Roblox's AI Detection Engineer splits detection work into research, gap analysis, rule engineering, adversarial review and live validation behind trust boundaries and network isolation. Threat Hunter Graph uses a LangGraph state machine to plan, run, pivot and evaluate hunts against live SIEM data.
A separate talk follows a test incident in which a hidden GitHub Issue instruction induced Claude Code to upload credentials to a public repository. Roblox will explain its multilayer sandbox architecture and its limits. Other sessions cover near-real-time cloud exposure monitoring, egress-domain attribution and infrastructure that coordinates privacy access and deletion requests across hundreds of services.