How agents work together
Consider two deployment options. You supply the workload and budget. One agent checks capacity while another estimates running costs. If the estimate uses the wrong request volume, the coordinator sends just that estimate back. Review notes refer to a particular version, so the verified capacity analysis still stands.
At handoff, the next agent can consult shared inputs, existing results and open questions. A completed subtask can wake the coordinator to continue. If a restart leaves a step in doubt, the agent checks saved work and execution receipts before repeating it.

How people explore the result
An agent can answer a simple question in text, compare options in a table or show a trend in a chart. When the answer depends on assumptions, GenUI puts the inputs and the calculated result together in the reply.
A tested cost model uses CNY 12,000 in monthly fixed costs and CNY 0.03 per request. At 200,000 requests a month, charging CNY 0.08 produces a CNY 2,000 loss. Charging CNY 0.09 breaks even. In the workspace you can vary the volume, reload and resume from your last inputs, or copy the assumptions, formula and result together. The conversation can also host audio, video and a 3D model you can rotate and zoom.

Problem
How can agents work from consistent assumptions and trace each conclusion to the deliverable that supports it?
Approach
Agents share task inputs and return separate deliverables. The coordinator reviews each version and routes revisions to the agent responsible.
Next
Compare options in the conversation, change a cost assumption and see where the model breaks even.
