principle-encode-lessons-in-structure

Converts recurring corrections into lint rules, metadata flags, runtime checks, or scripts.

Updated Jul 29, 2026
One-click install
npx skills add https://github.com/mmdmcy/fluttAIrbar --skill principle-encode-lessons-in-structure-mmdmcy
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: principle-encode-lessons-in-structure
Source: https://github.com/mmdmcy/fluttAIrbar/tree/main/plugins/pstack/skills/principle-encode-lessons-in-structure
Command: npx skills add https://github.com/mmdmcy/fluttAIrbar --skill principle-encode-lessons-in-structure-mmdmcy

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Repeatedly writing the same instruction or fixing the same class of error wastes effort because textual guidance is easy to miss and requires readers to notice, remember, and comply. This Skill turns recurring corrections into structural mechanisms that enforce the rule automatically. ## Core Features & Use Cases - Structural Encoding: Converts repeated instructions into lint rules, metadata flags, runtime checks, or automation scripts, then deletes the redundant text. - Strongest-Rung Selection: Chooses the strongest available enforcement mechanism, from unrepresentable states that fail compilation down to runtime checks. - Feedback Loop Discipline: Captures every correction, routes it to the right layer (brain note, skill, lint rule, or principle), and closes the loop with concrete action. - Use Case: When a reviewer corrects the same code pattern for the second time, encode it as a CI lint rule instead of adding another comment to the style guide. ## Quick Start Ask the assistant to apply the encode-lessons-in-structure principle to turn a recurring correction into a lint rule, metadata flag, runtime check, or script.

Frequently Asked Questions about principle-encode-lessons-in-structure

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I stop repeating the same code review comments?▼

Encode the recurring correction as a lint rule, metadata flag, runtime check, or script instead of writing the instruction again. Structural mechanisms enforce the rule automatically without requiring readers to notice and comply.

What is the best way to enforce coding standards automatically?▼

Choose the strongest mechanism the situation allows: an unrepresentable state that cannot compile, then a lint rule or banned API that fails CI, then a canonical helper, then a runtime check. Stronger guards prevent the pattern from being copied.

When should a correction become a lint rule versus documentation?▼

If the rule can be expressed mechanically, encode it as a lint rule or check and delete the instruction. Only keep textual guidance when the rule genuinely requires human judgment, and then add a failure-mode example.

Why do written coding guidelines often fail to prevent errors?▼

Textual instructions require readers to notice, remember, and comply, which makes them easy to miss. Agents and developers copy surrounding code patterns, so weak textual guards become templates for the next mistake.

What are the limitations of structural enforcement of rules?▼

Some rules genuinely require human judgment and cannot be expressed as lints or checks. For those cases, make the instruction more prominent and include a concrete example of the failure mode rather than forcing a weak mechanism.