The Numericus Group, LLC
Machine Learning Research — Software development and consulting for numerical computation, machine learning, sparse attention, very long context, token space and all that jazz.
About
Numericus Group, LLC is a software development and consulting firm based in Austin, TX, specializing in numerical computation, machine learning research, and scientific computing.
We work at the intersection of applied mathematics and modern AI — building tools and conducting research in sparse attention, very long context, token space, and related areas of machine learning.
Services
Software development and consulting for numerical applications, especially Finite Element and Finite Volume methods, computational fluid dynamics (CFD), mesh generation and adaptation, and general mechanics simulations. Research and development in Machine Learning methodologies for very long context, sparse attention, inverse methods, interpretability, and safety/alignment.
- Finite Element & Finite Volume methods
- Computational fluid dynamics (CFD)
- Mesh generation and adaptation
- General mechanics simulations
- Machine learning for very long context
- Sparse attention research & development
- Inverse methods and interpretability
- Safety and alignment R&D