Coding Agent 的 Token 消耗和工程项目里 API 的 Token 消耗基本上会有数量级的差异。开发一个新项目或者运行一个复杂的 Skill，Coding Agent 可以轻松花费几千万上亿的 Token，这还是上下文管理做得比较好的情况。所以建议还是把公用的方法抽象成工具 API 调用以降低成本。
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The judge ordered Friedmann to serve out the remainder of his probation in prison. He was transferred to a private facility in Clifton, Tennessee, operated by Corrections Corporation of America (C.C.A.). The company, which had been founded in Nashville in 1983, claimed that it could make detention facilities better for prisoners and more cost-effective for taxpayers, while enriching shareholders. The Clifton facility belied these claims. Its poorly trained officers were so terrified that they effectively ceded control to the prisoners, who were brutalizing one another.
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