Boutique Systems integration for HPC & AI
Bringing science and craft into HPC/AI/ML systems integration.
Fluid Numerics helps teams design, build, and operate high-performance systems—from GPU clusters and Slurm stacks to reproducible ML pipelines—without losing the details that make them reliable.
Cloud • Bare metal • Containers • ROCm & CUDA • Slurm
Ecosystem
Compute providers we work with
Tools we build with
Technologies we integrate
Languages we speak
Capabilities
Thoughtful systems work. Built by practitioners who care about reliability, performance, and the long tail of operations.
Cluster bring-up, done right
Bare metal or cloud with pre-baked and tested images that include schedulers and monitoring with repeatability in mind.
Researcher support
Open communication, office hours, tailored tutorials focused on designing workflows and optimizing research software.
Slurm & workflow plumbing
Partitions, accounting, QoS, preemption, and job ergonomics—so your users ship work instead of wrestling config.
Reproducible software stacks
Versioned containers and modules, curated base images, and CI that proves the stack works before users do.
Performance as a practice
Profiling, tuning, and scaling guidance using microbenchmarks, mini-apps, and your applications—methodical, measured, and documented.
Flexible management
Co-managed or fully-managed offerings to fill gaps in cluster management, administration, and user support.
Yes, we do that too.
A team with backgrounds spanning Applied Mathematics, Geophysical Fluid Dynamics, Scientific Computing, Computational Physics, Electronics, and Music is bound to have side projects.
Let’s build something solid.
Tell us what you’re running (or trying to run). We’ll help you design a system that’s maintainable, measurable, and built to last.