This skill should be used when the user asks to "offload context to files", "implement dynamic context discovery", "use filesystem for agent memory", "reduce…
Filesystem-Based Context Engineering Use the filesystem as the primary overflow layer for agent context because context windows are limited while tasks often require more information than fits in a single window. Files let agents store, retrieve, and update an effectively unlimited amount of context through a single interface. Prefer dynamic context discovery -- pulling relevant context on demand -- over static inclusion, because static context consumes tokens regardless of relevance and crowds out space for task-specific information. When to Activate Activate this skill when: Tool outputs are bloating the context window Agents need to persist state across long trajectories Sub-agents must share information without direct message passing Tasks require more context than fits in the window Building agents that learn and update their own instructions Implementing scratch pads for intermediate results Terminal outputs or logs need to be accessible to agents Core Concepts
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