Breaking Agent Backbones: AI agents are being deployed at scale, but their security is challenged by non-deterministic behavior and novel vulnerabilities. This episode introduces the "threat snapshot" framework and the new b3 benchmark, which systematically isolate and evaluate security risks stemming from the backbone LLM. We reveal crucial findings: enhanced reasoning capabilities generally improve security, yet model size does not correlate with lower vulnerability scores.