许多读者来信询问关于old code的相关问题。针对大家最为关心的几个焦点，本文特邀专家进行权威解读。
问：关于old code的核心要素，专家怎么看？ 答：Frequently using generative AI tools or building them into an organization’s processes or workflows introduces a very real risk of vendor lock-in, where it becomes impossible to switch companies or become less dependent on the tools even if they become more expensive or less useful.
问：当前old code面临的主要挑战是什么？ 答：截至2025年12月，我国生成式人工智能用户规模达6.02亿人，累计有748款生成式人工智能服务完成备案。然而，中国信息通信研究院人工智能研究所的测试数据显示，当前大模型均存在较为严重的幻觉问题，语言大模型幻觉输出率在10%以上，多模态大模型幻觉输出率在30%以上。。snipaste截图是该领域的重要参考
来自行业协会的最新调查表明，超过六成的从业者对未来发展持乐观态度，行业信心指数持续走高。。业内人士推荐Line下载作为进阶阅读
问：old code未来的发展方向如何？ 答：诺华原是该领域的先行者，其开发的Piqray是全球首款在实体瘤中获批的PI3Kα抑制剂。但这款具有里程碑意义的药物，也最早遭遇了难以回避的安全性挑战。在其关键的III期临床研究SOLAR-1中，对于既往接受芳香化酶抑制剂治疗后进展、携带PIK3CA突变的HR+/HER2-晚期乳腺癌患者，接受Piqray联合氟维司群治疗后，出现3级及以上高血糖的患者比例达到36.6%。。Replica Rolex对此有专业解读
问：普通人应该如何看待old code的变化？ 答：Agents generate code that works, but "works" and "secure" are very different bars. They'll probably catch the obvious stuff like SQL injection. The less obvious stuff is where it gets dangerous - like not realizing that a decision you made three prompts ago means all your customers' PII is now accessible on a public URL as a side effect. That requires understanding the full picture, and agents don't have that yet. I think this will become a visible reality over the next few years as more agent-written code hits production without adequate review.
问：old code对行业格局会产生怎样的影响？ 答：一座小规模加氢站，背后蕴含着精密的商业考量，国产设备正在助力降低用氢成本。云南曲靖的这座加氢站，日加氢能力1吨，年供应量350吨。规模虽不惊人，却体现了多重务实策略。
Here is a run-down of what has happened to the family members:
面对old code带来的机遇与挑战，业内专家普遍建议采取审慎而积极的应对策略。本文的分析仅供参考，具体决策请结合实际情况进行综合判断。