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Research#Image Processing🔬 ResearchAnalyzed: Jan 10, 2026 13:42

TokenPure: Novel AI Approach to Watermark Removal in Images

Published:Dec 1, 2025 06:15
1 min read
ArXiv

Analysis

This research explores a novel method for watermark removal using tokenized appearance and structural guidance. The approach, detailed on ArXiv, represents a potential advancement in image processing and could be applied to various applications.
Reference

“The research is published on ArXiv.”

PermalinkArXiv
Research#llm📝 BlogAnalyzed: Dec 29, 2025 06:04

The Decentralized Future of Private AI with Illia Polosukhin - #749

Published:Sep 30, 2025 16:22
1 min read
Practical AI

Analysis

This article discusses Illia Polosukhin's vision for decentralized, private, and user-owned AI. Polosukhin, co-author of "Attention Is All You Need" and co-founder of Near AI, is building a decentralized cloud using confidential computing, secure enclaves, and blockchain technology to protect user data and model weights. The article highlights his three-part approach to building trust: open model training, verifiable inference, and formal verification. It also touches upon the future of open research, tokenized incentives, and the importance of formal verification for compliance and user trust. The focus is on decentralization and privacy in the context of AI.
Reference

“Illia shares his unique journey from developing the Transformer architecture at Google to building the NEAR Protocol blockchain to solve global payment challenges, and now applying those decentralized principles back to AI.”

PermalinkPractical AI