Developer Guide

Build defensible AI in minutes with our SDK and API.

Quick Start

Install our core SDK to begin building audit-ready pipelines.

$ pip install hardrag-core

Connect your local development environment to your HardRAG console.

$ hardrag init --api-key YOUR_KEY

Full reference guide for the Sovereign Governance Terminal CLI tool to audit and inspect RAG pipelines from the shell.

Comprehensive kit to build, calibrate, and register custom policy validation guardrail modules in Python.

Technical reference documentation for our REST API endpoints, including grounding score triggers and compliance audit logs.

Faithfulness

Ensuring the LLM output is supported strictly by the provided context.

PII Masking

Removing sensitive identifiers before sending data across boundaries.

Audit Trace

Cryptographically hashed record of the validation process.

LangChain

DSPy