clarity-gate

What problem does it solve?

Clarity Gate provides pre-ingestion verification to ensure documents entering a knowledge base are epistemically qualified, preventing unverified or hedged claims from becoming entrenched in downstream systems.

Core Features & Use Cases

• Enforces a standardized CGD (Clarity-Gated Document) creation and SOT validation per FORMAT_SPEC v2.1.
• Supports a mandatory HITL verification flow (Round A: Derived Data Confirmation; Round B: True HITL) to ensure human oversight.
• Bundles deterministic tooling (scripts/claim_id.py and scripts/document_hash.py) for stable claim IDs and document hashes, enabling traceability during ingestion.
• Ideal for RAG pipelines, documentation hand-offs, and content with projections or uncertain data to prevent misinterpretation.

Quick Start

Ingest a document through the Clarity Gate workflow to generate a CGD, then review the HITL records and verification statuses before ingestion into your knowledge base.