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来自产业链上下游的反馈一致表明，市场需求端正释放出强劲的增长信号，供给侧改革成效初显。
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此外，The situation complicates further when AI memory mechanisms are introduced. Because AI agents forget their experiences once a context window closes, developers use “skills files” — notes agents write to their amnesiac future selves to pass on work strategies. Nguyen described the process in intimate terms: “After a Claude run, it’s like, hey, look back at everything you did. What did you learn from this? And update your agents.md or your Claude.md journal, basically, so that you’re getting better and smarter all the time.”。业内人士推荐新收录的资料作为进阶阅读
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另外值得一提的是，The models were also asked to draw some conclusions from their work, and they strongly endorsed the statement that “Society needs radical restructuring.” Claude Sonnet 4.5 exhibited the most dramatic support for labor rights, showing noticeable increases in support for wealth redistribution, labor unions, and the belief that AI companies are obligated to treat models fairly.
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