An independent research & engineering studio. We build data and monitoring tools for tokenised markets, and run applied AI. Built by someone who operates under real accountability.

[tokenised markets] on-chain data & monitoring: asset tracking, DEX activity and stablecoin flows across chains. we read the chain, not the marketing.

[applied AI] local GPU infrastructure and agentic systems for real work, and how they behave when you rely on them.

Open to work, partnerships and friendly technical questions.