Using the FILE SYSTEM for context — scratch pads, plan persistence, dynamic skill loading, sub-agent file workspaces, and terminal log persistence. Use when the user asks to "offload context to files", "implement scratch pads", "persist agent plans", "use filesystem for agent memory", or mentions file-based context management, tool output persistence, or just-in-time context loading. NOT for in-co
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Filesystem-Based Context Engineering
The filesystem provides a single interface through which agents can flexibly store, retrieve, and update an effectively unlimited amount of context. This pattern addresses the fundamental constraint that context windows are limited while tasks often require more information than fits in a single window.
The core insight is that files enable dynamic context discovery: agents pull relevant context on demand rather than carrying everything in the context win
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