
The Pearl Protocol
Pearl’s mathematical breakthrough enables every GPU cycle powering AI systems to simultaneously produce a native digital currency.
Proofs of Useful Work From Arbitrary Matrix Multiplication
Revisits the longstanding open problem of Nakamoto consensus on real computation the miner chooses, and gives a proof of useful work for matrix multiplication with 1 + o(1) overhead, so GPUs can reuse their AI compute to secure a chain.
The Economics of Proof-of-Useful-Work
A competitive-equilibrium model of a PoUW blockchain: closed-form prices across mining, inference, and "duplex" work, plus why a majority attack stays tied to the block reward once prices adjust.
Problems we are Working on
The open questions in mathematics, cryptography, and consensus that Pearl is still working to solve.
