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  quality

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• Piia Engram

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  quality

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  Gives MCP-compatible coding agents a shared, local-first identity and knowledge layer stored as user-owned files, so preferences, quality bars, lessons, decisions, and project context carry across tools and sessions. Writes are AI-proposed but user-reviewable, editable, and overridable, with a read-only preview of exactly what any agent would receive.

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• Piia Engram

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• Piia Engram

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• > Piia Engram

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• piia-engram

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