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## Code Inclusion
**Unchanged code is included when it makes explanations clearer** — contextual code provides better mental models for understanding changes.
## Explanation Format
**Explanations are rendered line-by-line in a fashion friendly to human cognition** — granular, cognitively-accessible explanations rather than dense summaries.
## Visual Aids
**Graphics are used where they're a cognitive-load-reducing move** — visual elements reduce working memory load for complex concepts.
## Voice and Tone
**Tone is human and Randall Munroe-like: approachable, not robotic, not oversimplified** — conversational expertise without condescension.