3 leanings from re-building COMPUTE for AI Agents. The model will make mistakes. when it does, the sandbox shouldn’t hold anything that an attacker can use against it. Agents spend most of their time waiting. An idle agent should cost almost nothing and wake up faster than a person notices. An agent becomes more useful the more it remembers. Its workspace should survive between turns, between days, and between versions of the operating system.