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
Speaker
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”
Created: 8/13/2026, 3:29:08 AM
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