ML That Outperforms
Research-grade optimizers, adaptive models, and efficient architectures
We build machine learning tools that beat standard baselines. Drop-in PyPI packages. Measurable improvements. No hype.
Products
Each tool is validated with rigorous benchmarks across multiple tasks and seeds.
LAdam Optimizers
Drop-in replacements for Adam, AdaGrad, and RMSProp. One import, measurable gains.
ChiAdapt
Runtime model personalization. Adapts frozen models to each user without fine-tuning.
WaveTransformer
Replace quadratic attention with wave propagation. Linear scaling, no KV cache.
WaveForecaster
Time-series prediction that outperforms LSTM with a fraction of the parameters.
Why Work With Us
Measured, Not Claimed
Every product page shows exact numbers: mean ± std across multiple seeds, paired t-tests, public benchmark code. If it's not statistically significant, we don't ship it.
Drop-In Integration
Our optimizers are pip-installable. One import line, zero architecture changes. ChiAdapt adds 2.8 KB of state per user — no retraining, no GPU for adaptation.
Research Depth
80+ internal experiments, 59+ validated benchmarks, 6 optimizer variants, GPU-accelerated simulations. We go deep before we ship.
Consulting & Custom Work
Need something tailored? We build custom ML pipelines, optimize training loops, and integrate our tools into your stack. Enterprise licensing available.
Technology Demos
Interactive GPU simulations built on our research framework. Real-time computation, not pre-rendered.
Binary Orbit
Two masses orbiting via field gradients with real-time parameter control.
Quantum Tunneling
Wave packets passing through potential barriers on a discrete lattice.
Gravitational Lensing
Light-path deflection around massive objects through field distortions.
Double Slit
Quantum interference patterns from wave dynamics on a discrete lattice.
Three-Body Problem
Chaotic dynamics of three gravitating masses in a coupled field.
EM-Thermo Coupling
Electromagnetic and thermodynamic coupling between lattice fields.
Ready to improve your ML pipeline?
Whether you need a drop-in optimizer, runtime personalization, or a custom ML solution — we can help.
Our ML tools are grounded in physics-inspired research published on OSF and Zenodo.