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Artificial Intelligence


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


How Data Hydration Enables Scalable and Trusted AI
AI requires massive amounts of high-quality data to be scalable and trusted. Our new blog introduces Data Hydration , a vital set of processes—Validation, Enrichment, and Governance —that transforms raw, incomplete data into the accurate, organized, and compliant fuel AI models need to thrive. Learn how this holistic approach minimizes cost, prevents hallucinations, and delivers high-integrity AI at scale. Join the Data Hydration LinkedIn Group to discuss the future of Truste

Pete Harris, Principal, Lighthouse Partners, Inc.
Oct 14, 20254 min read


Data Center Operators Focus on Meeting Huge Power Needs for AI
AI Data Center Builders Explore Solar, Natural Gas Turbines, Dedicated Small Nuclear Reactors to Meet Huge Power Needs

Pete Harris, Principal, Lighthouse Partners, Inc.
Apr 4, 20256 min read


DeepSeek, Open Source and DePIN: A Powerful Combo for Decentralized AI?
Everyone’s talking about DeepSeek: Performance, Chinese origin, open-source distribution. It’s also DePIN-friendly for Decentralized AI.

Pete Harris, Principal, Lighthouse Partners, Inc.
Feb 3, 20253 min read


Convergence in Action in 2025 – TradFi and DeFi, Tokenization Everywhere, and Data-First Architectures for Trustworthy and Decentralized AI
A set of converging trends - including decentralization and tokenization - are supporting the emergence of trustworthy AI.

Pete Harris, Principal, Lighthouse Partners, Inc.
Jan 2, 20253 min read


Towards Trustworthy AI with Decentralization Technologies – Part 1: Concepts and Approaches
Trustworthy AI models can leverage decentralization technologies like blockchain to make accurate, reliable, and transparent decisions.

Pete Harris, Principal, Lighthouse Partners, Inc.
Dec 1, 20244 min read


How DecentraTech Can Reduce Costs for Artificial Intelligence – Part 2: Decentralized Storage
In this blog, we discuss how DePIN can address an infrastructure bottleneck that limits AI – access to vast amounts of trustworthy data.

Pete Harris, Principal, Lighthouse Partners, Inc.
Nov 21, 20243 min read


How DecentraTech Can Reduce Costs for Artificial Intelligence – Part 1: Decentralized Compute
It’s no secret that the popularity of artificial intelligence (AI) has exploded for both business and consumer applications. Along with...

Pete Harris, Principal, Lighthouse Partners, Inc.
Sep 12, 20243 min read
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