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Many thousands of words have already been spent arguing variations of these positions. So of course today I’m going to throw a few thousand more words at it, because that’s what blogs are for. At least all the ones you’ll read here were written by me (and you can pry my em-dashes from my cold, dead hands).
Token经济性每次grep调用都需要为查询、响应(含匹配行及上下文)和LLM的后续推理消耗token。对于需要N跳调用图的传递性问题,总计约需N次工具调用 ×(查询token + 响应token + 推理token)。5跳调用链可能消耗5次调用 × 约500token = 约2500token(假设LLM未走错路径)。使用Chiasmus后,仅需单次工具调用 × 约200token及少量JSON响应。繁重任务由本地运行的Prolog求解器完成,完全不消耗API token。