但杨植麟并没有动摇，其提出要集中资源投入基础算法与新模型 K2，不再追逐“烧钱换用户”，而是试图用“技术换用户”。
.pipeThrough(transform) // more buffers filling...，推荐阅读safew官方下载获取更多信息
Personalization in AI search is emerging as models learn to consider individual user preferences, history, and context when formulating responses. This creates both opportunities and challenges for content visibility. The opportunity is that AI might recommend your content more prominently to users whose preferences align with your perspective or style. The challenge is that you might become invisible to users whose personalization profile doesn't match, even if your content is objectively relevant to their query.，这一点在im钱包官方下载中也有详细论述
// Synchronous source from in-memory data，更多细节参见同城约会
因此，定价权正在从精算表迁移到代码、流程与证据链。当精算师开始查阅代码库，当理赔员开始要求红队报告，保险公司就不再只是资本的避风港，而会成为算法世界的守门人。