Applied AI·Agents
the agent wrote out the steps first, then the third result contradicted the plan and it had to re-plan instead of carrying on.
Planning and decomposition
Draft summary, pending review
Having the model break a goal into steps before executing, either as an explicit plan it then follows or implicitly via reasoning. Plans drift, so durable agents re-plan when results contradict expectations.