Source · Tier B · Preprint

EigenAI: Deterministic Inference, Verifiable Results

D. Ribeiro Alves, V. Patankar, M. Pereira, J. Stephens, N. Vaziri, S. Kannan. 2026. arXiv.

Originalhttps://arxiv.org/abs/2602.00182
arXiv2602.00182
Versionv1 (30 Jan 2026), the only version, read in HTML.
Accessed2026-09-25
NoteDeveloper's paper on its own system (all authors give eigenlabs.org addresses); statements about EigenAI are provider-reported. Describes a deterministic inference engine built on llama.cpp with custom GEMM and reduction kernels, and an optimistic re-execution protocol in which a stake-weighted committee re-executes challenged outputs inside TEEs. Table 5 reports bitwise-identical outputs on the same host and GPU and across hosts with the same GPU SKU, and a 0.0% match between A100 and H100.

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