Sukhi Studios
Synthetic data from the
boundary of chaos
We build mathematically grounded tools for financial stress testing, AI watermarking, and scientific simulation — all from a single source: deterministic dynamics on Julia sets.
What We Build
Where mathematics meets practice
Sukhi Studios is an independent research company. We develop novel mathematical tools and publish rigorous research — then build products that put the theory to work.
Liminal Motion
A synthetic data engine for financial stress testing. Julia set dynamics produce unlimited scenario paths with exact target distributions, GARCH clustering, and multi-asset correlation.
Research
Original work in ergodic theory, fractal geometry, and stochastic analysis. Our papers connect deterministic chaos to Brownian motion with complete proofs.
Liminal Verses
A poetry collection tracing a journey from insanity to sanity. Sanskrit mantra, Buddhist and Hindu contemplative traditions, and the aesthetics of the ineffable.
The Core Insight
One parameter controls everything
A single complex number c selects a Julia set whose geometry determines the diffusion coefficient, the marginal distribution, the degree of time-irreversibility, and a deterministic fingerprint. Change c, and every statistical property changes with it — continuously, controllably, and with mathematical guarantees.
For finance
Generate stress scenarios that go beyond historical replay. Exact tail distributions, realistic volatility clustering, cross-asset correlation — no training data, no black box.
For AI compliance
Watermark LLM outputs using degree-6 Julia set dynamics. Provably imperceptible, cryptographically secure, EU AI Act Article 50 ready.