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The changes in the past two years are actually quite obvious. Once the EU's AI Act was introduced, the entire industry has been pushing for privacy-first solutions — this is no longer optional. At the same time, many consumer platforms have paid the price for data breaches, and enterprises are also starting to treat "encryption in use" as a standard feature. What is the deeper driving force behind this? The roadmap for technical teams now revolves around two key elements: one is the governance framework for LLMs, and the other is the traceability of data sources. These changes may seem scattered, but they all point in the same direction — security and trust are becoming the core competitive advantages of products.