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A glowing cyan folder at the center of a dark midnight blue scene, connected by thin neon lines to twelve smaller repository nodes orbiting around it. Above the central folder, three stacked horizontal layers represent a hierarchy of context, each containing a small markdown file icon. Faint code symbols drift in the background.

April 15, 2026 9 min read

Context Engineering Across 12 Repositories

Working across 12 repositories on different stacks is harder for AI assistants than it looks. Here is the context system I landed on.

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