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Our knowledge flywheel: how Laurence remembers and learns from every campaign decision

calendar_today April 17, 2026 person Justin Xiang domain laurence

An Obsidian wiki, a Claude Code ingest agent, and a daily diagnosis pipeline that reads the wiki every morning. How we built an internal compounding knowledge layer so Laurence gets smarter with every campaign change.

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