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STAGE 2 OF 5
Memory That Works
Stop the amnesia. Structured folders, memory search, the embedding trap.
4 lessons1h 5m total
Lessons
Start This StageThe Default Memory Disaster
The single MEMORY.md file — duplicates, contradictions, token bloat, and why it fails at scale.
15m
Structured Memory Folders
The 60-second fix. Replace one file with a folder structure you control.
20m
Built-in Memory Search
Semantic search finds by meaning. Exact search finds by name. Both are essential.
15m
The Anthropic Embedding Trap
CRITICAL: memory_search silently fails without a separate embedding key. Here's the fix.
15m