#privacy News & Analysis

A Survey of Zero-Knowledge Proof Based Verifiable Machine Learning

Midnight Network Goes Live as the World’s First Fourth-Generation Privacy Blockchain

Cardano’s Charles Hoskinson unveils privacy-preserving Midnight partner chain

Cardano Midnight Enters Mainnet Phase, What Does It Mean for Privacy?

Zcash upside hinges on repricing financial privacy in an AI-driven world, Grayscale says

Charles Hoskinson’s $200 million bet: Midnight goes live to tackle crypto’s biggest flaws

RippleX Drops Whitepaper for Confidential XRPL Assets: XRP Goes Private?

StarkWare Co-Founder Defends ZK Technology Amid Canton, Ethereum, and Solana Rivalry

Apple Updates Siri with Gemini to Power Next-Gen AI Features

Evaluating Fine-Tuned LLM Model For Medical Transcription With Small Low-Resource Languages Validated Dataset

Researchers successfully fine-tuned LLaMA 3.1-8B for medical transcription in Finnish, a low-resource language, achieving strong semantic similarity despite low n-gram overlap. The study used simulated clinical conversations from students and demonstrates the feasibility of privacy-oriented domain-specific language models for clinical documentation in underrepresented languages.

Lightweight GenAI for Network Traffic Synthesis: Fidelity, Augmentation, and Classification

Researchers developed lightweight generative AI models for creating synthetic network traffic data to address privacy concerns and data scarcity in network traffic classification. The models achieved up to 87% F1-score when classifiers were trained solely on synthetic data, with transformer-based approaches providing the best balance of accuracy and computational efficiency.

TAAC: A gate into Trustable Audio Affective Computing

Researchers have developed TAAC, a framework for trustable audio-based depression diagnosis that protects user identity information while maintaining diagnostic accuracy. The system uses adversarial loss-based subspace decomposition to separate depression features from sensitive identity data, enabling secure AI-powered mental health screening.

T-REX Network and Zama Launch Institutional-Grade Confidentiality Infrastructure for RWA Tokenization

T-REX Network and Zama have partnered to launch institutional-grade confidentiality infrastructure specifically designed for Real World Asset (RWA) tokenization. This collaboration aims to provide enhanced privacy and security features for institutional clients looking to tokenize traditional assets on blockchain networks.

HP (HPQ) Stock: Company Unveils Privacy-First AI Platform Challenging Apple’s Approach

HP stock has declined 34% annually as the company announces HP IQ, a privacy-focused on-device AI platform set to launch in Spring 2026. The platform positions HP as a direct competitor to Apple's AI approach ahead of Apple's WWDC event.

Agent-Sentry: Bounding LLM Agents via Execution Provenance

Illia Polosukhin: AI will replace traditional operating systems, blockchain serves as a root of trust for secure AI, and the need for user-owned AI is crucial | Bankless

Zama and T-REX Network launch privacy layer for tokenized assets targeting Wall Street institutions

Solana Foundation targets institutions with new privacy framework

Ranjan Roy: OpenAI shifts focus to core business, generative AI set for mainstream by 2025, and data privacy concerns hinder enterprise entry | Big Technology

Evolving Jailbreaks: Automated Multi-Objective Long-Tail Attacks on Large Language Models

Security, privacy, and agentic AI in a regulatory view: From definitions and distinctions to provisions and reflections

From Weak Cues to Real Identities: Evaluating Inference-Driven De-Anonymization in LLM Agents

Decentralized Confidential Computing: The Privacy Layer for an AI‑Native, Onchain World

ASTER token rallies as privacy-preserving native blockchain powering DEX mainnets

ASTER token experiences a rally as Aster Chain launches its privacy-preserving native blockchain to power DEX mainnets. The blockchain boasts impressive technical specifications including 50ms block times, 100,000 TPS throughput, and cross-chain connectivity with major networks like BNB Chain, Arbitrum, Ethereum, and Solana.

Cardano Founder Praises ShieldUSD Milestone On Midnight

Cardano founder Charles Hoskinson praised ShieldUSD's milestone progress on the Midnight privacy protocol, calling it one of the most exciting initiatives. He highlighted privacy-preserving stablecoins as a key strategic bet for Cardano's ecosystem growth and utility expansion.