Carl Osborne
CS @ MIT |
- Role
- Undergraduate Researcher at Mit Computer Science And Artificial Intelligence Laboratory Csail
- Location
- Seattle, WA, US
- LinkedIn followers
- 500 followers
About Carl Osborne
github.com/osbo
Experience
Undergraduate Researcher
Mit Computer Science And Artificial Intelligence Laboratory Csail
Sep 2025 — Present · Cambridge, MA, US
Leading self-proposed research to develop a novel GPU-native neural preconditioner for Conjugate Gradient solvers that outpaces standard setup and solve times of state-of-the-art GPU AMGx by ~98% in real-time contexts.Designed a weak-admissibility H-matrix hierarchical transformer architecture to robustly handle global connections without sparsity restrictions.Aligned architecture with modern AI hardware trends by utilizing dense matrix multiplications rather than SpMV, achieving strict O(N) scaling for fast end-to-end inference and iteration reduction. Preparing findings as a first-author paper for submission to SIGGRAPH Asia in May 2026.Engineered a real-time fluid simulation from scratch to deploy the system, writing custom fused inference kernels and efficient octree-based grid.
Education
Massachusetts Institute of Technology
Bachelor of Science - BS, Artificial Intelligence and Computer Science
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