Source · Tier C · Blog / article

Proof of Useful Work from the Ground Up

Pearl Research Labs. 2026. Pearl Research Labs.

Originalhttps://pearlresearch.ai/research/blog/proof-of-useful-work
Accessed2026-09-25
Authored or published byPearl Research Labs
NotePearl reports end-to-end serving overhead for its integer proof-of-useful-work kernel against stock serving engines: 5.08% for Llama 70B at DP=4 on four H200 GPUs and 3.9% for DeepSeek V3.2 at DP=8 plus expert parallelism on eight H200 GPUs. The page gives no publication date; year follows its copyright notice. Developer report only.

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