A SYSTEMS ARCHITECT FED CLAUDE NINE YEARS OF NOTES AND TURNED 4,102 FILES INTO A KNOWLEDGE GRAPH. Daily logs. System designs. Deep research. Half-finished ideas from years ago. Not a flat folder. A map of how his thinking developed over time. The useful part is not the visual.

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