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:
๐ Estimate uncertainty about the environment
๐ญ Reason about cost-uncertainty tradeoffs
โ๏ธ Act accordingly
about 1 month ago