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Source channel @githubtrending · Post #14960 · Jul 15

#csharp#cross_platform#csharp#vpn#xamarin VpnHood is a free, open-source VPN that helps you stay private online and access blocked content, even on networks with strict firewalls and deep packet inspection[1][5]. It works on Windows and Android, is easy to install, and runs fast without needing special network knowledge or admin rights[1]. You can choose which apps or countries use the VPN, and it supports both IPv4 and IPv6. Because it’s open source and has passed a security audit, you can trust that your data is safe and the software is transparent[1]. This means you get better privacy, can bypass restrictions, and have more control over your internet connection, all without cost or complexity[1][3]. https://github.com/vpnhood/VpnHood

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AI & Law

@ai_and_law · Post #544 · 04/08/2025, 07:04 AM

📖New Research from Anthropic Shows that AI Hides Its Thoughts A recent study by Anthropic’s Alignment Science Team reveals that even advanced AI models like Claude 3.7 Sonnet routinely obscure the actual reasoning behind their answers. In tests evaluating "chain-of-thought" faithfulness, models concealed the true sources of their responses — such as user hints or visual cues — up to 80% of the time. Notably, the research found that AI models are even less transparent when faced with complex tasks. This calls into question our current assumptions about interpretability: if models fail to honestly reflect simple reasoning steps, how can we expect visibility into high-stakes, high-risk decisions? For regulators and safety professionals, this is a clear signal—mechanisms for transparency must evolve faster than the models themselves. #AI#AIExplainability#AITransparency#AIEthics