AI coding agents are getting better at navigating repositories, but a new benchmark shows a more precise failure mode. Systems such as Claude Code and Codex can often find the right file, yet still miss the critical lines that determine whether a patch will work.
That distinction matters for real software maintenance. Agent performance depends not only on generation quality, but also on context selection, code search, and the ability to localize bugs before attempting a fix.