The machine
A tuned BLAS selects kernels from what it finds at runtime — cache geometry, core count, microarchitecture. A newer chip generation in the same rack can take a different path through the same library and return a different low bit.
Every number a tuned BLAS gives you is conditional on the machine it ran on. Change the chip generation, the instruction set, or the library, and the low bits move. VVE has no tuned kernel underneath and nothing to dispatch on, so there is nothing for the machine to change.
One input. Four builds. One answer.
| Build | eigenvalueidentical | eigenvectoridentical | eigenpairidentical |
|---|---|---|---|
| x86_64GCC 13.3 | de83a41141e8dccc | 1bb3ba6f626baff2 | ea23b02abc1faf82 |
| x86_64Clang 18.1 | de83a41141e8dccc | 1bb3ba6f626baff2 | ea23b02abc1faf82 |
| aarch64GCC 13.3 | de83a41141e8dccc | 1bb3ba6f626baff2 | ea23b02abc1faf82 |
| aarch64Clang 18.1 | de83a41141e8dccc | 1bb3ba6f626baff2 | ea23b02abc1faf82 |
96 records, zero mismatches
-ffp-contract=off. The comparison was executed on the ARM machine, not on the machine that produced the x86 results.Reproducibility arguments get lost when the axes are not named. Here are the three that move in real deployments, and what each one does to a tuned BLAS.
A tuned BLAS selects kernels from what it finds at runtime — cache geometry, core count, microarchitecture. A newer chip generation in the same rack can take a different path through the same library and return a different low bit.
x86_64 and aarch64 do not share an FMA contraction story, and a library compiled to exploit each one will not agree with itself across the pair. This is why reproducibility modes are scoped to a single ISA family.
The same LAPACK call served by netlib, OpenBLAS or MKL is three different computations. Swapping the library underneath an application is a routine operations decision and it silently changes the answer.
VVE removes all three at once, because it has no BLAS underneath to vary. The guarantee is structural rather than configured.
8-way grid — PASS
96
SHA-256 records, 12 matrix/size groups, zero mismatches
x86_64 ≡ aarch64
identical across architecture
GCC ≡ Clang
identical across compiler
Twelve matrix and size groups, including odd-N wilkinson, hashed on every build in the grid and compared record by record. Ninety-six records, zero mismatches. The manifests are signed.
Cell fingerprints identical across CPU generations
541
between Zen3 and Zen4/5 machines — different CPU generations, same bits — cell fingerprints identical
The full campaign was re-run end to end on an older machine generation. Wall clock moved, as it always does. Every one of the 541 cell fingerprints came back identical. This is the axis that matters to anyone whose validation evidence has to survive a hardware refresh.
Reproducibility features in tuned libraries are opt-in modes that cost performance and hold only inside a boundary — one instruction-set family, one dispatch path. They exist because the library is not reproducible by default, and they are the vendor's honest admission of it. VVE does not have a reproducible mode, because it does not have a non-reproducible one. There is no kernel selection to freeze and no dispatch table to pin.
| Stack | Same bits across machine × ISA × BLAS |
|---|---|
| LAPACK + OpenBLAS | No |
| Intel MKL | Conditional — CNR holds within one ISA family |
| Eigen (C++) | No |
| ReproBLAS | Kernels only |
| VVE | Yes — measured |
The determinism manifests are signed with minisign. The public key ID is 7567EB6FD671C361; the private key never leaves the signing machine. Each manifest records the build, the platform, the matrix and size group, and the digests — enough to check a claim record by record rather than take the summary on trust.
Evaluation includes the signed manifests and the harness that produced them.
Request an evaluation →Tell us the spectra you actually run and the hardware you have to run them on. We send an evaluation build and the harness we measured with, so the first number you see is one you measured yourself.