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Bringing Privacy to AI – Leveraging DeAI, DePIN, PETs and Synthetic Data
To get the most value from AI, we must feed it our most sensitive data. But how do we prevent 'data leakage’ associated with public models? In this review, we explore emerging data privacy alternatives—including Decentralized AI (DeAI), Privacy-Enhancing Technologies (PETs), and Synthetic Data—that allow enterprises to benefit from AI without exposing their secrets.

Pete Harris, Principal, Lighthouse Partners, Inc.
Dec 17, 20257 min read


Convergence is Happening - Low-Latency is Coming to Tokenization and DePIN to Wall Street
The convergence of TradFi and DeFi via tokenization is accelerating. The biggest hurdle is performance, with solutions emerging from Solana and high-speed Layer 2s. A key innovation is DoubleZero, which uses a private, HFT-inspired fiber network in a DePIN model to provide low-latency connectivity. The startup recently secured a significant SEC No Action Letter for its 2Z token, setting a precedent for the infrastructure powering Wall Street's next era.

Pete Harris, Principal, Lighthouse Partners, Inc.
Nov 10, 20255 min read
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