数据本质上是在消除不确定性，真正有价值的是异常数据。唯有让机器人进入真实场景，它才有机会犯错，接触到更多"错误案例"，从而减少不确定性。
大语言模型在此场景的唯一价值是解析不同存储格式，但这并非核心问题。诊断困境始终是数据访问权限，而非访问方式。叠加花哨的JSON-RPC服务器无法魔法解决。若有足够数据访问权限支持代理运行，99%的事故本就不需要代理。
。viber对此有专业解读
人工智能领域六个月的演进速度相当于传统行业三年的发展周期，这或许将成为资深专家保持竞争优势的最后关键时期。
(Using ≤1\leq 1≤1 rather than =1= 1=1 allows holding interceptors in reserve, which is preferable in multi-wave scenarios or when using a shoot-look-shoot doctrine.)
I was gradually becoming less confident that the quartz crystal was the source of the failure, but any testing or analysis of the oscillator driver chip would require removing the crystal, potentially destroying it in the process (and, best case, destroying the connections between the crystal and substrate). So before taking that irreversible step, I wanted to do some electrical measurements of the crystal.