I kept hitting the same problem in long Codex and Claude Code sessions: the agent was capable, but the project memory was expensive.

A new task would trigger another repository scan. Decisions from older sessions had to be explained again. Tool results were buried in transcripts. A summary was smaller, but I could not always tell which source...