skills.rest
rancapoly
rancapolyCOMMUNITY
Explore all skills by this author →
GitHub

ethical-guardrail-sentinel

Detect bias, GCG violations, and data privacy issues in HR outputs.

Updated Apr 21, 2026
Search Tags:#compliance#ethics#data privacy#bias detection#GCG compliance
One-click install
npx skills add https://github.com/rancapoly/vault --skill ethical-guardrail-sentinel
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ethical-guardrail-sentinel
Source: https://github.com/rancapoly/vault/tree/main/p2-ethical-guardrail-sentinel-v2
Command: npx skills add https://github.com/rancapoly/vault --skill ethical-guardrail-sentinel

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a non-bypassable, always-on output screening layer to ensure ethical compliance in HR workflows, detecting bias, GCG violations, and data privacy issues.

Core Features & Use Cases

  • Real-time Output Screening: Screens 100% of HR outputs for ethical and compliance issues.
  • Bias Detection: Identifies explicit and implicit bias in HR language.
  • GCG Compliance: Matches content against the Polytron GCG Code ruleset.
  • Data Privacy: Checks for PII exposure and compliance with UU PDP 27/2022.
  • Use Case: Before publishing a job posting, the Skill automatically checks for any ethical or compliance issues, flagging content that requires revision.

Quick Start

Use the ethical-guardrail-sentinel skill to screen the output of the job posting 'job-posting-q3.pdf'.

Frequently Asked Questions about ethical-guardrail-sentinel

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I screen HR outputs for bias and data privacy issues?▼

Screening HR outputs for bias and data privacy issues requires an always-on compliance layer that checks content against regulatory rulesets. This skill detects implicit bias, GCG violations, and PII exposure in real-time before publication.

What is non-bypassable output screening for ethical compliance?▼

Non-bypassable output screening is an always-on filtering mechanism that intercepts 100% of HR workflow outputs. It automatically flags ethical compliance issues, ensuring no content bypasses bias detection, data privacy checks, or GCG ruleset matching.

How do I check job postings for GCG compliance and PII exposure?▼

Checking job postings for GCG compliance and PII exposure involves running the content through an automated screening layer. The system matches text against the GCG Code ruleset and UU PDP 27/2022 regulations to flag violations for revision.

Do I need a protected attribute registry to detect bias in HR workflows?▼

Yes, detecting bias in HR workflows requires access to a protected attribute registry and the GCG Code ruleset. These references allow the screening mechanism to accurately identify explicit and implicit bias in HR language.

Can I use this compliance screening for data outside of HR workflows?▼

This compliance screening is designed specifically for the Polytron Enterprise HR Agentic AI Architecture. It targets HR outputs, so using it for data outside HR workflows may not yield accurate bias detection or GCG compliance results.

Related Skills

Explore More Legal & Compliance Skills→
rocklambrosrocklambros
2

auditing-model-fairness

Audit classification and scoring models for fairness disparities across protected groups.

Community
Advanced
Sumeet138Sumeet138
1

employment-contract-templates

Generate employment contracts, offer letters, and HR policy documents.

Community
Advanced
agent-dataagent-data
25

job-search-run

Automate job search, relevance assessment, and digest generation from saved postings.

Official
Advanced
rancapolyrancapoly

conversational-hr-service-hub

Process bilingual HR inquiries with intent classification and tier routing.

Community
Advanced