← all etudes Know Thyself Five studies on memory shape, attribution, and retrieval over typed personal graphs. essay · etudes · graph Token Budget — Slide the graph size; watch the paste break. Two Queries — Type like a human, then like an agent. Flat vs Typed — Same data, two memories. Six Restatements — One claim said six ways is one derivation, not six. Attribution ≠ Confidence — Drill the rule across six scenarios.