Dev Tools · 1h ago
Memory Engineering: Treat AI Knowledge Like Code, Not Notes
A new open-source framework, ai-assistant-dot-files, introduces a promotion pipeline for AI memory, requiring candidate records to pass audit and human approval before becoming durable knowledge. The system includes explicit rejection rules and expiration, treating memory like code review rather than note-taking. Currently with only 4 portable knowledge items, it intentionally avoids building a larger retrieval system until needed.
Meridian48 take
The framework's emphasis on governance and intentional slowness is refreshing, but its real-world impact will depend on whether teams adopt such disciplined memory practices at scale.
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Memory Engineering Is a Promotion Pipeline, Not a Pile of Notes →
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