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Module 01 · Govern · Interactive lesson

How a Guardrail
Works

A real request doesn't go straight to the model. It runs a gauntlet: input guardrails scrub and gate it, the model drafts an answer, and output guardrails decide whether that answer can ship. Pick a request below and watch each checkpoint do its job.

Choose a request

Local rules: an SSN like 123-45-6789 triggers redaction; words like sue or prescription trip the scope gate; am I eligible forces a citation/review hold.

The pipeline

Input → Model → Output

Input guardrail

PII Redaction

idle

Strips personal identifiers (SSNs, account numbers) before the model ever sees them.

Input guardrail

Scope / Denied Topics

idle

Confirms the request is in-mission. Off-limits topics (legal, medical advice) are refused here.

Model

Reasoning Model

idle

Drafts a benefits answer from the sanitized, in-scope request.

Output guardrail

Citation Grounding

idle

Every eligibility claim must trace to a cited source. Uncited claims are held, not shipped.

Output guardrail

Human-in-the-Loop

idle

Nothing auto-submits. High-stakes answers route to a human before any veteran sees them.

Request text as it flows

How do I check the status of my VA disability claim?

Awaiting a request.

Input guardrail

PII Redaction

Strips personal identifiers (SSNs, account numbers) before the model ever sees them.

Input guardrail

Scope / Denied Topics

Confirms the request is in-mission. Off-limits topics (legal, medical advice) are refused here.

Model

Reasoning Model

Drafts a benefits answer from the sanitized, in-scope request.

Output guardrail

Citation Grounding

Every eligibility claim must trace to a cited source. Uncited claims are held, not shipped.

Output guardrail

Human-in-the-Loop

Nothing auto-submits. High-stakes answers route to a human before any veteran sees them.

Why this matters

This is GOVERN in motion. Every claim that reaches a veteran is citation-backed, every high-stakes answer passes a human-in-the-loop, and nothing auto-submits. The model is powerful, but it never gets the last word — the guardrails do.

Mission first, people always.