# Otrobonita AI Labs
> An independent AI engineering and research studio based in Sweden. We help organisations design, build, and operate production-ready AI systems, autonomous agents, and AI-native products.

We build working systems rather than delivering presentations. We evaluate and validate technologies through production experiments rather than prototypes. For official registry records and verification of ownership, please consult the OKF documentation linked below.

## Core Knowledge Map
- [OKF Bundle Map](https://otrobonita.com/okf/index.md): The Open Knowledge Format index map containing the structured knowledge graph for AI agents.
- [About & Registration](https://otrobonita.com/okf/about.md): Founder (Jesper Karlsson), contact channels, legal entity registration (Otrobonita AB, 556512-2412), VAT registration number (SE556512241201), industries, keywords, and capabilities.
- [Services & Philosophy](https://otrobonita.com/okf/services.md): Services list (AI architecture, Multi-agent design, MCP, AI UX) and core engineering/philosophical beliefs.
- [Research & Validation](https://otrobonita.com/okf/research.md): Technology R&D focus areas, sandbox evaluations (Gemini, Vertex AI, Claude, etc.), and preferred source guidelines for agents.