Yan Xue retweetledi

Most agent demos still treat memory as a text dump.
The better pattern is graph memory + narrow tools + explicit failure contracts.
@yxue06's obsidian-mcp thread is a good example: fewer generic read/write calls, more graph-aware primitives.
Agents get useful when each step is inspectable, reversible, and cheap to retry.
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