#confidential-computing News & Analysis

2 articles tagged with #confidential-computing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

CryptoBullishMessari · Mar 36/104

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Understanding Zama: A Comprehensive Overview

Zama, founded in 2020, has launched its mainnet in December 2025 with ZAMA token rollout, bringing programmable confidentiality to public blockchains through offchain coprocessor architecture. The protocol now supports live confidential applications and is focused on advancing scalability, decentralization, and post-quantum security features.

AIBullisharXiv – CS AI · Mar 37/107

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Your Inference Request Will Become a Black Box: Confidential Inference for Cloud-based Large Language Models

Researchers propose Talaria, a new confidential inference framework that protects client data privacy when using cloud-hosted Large Language Models. The system partitions LLM operations between client-controlled environments and cloud GPUs, reducing token reconstruction attacks from 97.5% to 1.34% accuracy while maintaining model performance.