Fields 01–04
Four instruments, one lab.
Each research thread feeds the others: theory sets the equations, systems make them run, GPUs make them fast, and language models make them usable.
- 01
QGSW Dynamics
quasi-geostrophic shallow water
Vortex-in-cell modeling of quasi-geostrophic shallow-water flow on the sphere — potential vorticity, streamfunctions, and stable discretizations.
- 02
MITgcm Systems
ocean general circulation
Reproducible simulation workflows for atmosphere–ocean dynamics: build systems, verification experiments, and diagnostics.
- 03
CUDA / HPC
GPU computing
Kernels shaped around memory locality and measured throughput — reductions, stencils, coarsening, occupancy optimization.
- 04
LLM Tooling
scientific interfaces
Retrieval-augmented agents that read model documentation, modify code, and launch simulations from natural language.
Incoming — P-01
LLM APA
A new LLM-powered product, currently in development. Specifics are under wraps — architecture notes and a launch breakdown will be published here first.
Notebook
Derivations, written down.
Lecture notes and guides from the research notebook — every equation earned, not assumed.
- A-01Navier–Stokes from First PrinciplesConservation of mass and momentum, stress tensors, and incompressibility — the full derivation, term by term.
- A-02The Shallow-Water EquationsFrom Navier–Stokes to shallow water: hydrostatic balance, scaling arguments, and the kinematic boundary condition.
- A-03Quasi-Geostrophic Shallow WaterRossby numbers, geostrophic balance, and potential vorticity — deriving the QGSW model used across my research.
Play — 30 seconds
Stabilize the signal.
A tiny data-assimilation console: the faint wave is the true state, the bright one is your noisy observation. Tune gain, phase and the noise filter until the residual collapses.
data-assimilation console — match the observation to the truth
‖residual‖ = 1.00
Contact
Let's build something rigorous.
Research collaboration, scientific software, or GPU problems that refuse to go fast — my inbox is open.