Qarinah compiles a compact, cited project-memory pack instead of asking every new coding-agent session to replay the entire available history. The published estimate Across six committed software-task fixtures, the full-history baseline contained 442,113 portable estimated input-context tokens . The Qarinah path used 5,682 . Every required target was still directly covered in the top five results. That is: 436,431 fewer estimated input-context tokens; 98.71% less...