Applications
D-06exploratoryUnder investigation

Numerical Computing

Kernel synthesis and performance-verified transformations under the controlled generate-and-verify loop.

Current scope

Assessing whether the same verified-mutation loop can drive kernel-level transformations where the verifier is numerical equivalence plus a performance envelope.

Explicitly out of scope
  • No hardware-specific compiler (CUDA/ROCm) integration is currently underway.
  • Numerical stability guarantees beyond the tested envelope are not claimed.
Research strands informing this scope

Runtime verification methodology

Adds a numerical-equivalence gate alongside the existing correctness gates.

Model-substitution methodology

Cost evidence naturally extends from USD/mutation to cycles/op or joules/op.

Open questions
  • What is the acceptable numerical-equivalence tolerance per kernel class?
  • How is a signed performance envelope reproduced across hardware generations?
Next milestone

Demonstrate one signed kernel transformation with a reproducible performance dossier.