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Let's make your derivatives cheap
Tell us about your workload and we will tell you - honestly - whether a closed-form derivative tower will help, and by how much.
Derivative-acceleration audit
We benchmark a closed-form replacement for your hottest operator against your current autodiff path - on your problem sizes.
Certified-numerics report
We turn a model statement into a rigorous enclosure with a tamper-evident certificate and, where possible, a formal-kernel pass.
Integration project
We help wire the closed-form path into your PyTorch / JAX / FermiNet pipeline and verify bit-parity end to end.