Deterministic Static Analysis for AI Coding Workflows: How to Cut Token Cost Without Weakening Code Review

An AI coding agent opens a pull request. Another agent reviews it, searches the repository, reads a few irrelevant files, pulls more context into the conversation, and tries again. By the time it reaches a useful conclusion, the team may have paid several times for context that had little to do with the final finding .