understanding-context-entropy

Use a codification framework that prioritizes mechanisms from compiler-enforced types to code comments. By evaluating recurrence, stability, non-obviousness, and onboarding value, you can select the appropriate documentation format and avoid unnecessary overhead for type-obvious information.

The best way to codify recurring patterns is selecting the most appropriate mechanism based on knowledge stability. Prioritize compiler-enforced types or code structure for stable rules, and reserve code comments or skills for non-obvious, high onboarding value information.

You should avoid codifying knowledge when dealing with temporary workarounds or type-obvious information. Documenting these creates maintenance overhead and anti-patterns, making it harder to maintain clarity and efficient use of project resources.

Improve maintainability by matching knowledge formalization to the appropriate mechanism, ranging from types and code structure to skills and READMEs. This targeted selection prevents unnecessary documentation overhead and ensures resources are efficiently allocated.

Codifying non-obvious solutions into dedicated skills does improve onboarding when the knowledge has high recurrence and stability. This approach provides clear criteria for formalization, ensuring complex solutions are accessible without cluttering base code.