// THREAT LAB RESEARCH

Intel & Writeups

Tactical guides, vulnerability deep dives, and thoughts on AI-driven offensive security operations.

// 2026-06-09 // BY JOE BRINKLEY

Human-in-the-Loop: The Future of AI-Powered Offensive Security

Why fully automated AI security scanners fail, and how NextGenRedTeam combines rapid AI threat simulation with elite human validation.

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// 2026-06-09 // BY JOE BRINKLEY

Rescuing Abandoned IoT: How I Built JoeBro to Control My Smart Table

When manufacturers abandon their mobile apps, expensive smart hardware turns into a brick. Here is how I reverse-engineered the Ayla Networks API to build a zero-backend PWA.

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