Agents interact with environments to get information. But exploration (tools, retrieval, user interaction) is costly.
Calibrate-Then-Act allows LLM agents to balance exploration and cost:
📐 Estimate uncertainty about the environment
💭 Reason about cost-uncertainty tradeoffs
⚙️ Act accordingly