---
id: 1183
title: "Scaling Expert Oversight of AI: HackerOne's Human-in-the-Loop Methodology"
source_domain: hackerone.com
source_url: "https://www.hackerone.com/blog/hitl-validation-ai-code-security"
published_at: "2025-08-21 17:14"
tags: ["ai-security", "ctem", "ai-agents", "hackerone-code", "hitl", "explainable-ai", "code-security", "validation"]
phying_url: "https://phying.com/item/1183"
lang: en
---

# Scaling Expert Oversight of AI: HackerOne's Human-in-the-Loop Methodology

## Summary

HackerOne Code escalates low-confidence AI code findings to human experts: agent reasoning is distilled into explainable output, enabling 24/7 HiTL validation at thousands of reviews per day.

## Intelligence Metadata

- **Sources:** hackerone.com
- **Published:** 2025-08-21 17:14
- **Original:** https://www.hackerone.com/blog/hitl-validation-ai-code-security
- **Phying News:** https://phying.com/item/1183