Controller: {"at_commit_policy": "frozen", "enable_thinking": false, "image_scale": 2, "invoke_on": "frame_change", "kind": "vlm_late_binding", "max_tokens": 256, "min_match_score": 0.8, "model_id": "ByteDance-Seed/UI-TARS-1.5-7B", "prompt_version": 7, "reasoning_effort": null, "restart_threshold_px": null, "temperature": 0.0, "template_radius_px": 12}

Recorded frames from the first decision to the last receipt, every 4th frame, time compressed 10×; red = committed click.

Key frames: each decision's starting frame with the click it produced (amber = proposal before binding, red = committed, grey = suppressed), then the screen at each arrival A (green = valid).
You are a GUI agent. You are given a task and your action history, with screenshots. You need to perform the next action to complete the task. ## Output Format ``` Thought: ... Action: ... ``` ## Action Space click(point='<point>x1 y1</point>') wait() #Sleep for 5s and take a screenshot to check for any changes. ## Note - Use English in `Thought` part. - Write a small plan and finally summarize your next action (with its target element) in one sentence in `Thought` part. ## User Instruction A red balloon appears at an unknown position and may drift; it disappears after a short time. If the balloon is visible, click the center of the red balloon. If no balloon is visible, wait. [user] Screenshot attached. Click the target's center or wait.
| # | B | model done B→D | model response (raw) | parsed | action (canvas px) | D (commit) | A (receipt) | out tokens |
|---|---|---|---|---|---|---|---|---|
| 1 | 532 ms | 7,294 ms 6.76 s | Thought: I noticed a red balloon appearing in the center of the screen, and it seems to be floating in the air. According to the task requirements, I need to click on the center of the balloon to make it disappear. So, I'm going to move my mouse over and click on the red dot in the middle of the screen. Action: click(start_box='(338,234)') | click img (338, 234) | {'kind': 'click', 'x': 168, 'y': 118} | 7,294 ms | 7,314 ms · INVALID | 88 |
| id | event | task time | harness time |
|---|---|---|---|
| 1 | target_appears | 500 ms | 500 ms |
438 observations published; first frame depicting the target published at 530 ms. Raw trace: live_v8_frozen_s300.jsonl.