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Skills2026-07-30 · source-backed
The July 29 filesystem-memory paper found that changing the tool set alone reshapes the resulting memory store as strongly as swapping the model, and that organization erodes over time for every management agent except the strongest. Organized stores roughly halve retrieval cost, but no agent measured converted better organization into better answers. If your markdown memory directory is decaying, that's a tools problem.
Each link below shares sources, entities, or timing with this story.
Shared entity: Organized / Same source / Shared topic
Both cover Organized; cite the same source (The July 29 filesystem-memory paper); overlapping topics (agent, answer, audit, better, converted).
Shared entity: Audit / Shared topic / Earlier coverage / Tension
Both cover Audit; overlapping topics (agent, answer, audit); earlier Audit coverage from 2026-06-28.
Both cover Audit; overlapping topics (agent, audit, tool); earlier Audit coverage from 2026-02-21.
Shared entity: Audit / Same source domain / Shared topic / Earlier coverage
Both cover Audit; reported by the same outlet (arxiv.org); overlapping topics (agent, audit).
Both cover Audit; reported by the same outlet (arxiv.org); overlapping topics (agent, audit).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (agent, better, converted, model); pushes against this story (but).
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (agent, alone, better, memory, model).
Shared entity: Audit / Shared topic / Earlier coverage / Tension
Both cover Audit; overlapping topics (agent, tool); earlier Audit coverage from 2026-03-26.