Nick, Ryan, and Matt launch Adversarial Input with one question: what could AI do that would actually scare them? That sends them through voice-cloned scam calls, the Glasswing report, and Mythos, the security model that runs five to ten times the cost of Opus. They dig into why the harness around a model matters as much as the model itself, why fewer than 1% of AI-found bugs ever get patched, and how Opus 4.8 stacks up against 4.7. Then the fun part: self-healing apps wired to Sentry, Proxmox boxes spinning up Claude to attack CTFs, and local Qwen clusters handling the grunt work. They close on runaway token bills, layoffs, and why cybersecurity hiring keeps climbing.