[KongchangAI]
Unverified50% confidenceOpinionExact time

The author's self-built approach is to rebuild the memory layer in place inside Claude Code, for reasons including: files can migrate across interfaces such as Claude Code and Codex; no VPS and no second set of model billing are needed, with everything going through the existing subscription; and data stays local with no additional security surface.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/17/2026
First Seen
Valid until: 1/15/2027

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