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Source channel @githubtrending · Post #14754 · May 27

#rust#caldav#carddav#imap#jmap#mail#pop3#rust#server#smtp#webdav Stalwart is a secure, fast, and scalable open-source mail and collaboration server supporting all major email protocols (IMAP, SMTP, JMAP, POP3) plus calendar, contacts, and file sharing. It offers strong built-in spam and phishing protection, advanced message authentication (DMARC, DKIM, SPF), and flexible storage options. Designed for high availability and fault tolerance, it can scale from small setups to thousands of nodes without complex proxies. Its web-based admin interface and automation tools simplify management. Using Stalwart helps you control your email securely, improve collaboration, and reduce reliance on big tech, making your communication more private and reliable. https://github.com/stalwartlabs/stalwart

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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