security-review-says-user-corrections-2

Extract recurring user corrections into reusable guidance rules with frontmatter metadata.

171|10|Updated Feb 20, 2026
One-click install
npx skills add https://github.com/fmflurry/settings-opencode --skill security-review-says-user-corrections-2
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: security-review-says-user-corrections-2
Source: https://github.com/fmflurry/settings-opencode/tree/main/.claude/skills/security-review-says-user-corrections-2
Command: npx skills add https://github.com/fmflurry/settings-opencode --skill security-review-says-user-corrections-2

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This pattern helps teams capture recurring user corrections and convert them into reusable guidance to improve alignment and safety.

Core Features & Use Cases

  • Rule extraction: Translate repeated user feedback into concrete, reusable rules.
  • Guidance updates: Propagate corrections across ongoing and future interactions to maintain consistency.
  • Audit trail: Maintain traceability of corrections and their impact on decisions.

Quick Start

Provide a concrete user correction as a reusable guidance rule to ensure future interactions reflect updated expectations.

Frequently Asked Questions about security-review-says-user-corrections-2

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

FAQPage Schema
How do I capture recurring user corrections and turn them into reusable guidance?

To capture recurring user corrections, you extract concrete rules from repeated user feedback and propagate them as reusable guidance. This workflow ensures future interactions reflect updated expectations and maintain consistency.

What is the best way to prevent response drift in continuous feedback loops?

To prevent response drift in continuous feedback loops, validate ongoing interactions against updated expectations using rule extraction. This maintains alignment by applying standardized corrections to future decisions.

How do I maintain an audit trail for user corrections and their impact on decisions?

You maintain an audit trail for user corrections by implementing frontmatter-based metadata to track feedback changes. This preserves traceability of corrections and their impact on decisions across ongoing interactions.

Can I standardize user feedback into compliance policy without coding dependencies?

Yes, you can standardize user feedback into compliance policy without external dependencies. The workflow translates repeated user corrections into concrete, reusable rules to ensure consistent responses across processes.

When do I need to apply a standardized workflow for user corrections?

You need to apply a standardized workflow for user corrections when repeated feedback causes inconsistent responses. It is necessary for continuous feedback loops where alignment, safety, and decision consistency are critical.