus on, and how I approach systems, without going through the entire site or jumping into a call.
You can also ask simple or even “stupid” questions — the kind you wouldn’t normally send in a first message. That’s exactly what it’s there for.
And just to set expectations — I haven’t really taught it to be funny yet.
If you already know what you need, you can reach out right away.
If not, this is a better place to start.
Start with Kova.
If it makes sense, we’ll take it further.
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