01 / Systems

AI systems

I treat AI as a product layer. Data, context, rules and actions are designed around the model within a controllable system.

How it works

I connect models — self-hosted or API-based — to verified knowledge, tools, rules and application boundaries. I define what the model can propose, what must be validated and what may trigger an action. The system also includes data, controls and clear responsibilities.

The architecture

  1. 01 Data
  2. 02 Context
  3. 03 Model
  4. 04 Inference
  5. 05 Validation
  6. 06 Action

Technologies

  • vLLM
  • Qwen
  • LLaMA
  • Python
  • FastAPI

Project / Start

Have something that needs to become real?

Tell me the starting point: a problem, an idea, a process or a brand. You don’t need a perfect brief — just know what needs to change.

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