Principle Minimize Reader Load

Reduce the layers a maintainer must trace and the mutable state they must remember while preserving boundaries that hide meaningful complexity.

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Reduce reader load

Treat the request text that activated this skill as the code path a maintainer must understand.

Apply minimize reader load. Trace where key values originate and change. Collapse layers that repeat the same interface, narrow mutable state, and name invariants once at their boundary. Return the shorter reasoning path and any layer kept because it compresses a real decision.

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