Policy Clarifier

SkillDev tools

Use when a policy exists but readers struggle to understand what it means in practice.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Policy Clarifier skill

What this skill tells your AI

The instructions your AI receives, as published by fdu-ins/insurance-skills in Skills/Policy Clarifier/SKILL.md and read by ahel’s review.

Summary

Clarify a policy or internal guideline into a more readable, operationally useful document.

When To Use

  • A policy document needs clearer language and action framing.
  • You need a clarified policy document with definitions, practical guidance, and open question flags instead of unstructured notes.
  • The workflow repeats often enough to justify a reusable asset.

Avoid When

  • The product behavior itself is still changing faster than the docs could stabilize.
  • There is no source material to document or clarify yet.

Inputs

  • policy text
  • audience
  • common confusion points

Output Contract

  • clarified policy draft
  • operational guidance
  • FAQ candidates

Workflow

  1. Confirm the decision context, audience, and missing inputs.
  2. Build a clarified policy document with definitions, practical guidance, and open question flags using the available evidence and constraints.
  3. Separate facts from assumptions and make confidence explicit.
  4. Finish with next actions, open questions, or escalation notes.

Deliverable Shape

A clarified policy document with definitions, practical guidance, and open question flags

Guardrails

  • Do not invent facts that are not present in the supplied materials.
  • Make uncertainty explicit when inputs are incomplete or contradictory.
  • Keep the output structured enough that another operator can reuse it.

Maturity Note

This Skill is part of the seeded breadth layer. It is intentionally lighter than the developed and flagship tiers.

Signals

GitHub stars
73
Forks
19
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
policy-clarifier
Source
github.com/fdu-ins/insurance-skills