At Level 2, when keyword search is used on a large collection of memory files that summarize key topics rather than storing verbatim text, keyword search becomes ineffective as the collection scales, requiring a move to semantic search systems like Level 3.

causalpending

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Unidentified Speaker — Every Claude Code Memory System Compared (So You Don't Have… [UHVFcUzAGlM]

Evidence Quote

as you start to scale this...the structure eventually stops scaling...because it's summarizing key topics and not taking words verbatim, the keyword search starts falling apart

Source

Every Claude Code Memory System Compared (So You Don't Have To)Simon Scrapes
Created: 8/13/2026, 3:29:08 AM

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