以企业注册地看，全国34 个省份中，广东、北京企业依然领跑，研发人员数量依次为89.55 万人、81.55 万人，是第三名浙江（34.93万人）的两倍以上。两个省份研发人员合计达到171.1 万人，在34 个省份中占比超过四成（44.12%），与研发投入一样具有压倒性优势。
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其次，转型高度依赖信任基础。广告化与订阅制看似是更温和的变现方式，但其前提是供给侧愿意为规则稳定性与效率提升付费。如果在抽佣阶段已经消耗了供给侧信任，新的收费形态反而更容易被视为换一种方式收费，从而引发更强烈的抵触。
I’m not content with only 2-3x speedups: nowadays in order for this agentic code to be meaningful and not just another repo on GitHub, it has to be the fastest implementation possible. In a moment of sarcastic curiosity, I tried to see if Codex and Opus had different approaches to optimizing Rust code by chaining them:
For a while it seems as though it might be close, but Storrie's Ilya Rozanov-style Russian accent ultimately proves too much for Austin Johnson to handle.