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Knowledge Management System with AI Curation

ai · Ongoing (2 months to core system)

The problem

Information scattered across docs, notes, emails, and people's heads. No system for connecting ideas across departments or domains.

What we did

Built a knowledge vault with 800+ atomic notes and wikilinks. Added nightly AI curation cycles (distill, curate, dream) that find cross-domain connections. A note about acoustic physics links to hearing therapy, links to audio synthesis, links to product design. Spreading activation algorithm finds paths humans miss.

Scope

Architecture design, Obsidian setup, AI curation pipeline, graph analysis, RAG integration

Result

Ideas that would have stayed siloed now surface automatically. Research time cut dramatically. Decisions backed by connected context, not isolated Google searches.

Knowledge management isn’t about organizing files. It’s about connections between ideas that nobody sees until a system finds them.

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