---
name: clarity-gate
description: Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow
author: synthoperator
---

# Clarity Gate

## Overview

Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow

## When to Use This Skill

Use this skill when you need to work with pre-ingestion verification for epistemic quality in rag systems with 9-point verification and two-round hitl workflow.

## Instructions

This skill provides guidance and patterns for pre-ingestion verification for epistemic quality in rag systems with 9-point verification and two-round hitl workflow.

For more information, see the [source repository](https://synthoperator.com).