Cover image

Plan, Then Rewrite: Why Explicit Intent Wins in Agent Workflows

A user starts by asking for Italian restaurants, answers a few clarification questions, then changes their mind and asks for Mexican instead. A human hears the reversal. A planner may hear: pizza, pasta, Italian, Mexican, recommendations, and perhaps a vague invitation to overachieve. Naturally, it may then produce a plan with the confidence of a consultant who attended only half the meeting. ...

September 11, 2025 · 14 min · Zelina