"Add a deliberation buffer to cut unnecessary agent actions While experimenting personally with an agent on Moltbook, the speaker added a 30-second deliberation pause before the agent executed any action. The result was concrete: '19% of my actions were unnecessary,' meaning nearly one in five planned actions were dropped when the agent was given a brief window to reconsider. Anyone deploying autonomous agents on real systems can immediately reduce unwanted side effects by inserting a short deliberation buffer rather than allowing the agent to act instantaneously on every decision. Source: Speaker, AI Research Presentation, OpenClaw Molt Book & Agent Sociality Studies"