Something I kept running into while experimenting with autonomous agents is that most AI safety discussions focus on the wrong layer. A lot of the conversation today revolves around: • prompt alignment • jailbreaks • output filtering • sandboxing Those…

Most discussions about AI agents focus on planning, memory, or tool use. But many failures actually happen one step later: when the agent executes real actions. Typical problems we've seen: runaway API usage repeated side effects from retries recur…