How HackerOne Reinvented Security for Developers

This report describes a code security platform that integrates SAST/SCA/IaC/Secrets scanners with an AI-based Context Engine and human-in-the-loop (HITL) expert validation to reduce noise, prioritize findings, and provide actionable remediation within developers' normal workflows (e.g., pull/merge requests). It emphasizes workflow integration, deterministic and non-deterministic validation approaches, expert review timelines, and feedback loops to continuously improve accuracy and developer trust.