Where we keep the systems that aren't finished yet. Everything here is a live test — physics rigs, capture pipelines and traffic models built to answer one specific question. Some of it will ship. Some exists purely to prove what doesn't work.
Generic vehicle physics gets you a car. It doesn't get you a specific car — the way one particular chassis loads up mid-corner, how its dampers settle over a broken surface, where the rear steps out and how far. We're building a pipeline that takes real vehicle data and tunes a simulated counterpart until the two agree, then holds that agreement across terrain the reference car was never measured on.
Marker-based capture is accurate and expensive, and it changes how people move the moment you put them in the suit. We're developing a markerless system that reconstructs skeletal motion from ordinary synchronised cameras — no markers, no volume rental, no setup ritual. The work right now is accuracy: closing the gap to marker-based ground truth, especially on fast limbs, occlusion and contact.
Finnish traffic rules are precise, and precision is exactly what's hard to hold in your head at a junction in the dark. This prototype turns the rulebook — right of way, priority roads, signage, seasonal conditions — into something you can interrogate: situations rather than paragraphs. Built as a testbed for how far an app can go in explaining a road system instead of just quizzing you on it.
Several of these programmes are open to partners, pilot data, or test subjects. If something here overlaps with what you're working on, we'd like to hear about it.
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