Is human review required when using this skill?

Yes, Human-In-The-Loop (HITL) verification is mandatory for claims that cannot be automatically verified against a source of truth.

What is a Clarity-Gated Document (CGD)?

A CGD is a standardized markdown file containing specific YAML frontmatter that tracks verification status, HITL reviews, and document integrity via SHA-256 hashes.

What is the primary purpose of Clarity Gate?

It enforces epistemic quality by ensuring documents clearly label hypotheses and assumptions before they are ingested by LLMs or RAG systems to prevent confident hallucinations.

How does Clarity Gate differ from uncertainty detection tools?

Detection tools find markers that are already there; Clarity Gate enforces the presence of markers where they should be but are currently missing.

Can I use Clarity Gate for legacy documentation?

Yes, it supports Exclusion Blocks to mark sections that cannot yet be verified, ensuring the rest of the document remains compliant while flagging areas that need SME review.

Clarity Gate

Name: Clarity Gate
Author: frmoretto

byfrmoretto

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数据科学与机器学习

Enforces epistemic quality in documentation to prevent LLM hallucinations in RAG systems.

关于

Clarity Gate is a specialized verification protocol designed to ensure that documents provided to LLMs or RAG systems distinguish clearly between facts and hypotheses. Unlike standard detection tools, it proactively enforces the presence of uncertainty markers where epistemically required, producing Clarity-Gated Documents (CGD) that prevent AI models from mistaking assumptions for absolute truths. It features a robust 9-point verification framework and mandatory Human-In-The-Loop (HITL) workflows to maintain high-integrity knowledge bases and reliable AI retrieval.

主要功能

CGD Format Compliance (v2.0) with standardized YAML frontmatter
12 GitHub stars
Automated internal consistency and numerical data quality checks
Mandatory two-round HITL (Human-In-The-Loop) verification tracking
9-point epistemic and data quality verification protocol
Exclusion block support for legacy or unresolvable content sections

使用场景

Standardizing documentation handoffs between different LLM sessions
Pre-ingestion document verification for enterprise RAG systems
Auditing technical specifications to identify hidden assumptions

关于

主要功能

CGD Format Compliance (v2.0) with standardized YAML frontmatter
12 GitHub stars
Automated internal consistency and numerical data quality checks
Mandatory two-round HITL (Human-In-The-Loop) verification tracking
9-point epistemic and data quality verification protocol
Exclusion block support for legacy or unresolvable content sections

使用场景

Standardizing documentation handoffs between different LLM sessions
Pre-ingestion document verification for enterprise RAG systems
Auditing technical specifications to identify hidden assumptions