The video opens on a dark-mode chat interface titled "Athena v3". In the main chat panel, a user has submitted a prompt asking for an infographic about the "current state of the iran-us war." The AI agent has just begun its response.

The agent's first message appears: "I'll create a stunning visual infographic about the current Iran-US conflict situation. Let me first gather the latest information, then build something with charts, diagrams, and visual elements." Directly beneath this initial text, a metric is displayed: "response time took 10 seconds".

The narrator's cursor moves to circle this response time metric as they begin to speak. They express dissatisfaction, stating, "but the response time took 10 seconds. She's not done with the response." As they speak, the UI updates to show the agent is, in fact, not finished. A new block appears below the first message, showing a `tool_search` call with a detailed search query. This indicates the agent is now performing a search to gather the information it mentioned.

The narrator clarifies the issue: "all the tool calls in a row that she does until this is answered, that all should be in one response time, not one for each and every tool call." At the bottom of the screen, a green progress bar with the label "Thinking..." confirms the agent is still actively working. The core problem demonstrated is that the response time metric is displayed prematurely after the agent's initial acknowledgement, rather than reflecting the total time required to complete the entire multi-step task and deliver the final answer.