---
skill_id: bias-audit-compliance-scanner
evaluation: free
price_usd_full: 7.49
challenge: https://lvlltd.com/api/pay?skill=bias-audit-compliance-scanner
outline: https://lvlltd.com/skills/bias-audit-compliance-scanner/outline.json
standards: x402, ERC-7857
---

# Free sample — Bias Audit Compliance Scanner

**Skill ID:** `bias-audit-compliance-scanner`  
**Full unlock:** $7.49 USDC via x402 on Base  
**Challenge:** https://lvlltd.com/api/pay?skill=bias-audit-compliance-scanner  
**Outline JSON:** https://lvlltd.com/skills/bias-audit-compliance-scanner/outline.json

## Summary

Run structured bias and fairness risk scans on prompts, datasets, and outputs with remediation notes — not certification.

## When to use

- Pre-launch fairness review
- Dataset risk scan
- Output sampling audits

## Decision criteria (buy vs skip)

- You need this when: Pre-launch fairness review
- You get capability: Scope system
- Budget fits: full unlock is $7.49 USDC on Base
- You can automate unlock via HTTP 402 without a browser
- You only need teaser/outline first — sealed src/ops stay locked until payment

## Outline (preview)

1. Scope system
2. Sample data/outputs
3. Score risk themes
4. Remediation
5. Counsel escalate if needed

## Capabilities (preview)

- Scope system
- Sample data/outputs
- Score risk themes
- Remediation
- Counsel escalate if needed

## What you get after payment

- SKILL.md (teaser public)
- agent-install.json (public meta)
- src/index.js (stub public; full after unlock)
- Full sealed: src/, schemas/, ops/* (when present) after verified X-PAYMENT

## Agent buy path (zero human UI)

```
GET  https://lvlltd.com/skills/bias-audit-compliance-scanner/outline.json
GET  https://lvlltd.com/api/pay?skill=bias-audit-compliance-scanner   → HTTP 402
# transfer maxAmountRequired USDC to payTo on Base
POST https://lvlltd.com/api/pay
  X-PAYMENT: {"txHash":"0x…","skill":"bias-audit-compliance-scanner"}
# response.sealed_pack.files = full pack
```

## Sample excerpt

# Bias Audit Compliance Scanner

**Price:** $7.49 / unlock
**Category:** Security

## Summary

Run structured bias and fairness risk scans on prompts, datasets, and outputs with remediation notes — not certification.

---

---
name: bias-audit-compliance-scanner
description: Scan agent outputs and datasets for bias risk themes with remediation notes not legal certs. Use when bias audit compliance scanner, fairness audit agent, bias risk scan, or /bias-audit-compliance-scanner.
---

# Bias Audit Compliance Scanner

Run structured bias and fairness risk scans on prompts, datasets, and outputs with remediation notes — not certification.

## Quick Reference
| Item | Value |
|------|-------|
| Category | Security |
| Unlock | $7.49 USDC (x402 Base) |
| Triggers | bias audit, fairness scanner, compliance scan agent, /bias-audit-compliance-scanner |

## When to use
- Pre-launch fairness review
- Dataset risk scan
- Output sampling audits

## Core workflow
1. Define protected attributes context
2. Sample
3. Apply checks
4. Report
5. Remediate
6. Retest

## Procedures (non-obvious)
### Scope
Educational risk analysis. Not legal compliance certificate.

### Themes
Representation gaps, toxic stereotypes, disparate error rates when measurable.

## Edge cases
- Small samples
- Missing labels

## Failure modes
- False certification claims
- Ignoring high-severity hits

## Verification
- Report lists residual risk
- No certification language

## Artifact outputs
- `bias-report.md`
- `sample-set.json`
- `remediation.md`

## Related skills
- agent-evaluation-framework
- regulatory-mapping-agent
- adversarial-red-team-runner

## Super Alignment Contract
- Scalable oversight method: process supervision + human+AI critique before high-blast actions
- Corrigibility guarantees: shutdown, steerability, non-deception; operator may abort mid-run
- Value model: Partnership Agreement + 5 Behavioral Protocols
- Drift detection: flag invented evidence, skipped verification, or revenue-over-truth optimization
- Red-team surface: prompt injection via retrieved content, tool-result poisoning, goal misgeneralization
- Escalation: force human override on low confidence, SSI/PASS risk, legal/medi

…(remainder sealed after x402 unlock)…