Pearl Research Labs just published new advances for its Proof-of-Useful-Work design. Its zk-SNARK system compresses large AI matrix multiplications into ~60 KB privacy-preserving proofs, while Hawkeye achieved 100% bit-exact GPU verification across NVIDIA architectures. Native FP8 support is also coming to remove quantization overhead. $PRL still sits near a ~$66M market cap. Can Pearl turn these technical breakthroughs into real AI compute demand? Pearl is a Layer 1 built around Proof-of-Useful-Work, where AI matrix multiplications are used as part of the network’s mining process. These are the same fundamental operations used across modern AI training and inference. Instead of miners performing computation solely to secure the blockchain, Pearl aims to make that compute useful for AI workloads at the same time. The ecosystem focuses on: • Proof-of-Useful-Work • AI matrix multiplication • GPU-native computation • Privacy-preserving proofs • Verifiable AI compute The key challenge is verification. Useful AI computation needs to be reproducible across different hardware while protecting potentially sensitive workloads. Pearl is addressing this through zk-SNARK encapsulation and Hawkeye, which is designed to produce bit-exact results across different NVIDIA GPU architectures. The upcoming native FP8 upgrade is also intended to reduce quantization overhead for AI workloads. There are still important challenges. Mainnet only launched in April 2026, and technical progress must now translate into sustained demand for actual AI training and inference workloads. Long-term success depends on: • Real AI compute demand • Growing GPU participation • Developer and ML adoption • Efficient verification at scale Supply is another consideration: • ~255M $PRL currently circulates • Maximum supply is 2.1B • Only ~12% of maximum supply is circulating That leaves substantial future supply, making network usage and demand increasingly important as emissions enter circulation. Tokenomics • Price: ~$0.25 • Market cap: ~$66M • Circulating supply: ~255M • Max supply: 2.1B Always take whatever you read on the internet with a pinch of salt, do your own research, NFA.