WeltForm

Capability

Capability first.

Bayesian statisticians, computational physicists, decision theorists, ML engineers — people from climate research, epidemiology, quantitative finance.

We measure success in calibration and ruin protection: every forecast is timestamped, checked against real-world outcomes over time through a transparent dual ledger.

We publish research. We prefer contestable, verifiable models to black boxes accepted with eyes closed.

Bayesian statistics

Explicit uncertainty, continuous updating, honest error bounds.

Computational physics

Causal simulation of complex systems at useful scale.

Decision theory

Steadfast choices and systemic ruin risk minimization under uncertainty.

Machine learning

World models and fragility representations calibratable against reality.