Coding agents often inherit project context in one of two ways: replay a long transcript or project history, which is expensive and noisy; or pass along a short summary, which is compact but difficult to audit. There is a useful third design: keep an authoritative local record, derive searchable views from it, and compile a small task-specific context pack whose claims point back to exact evidence. This article explains that pattern through Qarinah , an open-source implementation...