Chains of Causality, Not Just Thought
TL;DR for operators Causal Influence Prompting, or CIP, is a safety method for LLM agents that asks the model to build and consult a causal influence diagram before acting. Instead of telling the agent, “be safe,” it asks the agent to represent the task as a graph: what facts matter, what choices are available, what outcomes are useful, and what outcomes are harmful. This is a better shape for the problem, because agents do not merely answer questions. They click buttons, run code, forward messages, use tools, and occasionally behave as if “sure, why not?” were a compliance framework. ...