Numeral Jobs

May include training dynamics, parameterizations, numerics, or others; Sparsity: Techniques to sparsify models or data that improve

Develop benchmarks, instrumentation, and automated tests that validate functionality, performance, and numerical correctness.

Exposure to numerical computing, linear algebra, or HPC kernels.

Fluency in control theory, numerical optimization, numerical analysis, and physics.

Ensure numerical correctness.

optimization, numerical analysis, and physics Enthusiasm for coming up with practical solutions to cutting-edge challenges in a fast-paced environment

Numerical Correctness & Quality Gates: Build validation infrastructure to ensure model accuracy, precision stability (FP16/FP8/quantization

Ensure functional and numerical correctness.